From 8a6eed7ae0eadbf317740268faf86cd09cee7ddb Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Fri, 29 Sep 2023 10:46:29 -0400 Subject: [PATCH 01/60] Added README file and image files it references Lreg.png and LSeg.png are those image files. 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b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md @@ -0,0 +1,12 @@ +# Deep learning to estimate cardiac magnetic resonance–derived left ventricular mass +Within participants of the UK Biobank prospective cohort undergoing CMR, we trained 2 convolutional neural networks to estimate LV mass. The first (ML4Hreg) performed regression informed by manually labeled LV mass (available in 5065 individuals), while the second (ML4Hseg) performed LV segmentation informed by InlineVF (version D13A) contours. +# ML4H~reg~ +The first model was a 3D convolutional neural network regressor ML4Hreg trained with the manually annotated LV mass estimates provided by Petersen and colleagues to optimize the log cosh loss function, which behaves like L2 loss for small values and L1 loss for larger values: +![Lreg](attachment:Lreg) +Here batch size, N, is 4 random samples from the training set of 3178 after excluding testing and validation samples from the total 5065 CMR images with LV mass valuesincluded in P. +# ML4H~seg~ +ML4Hseg, is a 3D semantic +segmenter. To facilitate model development in the absence of hand-labeled segmentations, we trained with the InlineVF +contours to minimize Lseg; the per-pixel cross-entropy between the label and the model’s prediction. ![LSeg.png](attachment:LSeg.png) +Here the batch size, N, was 4 from the total set of 33,071. Height, H, and width, W, are 256 voxels and there was a +maximum of 13 Z slices along the short axis. There is a channel for each of the 3 labels, which were one-hot encoded in the training data, InlineVF (IVF), and probabilistic values from the softmax layer of ML4Hseg. Segmentation architectures used U-Net-style long-range connections between early convolutional layers and deeper layers. Since not all CMR images used the same pixel dimensions, we built models to incorporate pixel size values with their fully connected layers before making predictions. \ No newline at end of file From d77e834da15e9b9b2ef74699f7bfe892e185d4c1 Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Fri, 29 Sep 2023 14:47:34 -0400 Subject: [PATCH 02/60] Testing if subscript implementation is correct before using it further. The previous method made strikethrough text. --- model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md index 2511affd8..861414910 100644 --- a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md +++ b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md @@ -1,6 +1,6 @@ # Deep learning to estimate cardiac magnetic resonance–derived left ventricular mass Within participants of the UK Biobank prospective cohort undergoing CMR, we trained 2 convolutional neural networks to estimate LV mass. The first (ML4Hreg) performed regression informed by manually labeled LV mass (available in 5065 individuals), while the second (ML4Hseg) performed LV segmentation informed by InlineVF (version D13A) contours. -# ML4H~reg~ +# ML4Hreg The first model was a 3D convolutional neural network regressor ML4Hreg trained with the manually annotated LV mass estimates provided by Petersen and colleagues to optimize the log cosh loss function, which behaves like L2 loss for small values and L1 loss for larger values: ![Lreg](attachment:Lreg) Here batch size, N, is 4 random samples from the training set of 3178 after excluding testing and validation samples from the total 5065 CMR images with LV mass valuesincluded in P. From 850b0f377ce30674d3acc5c622eee2973ab5169f Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Fri, 29 Sep 2023 14:53:19 -0400 Subject: [PATCH 03/60] Implemented proper subscript in instances of ML4Hseg and ML4Hreg --- .../README.md | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md index 861414910..e58d26914 100644 --- a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md +++ b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md @@ -1,12 +1,12 @@ # Deep learning to estimate cardiac magnetic resonance–derived left ventricular mass -Within participants of the UK Biobank prospective cohort undergoing CMR, we trained 2 convolutional neural networks to estimate LV mass. The first (ML4Hreg) performed regression informed by manually labeled LV mass (available in 5065 individuals), while the second (ML4Hseg) performed LV segmentation informed by InlineVF (version D13A) contours. +Within participants of the UK Biobank prospective cohort undergoing CMR, we trained 2 convolutional neural networks to estimate LV mass. The first (ML4Hreg) performed regression informed by manually labeled LV mass (available in 5065 individuals), while the second (ML4Hseg) performed LV segmentation informed by InlineVF (version D13A) contours. # ML4Hreg -The first model was a 3D convolutional neural network regressor ML4Hreg trained with the manually annotated LV mass estimates provided by Petersen and colleagues to optimize the log cosh loss function, which behaves like L2 loss for small values and L1 loss for larger values: +The first model was a 3D convolutional neural network regressor ML4Hreg trained with the manually annotated LV mass estimates provided by Petersen and colleagues to optimize the log cosh loss function, which behaves like L2 loss for small values and L1 loss for larger values: ![Lreg](attachment:Lreg) -Here batch size, N, is 4 random samples from the training set of 3178 after excluding testing and validation samples from the total 5065 CMR images with LV mass valuesincluded in P. -# ML4H~seg~ -ML4Hseg, is a 3D semantic +Here batch size, N, is 4 random samples from the training set of 3178 after excluding testing and validation samples from the total 5065 CMR images with LV mass values included in P. +# ML4Hseg +ML4Hseg, is a 3D semantic segmenter. To facilitate model development in the absence of hand-labeled segmentations, we trained with the InlineVF contours to minimize Lseg; the per-pixel cross-entropy between the label and the model’s prediction. ![LSeg.png](attachment:LSeg.png) Here the batch size, N, was 4 from the total set of 33,071. Height, H, and width, W, are 256 voxels and there was a -maximum of 13 Z slices along the short axis. There is a channel for each of the 3 labels, which were one-hot encoded in the training data, InlineVF (IVF), and probabilistic values from the softmax layer of ML4Hseg. Segmentation architectures used U-Net-style long-range connections between early convolutional layers and deeper layers. Since not all CMR images used the same pixel dimensions, we built models to incorporate pixel size values with their fully connected layers before making predictions. \ No newline at end of file +maximum of 13 Z slices along the short axis. There is a channel for each of the 3 labels, which were one-hot encoded in the training data, InlineVF (IVF), and probabilistic values from the softmax layer of ML4Hseg. Segmentation architectures used U-Net-style long-range connections between early convolutional layers and deeper layers. Since not all CMR images used the same pixel dimensions, we built models to incorporate pixel size values with their fully connected layers before making predictions. \ No newline at end of file From 5fdca9cb91a7363e463b56a34893f0347d64081c Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Fri, 29 Sep 2023 15:10:29 -0400 Subject: [PATCH 04/60] =?UTF-8?q?Changed=20the=20title=20of=20the=20README?= =?UTF-8?q?=20in=20Deep=20learning=20to=20estimate=20cardiac=20magnetic=20?= =?UTF-8?q?resonance=E2=80=93derived=20left=20ventricular=20mass=20to=20be?= =?UTF-8?q?=20a=20link.?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md index e58d26914..6289aecc5 100644 --- a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md +++ b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md @@ -1,4 +1,4 @@ -# Deep learning to estimate cardiac magnetic resonance–derived left ventricular mass +# [Deep learning to estimate cardiac magnetic resonance–derived left ventricular mass](https://www.sciencedirect.com/science/article/pii/S2666693621000232?ref=pdf_download&fr=RR-2&rr=80df2c704c374cd4) Within participants of the UK Biobank prospective cohort undergoing CMR, we trained 2 convolutional neural networks to estimate LV mass. The first (ML4Hreg) performed regression informed by manually labeled LV mass (available in 5065 individuals), while the second (ML4Hseg) performed LV segmentation informed by InlineVF (version D13A) contours. # ML4Hreg The first model was a 3D convolutional neural network regressor ML4Hreg trained with the manually annotated LV mass estimates provided by Petersen and colleagues to optimize the log cosh loss function, which behaves like L2 loss for small values and L1 loss for larger values: From 651ba9f0b3b6b77b59a3cbba18f09049f8569daa Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Fri, 29 Sep 2023 15:14:20 -0400 Subject: [PATCH 05/60] Removed "attachment" tag to images and added .png to Lreg. Attempting to have the images render correctly. --- model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md index 6289aecc5..2d9789e62 100644 --- a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md +++ b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md @@ -2,11 +2,11 @@ Within participants of the UK Biobank prospective cohort undergoing CMR, we trained 2 convolutional neural networks to estimate LV mass. The first (ML4Hreg) performed regression informed by manually labeled LV mass (available in 5065 individuals), while the second (ML4Hseg) performed LV segmentation informed by InlineVF (version D13A) contours. # ML4Hreg The first model was a 3D convolutional neural network regressor ML4Hreg trained with the manually annotated LV mass estimates provided by Petersen and colleagues to optimize the log cosh loss function, which behaves like L2 loss for small values and L1 loss for larger values: -![Lreg](attachment:Lreg) +![Lreg](Lreg.png) Here batch size, N, is 4 random samples from the training set of 3178 after excluding testing and validation samples from the total 5065 CMR images with LV mass values included in P. # ML4Hseg ML4Hseg, is a 3D semantic segmenter. To facilitate model development in the absence of hand-labeled segmentations, we trained with the InlineVF -contours to minimize Lseg; the per-pixel cross-entropy between the label and the model’s prediction. ![LSeg.png](attachment:LSeg.png) +contours to minimize Lseg; the per-pixel cross-entropy between the label and the model’s prediction. ![LSeg.png](LSeg.png) Here the batch size, N, was 4 from the total set of 33,071. Height, H, and width, W, are 256 voxels and there was a maximum of 13 Z slices along the short axis. There is a channel for each of the 3 labels, which were one-hot encoded in the training data, InlineVF (IVF), and probabilistic values from the softmax layer of ML4Hseg. Segmentation architectures used U-Net-style long-range connections between early convolutional layers and deeper layers. Since not all CMR images used the same pixel dimensions, we built models to incorporate pixel size values with their fully connected layers before making predictions. \ No newline at end of file From f6632dbfabe1fa69ad52e5f203b86ed4d392e551 Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Fri, 29 Sep 2023 15:15:37 -0400 Subject: [PATCH 06/60] Added additional line breaks so that the loss functions appeared on their own line. --- model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md index 2d9789e62..cb018c38a 100644 --- a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md +++ b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md @@ -3,10 +3,12 @@ Within participants of the UK Biobank prospective cohort undergoing CMR, we trai # ML4Hreg The first model was a 3D convolutional neural network regressor ML4Hreg trained with the manually annotated LV mass estimates provided by Petersen and colleagues to optimize the log cosh loss function, which behaves like L2 loss for small values and L1 loss for larger values: ![Lreg](Lreg.png) + Here batch size, N, is 4 random samples from the training set of 3178 after excluding testing and validation samples from the total 5065 CMR images with LV mass values included in P. # ML4Hseg ML4Hseg, is a 3D semantic segmenter. To facilitate model development in the absence of hand-labeled segmentations, we trained with the InlineVF contours to minimize Lseg; the per-pixel cross-entropy between the label and the model’s prediction. ![LSeg.png](LSeg.png) + Here the batch size, N, was 4 from the total set of 33,071. Height, H, and width, W, are 256 voxels and there was a maximum of 13 Z slices along the short axis. There is a channel for each of the 3 labels, which were one-hot encoded in the training data, InlineVF (IVF), and probabilistic values from the softmax layer of ML4Hseg. Segmentation architectures used U-Net-style long-range connections between early convolutional layers and deeper layers. Since not all CMR images used the same pixel dimensions, we built models to incorporate pixel size values with their fully connected layers before making predictions. \ No newline at end of file From 851c231fe3b6c6d1ad01fd58cc1c2a3fc824b432 Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Fri, 29 Sep 2023 15:36:54 -0400 Subject: [PATCH 07/60] Added line detailing the optimization of the models through the Adam Variant. Additionally removed unnecessary linebreak. --- .../cardiac_mri_derived_left_ventricular_mass/README.md | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md index cb018c38a..c9bd4e1a3 100644 --- a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md +++ b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md @@ -1,5 +1,5 @@ # [Deep learning to estimate cardiac magnetic resonance–derived left ventricular mass](https://www.sciencedirect.com/science/article/pii/S2666693621000232?ref=pdf_download&fr=RR-2&rr=80df2c704c374cd4) -Within participants of the UK Biobank prospective cohort undergoing CMR, we trained 2 convolutional neural networks to estimate LV mass. The first (ML4Hreg) performed regression informed by manually labeled LV mass (available in 5065 individuals), while the second (ML4Hseg) performed LV segmentation informed by InlineVF (version D13A) contours. +Within participants of the UK Biobank prospective cohort undergoing CMR, we trained 2 convolutional neural networks to estimate LV mass. The first (ML4Hreg) performed regression informed by manually labeled LV mass (available in 5065 individuals), while the second (ML4Hseg) performed LV segmentation informed by InlineVF (version D13A) contours. All models were optimized using the Adam variant of stochastic gradient descent with initial learning rate 1 × 10-3, exponential learning rate decay, and batch size of 4 on K80 graphical processing units. # ML4Hreg The first model was a 3D convolutional neural network regressor ML4Hreg trained with the manually annotated LV mass estimates provided by Petersen and colleagues to optimize the log cosh loss function, which behaves like L2 loss for small values and L1 loss for larger values: ![Lreg](Lreg.png) @@ -10,5 +10,4 @@ ML4Hseg, is a 3D semantic segmenter. To facilitate model development in the absence of hand-labeled segmentations, we trained with the InlineVF contours to minimize Lseg; the per-pixel cross-entropy between the label and the model’s prediction. ![LSeg.png](LSeg.png) -Here the batch size, N, was 4 from the total set of 33,071. Height, H, and width, W, are 256 voxels and there was a -maximum of 13 Z slices along the short axis. There is a channel for each of the 3 labels, which were one-hot encoded in the training data, InlineVF (IVF), and probabilistic values from the softmax layer of ML4Hseg. Segmentation architectures used U-Net-style long-range connections between early convolutional layers and deeper layers. Since not all CMR images used the same pixel dimensions, we built models to incorporate pixel size values with their fully connected layers before making predictions. \ No newline at end of file +Here the batch size, N, was 4 from the total set of 33,071. Height, H, and width, W, are 256 voxels and there was a maximum of 13 Z slices along the short axis. There is a channel for each of the 3 labels, which were one-hot encoded in the training data, InlineVF (IVF), and probabilistic values from the softmax layer of ML4Hseg. Segmentation architectures used U-Net-style long-range connections between early convolutional layers and deeper layers. Since not all CMR images used the same pixel dimensions, we built models to incorporate pixel size values with their fully connected layers before making predictions. \ No newline at end of file From 4207d3bac2ee7fd13dc74eb86e4fd14a7677a7f9 Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Fri, 29 Sep 2023 15:37:34 -0400 Subject: [PATCH 08/60] Added link to Model architectures, trained weights, and more metrics --- model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md index c9bd4e1a3..de33fc4bd 100644 --- a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md +++ b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md @@ -10,4 +10,6 @@ ML4Hseg, is a 3D semantic segmenter. To facilitate model development in the absence of hand-labeled segmentations, we trained with the InlineVF contours to minimize Lseg; the per-pixel cross-entropy between the label and the model’s prediction. ![LSeg.png](LSeg.png) -Here the batch size, N, was 4 from the total set of 33,071. Height, H, and width, W, are 256 voxels and there was a maximum of 13 Z slices along the short axis. There is a channel for each of the 3 labels, which were one-hot encoded in the training data, InlineVF (IVF), and probabilistic values from the softmax layer of ML4Hseg. Segmentation architectures used U-Net-style long-range connections between early convolutional layers and deeper layers. Since not all CMR images used the same pixel dimensions, we built models to incorporate pixel size values with their fully connected layers before making predictions. \ No newline at end of file +Here the batch size, N, was 4 from the total set of 33,071. Height, H, and width, W, are 256 voxels and there was a maximum of 13 Z slices along the short axis. There is a channel for each of the 3 labels, which were one-hot encoded in the training data, InlineVF (IVF), and probabilistic values from the softmax layer of ML4Hseg. Segmentation architectures used U-Net-style long-range connections between early convolutional layers and deeper layers. Since not all CMR images used the same pixel dimensions, we built models to incorporate pixel size values with their fully connected layers before making predictions. + +Model architectures, trained weights, and more metrics are available at https://github.com/broadinstitute/ml4h/tree/master/model_zoo/cardiac_mri_derived_left_ventricular_mass/. \ No newline at end of file From 67daa1c7f024a577ae06936bdd379ed8f34b935e Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Fri, 29 Sep 2023 15:41:08 -0400 Subject: [PATCH 09/60] Moved location of model architectures, and other useful data to the first paragraph. --- .../cardiac_mri_derived_left_ventricular_mass/README.md | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md index de33fc4bd..6bd14152a 100644 --- a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md +++ b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md @@ -1,5 +1,6 @@ # [Deep learning to estimate cardiac magnetic resonance–derived left ventricular mass](https://www.sciencedirect.com/science/article/pii/S2666693621000232?ref=pdf_download&fr=RR-2&rr=80df2c704c374cd4) -Within participants of the UK Biobank prospective cohort undergoing CMR, we trained 2 convolutional neural networks to estimate LV mass. The first (ML4Hreg) performed regression informed by manually labeled LV mass (available in 5065 individuals), while the second (ML4Hseg) performed LV segmentation informed by InlineVF (version D13A) contours. All models were optimized using the Adam variant of stochastic gradient descent with initial learning rate 1 × 10-3, exponential learning rate decay, and batch size of 4 on K80 graphical processing units. +Within participants of the UK Biobank prospective cohort undergoing CMR, we trained 2 convolutional neural networks to estimate LV mass. The first (ML4Hreg) performed regression informed by manually labeled LV mass (available in 5065 individuals), while the second (ML4Hseg) performed LV segmentation informed by InlineVF (version D13A) contours. All models were optimized using the Adam variant of stochastic gradient descent with initial learning rate 1 × 10-3, exponential learning rate decay, and batch size of 4 on K80 graphical processing units. +Model architectures, trained weights, and more metrics are available at https://github.com/broadinstitute/ml4h/tree/master/model_zoo/cardiac_mri_derived_left_ventricular_mass/. # ML4Hreg The first model was a 3D convolutional neural network regressor ML4Hreg trained with the manually annotated LV mass estimates provided by Petersen and colleagues to optimize the log cosh loss function, which behaves like L2 loss for small values and L1 loss for larger values: ![Lreg](Lreg.png) @@ -11,5 +12,3 @@ segmenter. To facilitate model development in the absence of hand-labeled segmen contours to minimize Lseg; the per-pixel cross-entropy between the label and the model’s prediction. ![LSeg.png](LSeg.png) Here the batch size, N, was 4 from the total set of 33,071. Height, H, and width, W, are 256 voxels and there was a maximum of 13 Z slices along the short axis. There is a channel for each of the 3 labels, which were one-hot encoded in the training data, InlineVF (IVF), and probabilistic values from the softmax layer of ML4Hseg. Segmentation architectures used U-Net-style long-range connections between early convolutional layers and deeper layers. Since not all CMR images used the same pixel dimensions, we built models to incorporate pixel size values with their fully connected layers before making predictions. - -Model architectures, trained weights, and more metrics are available at https://github.com/broadinstitute/ml4h/tree/master/model_zoo/cardiac_mri_derived_left_ventricular_mass/. \ No newline at end of file From 4422ce9f4908692eb8a1437c63e08cd4955b57ba Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Fri, 29 Sep 2023 15:44:26 -0400 Subject: [PATCH 10/60] Added image comparing the three models and their results. --- model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md index 6bd14152a..1c218e662 100644 --- a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md +++ b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md @@ -11,4 +11,5 @@ ML4Hseg, is a 3D semantic segmenter. To facilitate model development in the absence of hand-labeled segmentations, we trained with the InlineVF contours to minimize Lseg; the per-pixel cross-entropy between the label and the model’s prediction. ![LSeg.png](LSeg.png) -Here the batch size, N, was 4 from the total set of 33,071. Height, H, and width, W, are 256 voxels and there was a maximum of 13 Z slices along the short axis. There is a channel for each of the 3 labels, which were one-hot encoded in the training data, InlineVF (IVF), and probabilistic values from the softmax layer of ML4Hseg. Segmentation architectures used U-Net-style long-range connections between early convolutional layers and deeper layers. Since not all CMR images used the same pixel dimensions, we built models to incorporate pixel size values with their fully connected layers before making predictions. +Here the batch size, N, was 4 from the total set of 33,071. Height, H, and width, W, are 256 voxels and there was a maximum of 13 Z slices along the short axis. There is a channel for each of the 3 labels, which were one-hot encoded in the training data, InlineVF (IVF), and probabilistic values from the softmax layer of ML4Hseg. Segmentation architectures used U-Net-style long-range connections between early convolutional layers and deeper layers. Since not all CMR images used the same pixel dimensions, we built models to incorporate pixel size values with their fully connected layers before making predictions. +![Comparison of the three models](https://ars.els-cdn.com/content/image/1-s2.0-S2666693621000232-gr1.jpg) From 7c10e664ff63e920e924f1b7baea7bf61d77ca16 Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Fri, 29 Sep 2023 16:17:41 -0400 Subject: [PATCH 11/60] Added Results Section with images from the study. --- .../README.md | 10 +++++++++- 1 file changed, 9 insertions(+), 1 deletion(-) diff --git a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md index 1c218e662..1d5e34c5c 100644 --- a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md +++ b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md @@ -12,4 +12,12 @@ segmenter. To facilitate model development in the absence of hand-labeled segmen contours to minimize Lseg; the per-pixel cross-entropy between the label and the model’s prediction. ![LSeg.png](LSeg.png) Here the batch size, N, was 4 from the total set of 33,071. Height, H, and width, W, are 256 voxels and there was a maximum of 13 Z slices along the short axis. There is a channel for each of the 3 labels, which were one-hot encoded in the training data, InlineVF (IVF), and probabilistic values from the softmax layer of ML4Hseg. Segmentation architectures used U-Net-style long-range connections between early convolutional layers and deeper layers. Since not all CMR images used the same pixel dimensions, we built models to incorporate pixel size values with their fully connected layers before making predictions. -![Comparison of the three models](https://ars.els-cdn.com/content/image/1-s2.0-S2666693621000232-gr1.jpg) +# Results +We then compared the accuracy of both deep learning approaches to LV mass obtained using InlineVF within an independent holdout set using manually labeled LV mass as the gold standard. +![Overview of left ventricular (LV) mass algorithms. Depicted is an overview of the 3 approaches to cardiac magnetic resonance–derived LV mass estimation compared in the current study. The top model utilizes deep learning–based regression trained by manually labeled LV mass.](https://ars.els-cdn.com/content/image/1-s2.0-S2666693621000232-gr1.jpg) + +Within 33,071 individuals who underwent CMR, we trained models to derive CMR-based LV mass using deep learning regression (ML4Hreg) and segmentation (ML4Hseg). +![Distributions of cardiac magnetic resonance (CMR)-derived left ventricular (LV) mass obtained using each estimation method. Depicted are density plots showing the distribution of CMR-derived LV mass (x-axis) using mean-centered InlineVF (left panel), the deep learning regression model (middle panel), and the deep learning segmentation model (right panel). Results are shown for the full sample with available CMR imaging](https://ars.els-cdn.com/content/image/1-s2.0-S2666693621000232-gr2.jpg) + +In an independent holdout set of 891 individuals with manually labeled LV mass estimates available, ML4Hseg had favorable correlation with manually labeled LV mass (r = 0.864, 95% confidence interval 0.847–0.880; MAE 10.41 g, 95% CI 9.82–10.99) as compared to ML4Hreg (r = 0.843, 95% confidence interval 0.823–0.861; MAE 10.51, 95% CI 9.86–11.15, P = .01) and centered InlineVF (r = 0.795, 95% confidence interval 0.770–0.818; MAE 14.30, 95% CI 13.46–11.01, P < .01) +![Correlation between manually labeled left ventricular (LV) mass and derived left ventricular mass estimated using each model. Depicted are plots illustrating the correlation between manually labeled LV mass (y-axis) and cardiac magnetic resonance–derived LV mass using InlineVF (left panel), deep learning regression (middle panel), and deep learning segmentation (right panel). Results are shown among individuals within the test set independent of model training. Estimates for InlineVF and the segmentation model are displayed after centering the distribution upon the observed sex-stratified mean manually labeled LV mass.](https://ars.els-cdn.com/content/image/1-s2.0-S2666693621000232-gr3.jpg) \ No newline at end of file From ce09733b723215979fa59b542c9227094d77b52d Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Fri, 29 Sep 2023 16:31:37 -0400 Subject: [PATCH 12/60] Removed the word "then". I wasn't sure if it made sense in the README. --- model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md index 1d5e34c5c..e83d08293 100644 --- a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md +++ b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md @@ -13,7 +13,7 @@ contours to minimize Lseg; the per-pixel cross-entropy between the label and the Here the batch size, N, was 4 from the total set of 33,071. Height, H, and width, W, are 256 voxels and there was a maximum of 13 Z slices along the short axis. There is a channel for each of the 3 labels, which were one-hot encoded in the training data, InlineVF (IVF), and probabilistic values from the softmax layer of ML4Hseg. Segmentation architectures used U-Net-style long-range connections between early convolutional layers and deeper layers. Since not all CMR images used the same pixel dimensions, we built models to incorporate pixel size values with their fully connected layers before making predictions. # Results -We then compared the accuracy of both deep learning approaches to LV mass obtained using InlineVF within an independent holdout set using manually labeled LV mass as the gold standard. +We compared the accuracy of both deep learning approaches to LV mass obtained using InlineVF within an independent holdout set using manually labeled LV mass as the gold standard. ![Overview of left ventricular (LV) mass algorithms. Depicted is an overview of the 3 approaches to cardiac magnetic resonance–derived LV mass estimation compared in the current study. The top model utilizes deep learning–based regression trained by manually labeled LV mass.](https://ars.els-cdn.com/content/image/1-s2.0-S2666693621000232-gr1.jpg) Within 33,071 individuals who underwent CMR, we trained models to derive CMR-based LV mass using deep learning regression (ML4Hreg) and segmentation (ML4Hseg). From 903f37389bfaf2040605756d2082ea71986a0a0f Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Tue, 3 Oct 2023 12:19:15 -0400 Subject: [PATCH 13/60] Changed title of liver fat model into link. "Machine learning enables new insights into clinical significance of and genetic contributions to liver fat accumulation" to be exact. I believe I have found the specific paper about this model. --- model_zoo/liver_fat_from_mri_ukb/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/model_zoo/liver_fat_from_mri_ukb/README.md b/model_zoo/liver_fat_from_mri_ukb/README.md index 62fdb8e8a..8a6e13270 100644 --- a/model_zoo/liver_fat_from_mri_ukb/README.md +++ b/model_zoo/liver_fat_from_mri_ukb/README.md @@ -1,4 +1,4 @@ -# Machine learning enables new insights into clinical significance of and genetic contributions to liver fat accumulation +# [Machine learning enables new insights into clinical significance of and genetic contributions to liver fat accumulation](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8699145/) Here we host two models for estimating liver fat from abdominal MRI. The liver fat percentage training data is from the returned liver fat values in the [UK Biobank field ID 22402](https://biobank.ctsu.ox.ac.uk/crystal/field.cgi?id=22402). These values were only calculated for the echo protocol, so to infer liver fat from the ideal protocl we used a teacher/student modeling approach. From df597e3a6dfa04e022ba7da83aef65449a63b568 Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Tue, 3 Oct 2023 12:27:14 -0400 Subject: [PATCH 14/60] Added link to paper in the README of "Deep Learning to Predict Cardiac Magnetic Resonance-Derived Left Ventricular Mass and Hypertrophy from 12-Lead Electrocardiograms" The paper links directly back the ML4H Github. --- .../README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md b/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md index 2169a8a67..cdea80e65 100644 --- a/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md +++ b/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md @@ -1,4 +1,4 @@ -# Deep Learning to Predict Cardiac Magnetic Resonance-Derived Left Ventricular Mass and Hypertrophy from 12-Lead Electrocardiograms +# [Deep Learning to Predict Cardiac Magnetic Resonance-Derived Left Ventricular Mass and Hypertrophy from 12-Lead Electrocardiograms](https://www.ahajournals.org/doi/10.1161/CIRCIMAGING.120.012281?url_ver=Z39.88-2003&rfr_id=ori:rid:crossref.org&rfr_dat=cr_pub%20%200pubmed) Three pre-trained models are included here. The model `ecg_rest_raw_age_sex_bmi_lvm_asymmetric_loss.h5` takes as input a 12 Lead resting ECG, as well as age, sex and BMI and has two outputs: one which regresses the left ventricular mass, and a second which gives a probability of left ventricular hypertrophy. This model was trained with the asymmetric loss described in the paper. The model `ecg_rest_raw_lvm_asymmetric_loss.h5` takes only an ECG as input and regresses left ventricular mass, this model was also trained with the asymmetric loss. The third model, `ecg_rest_raw_lvm_symmetric_loss.h5` takes only an ECG as input and regresses left ventricular mass, this model was trained with the symmetric logcosh loss. The raw voltage values from the ECG are normalized by dividing by 2000 prior to being input to the model. \ No newline at end of file From a768e90772a93fc345378394cffa6f78bb9ee0f0 Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Tue, 3 Oct 2023 12:59:50 -0400 Subject: [PATCH 15/60] Made the title of "Estimating body fat distribution from silhouette images" a link to the article describing the model. --- model_zoo/silhouette_mri/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/model_zoo/silhouette_mri/README.md b/model_zoo/silhouette_mri/README.md index 1763e3c44..faef77c81 100644 --- a/model_zoo/silhouette_mri/README.md +++ b/model_zoo/silhouette_mri/README.md @@ -1,4 +1,4 @@ -# Estimating body fat distribution from silhouette images +# [Estimating body fat distribution from silhouette images](Silhouette images enable estimation of body fat distribution and associated cardiometabolic risk) ## Description From 6cf664f8fc82eac121d3ad7d19cef09907ed8668 Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Tue, 3 Oct 2023 14:06:34 -0400 Subject: [PATCH 16/60] Fixed link in README of "Estimating body fat distribution from silhouette images" --- model_zoo/silhouette_mri/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/model_zoo/silhouette_mri/README.md b/model_zoo/silhouette_mri/README.md index faef77c81..21c37ae5d 100644 --- a/model_zoo/silhouette_mri/README.md +++ b/model_zoo/silhouette_mri/README.md @@ -1,4 +1,4 @@ -# [Estimating body fat distribution from silhouette images](Silhouette images enable estimation of body fat distribution and associated cardiometabolic risk) +# [Estimating body fat distribution from silhouette images](https://www.nature.com/articles/s41746-022-00654-1) ## Description From d3e070ab661a957ddd87f65c46d39673ed2a98fc Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Tue, 3 Oct 2023 17:12:31 -0400 Subject: [PATCH 17/60] Made the citation in the README of mi_feature_selection link to the paper on this model. The heading of this README was not close to the title of the paper. So I decided to put the link in the citation instead. --- model_zoo/mi_feature_selection/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/model_zoo/mi_feature_selection/README.md b/model_zoo/mi_feature_selection/README.md index 106496bb8..9248225e4 100644 --- a/model_zoo/mi_feature_selection/README.md +++ b/model_zoo/mi_feature_selection/README.md @@ -44,5 +44,5 @@ xxx = pickle.load(open('models/coxnet_survival_05_final.pickle', 'rb')) ### Citation -**Selection of 51 predictors from 13,782 candidate multimodal features using machine learning improves coronary artery disease prediction**, Saaket Agrawal, BS*, Marcus D. R. Klarqvist, PhD, MSc, MSc*, Connor Emdin, DPhil, MD, Aniruddh P. Patel, MD, Manish D. Paranjpe, BA, Patrick T. Ellinor, MD, PhD, Anthony Philippakis, MD, PhD, Kenney Ng, PhD, Puneet Batra, PhD, Amit V. Khera, MD, MSc +**[Selection of 51 predictors from 13,782 candidate multimodal features using machine learning improves coronary artery disease prediction](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8672148/)**, Saaket Agrawal, BS*, Marcus D. R. Klarqvist, PhD, MSc, MSc*, Connor Emdin, DPhil, MD, Aniruddh P. Patel, MD, Manish D. Paranjpe, BA, Patrick T. Ellinor, MD, PhD, Anthony Philippakis, MD, PhD, Kenney Ng, PhD, Puneet Batra, PhD, Amit V. Khera, MD, MSc From de2e4db9fc415affdfcac9ea9aef514b2c36c7f0 Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Tue, 3 Oct 2023 17:22:13 -0400 Subject: [PATCH 18/60] Made the link in the README of silhouette_IRL go to the article cited. I may have had it link to a very similar article from the same authors. --- model_zoo/silhouette_mri/README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/model_zoo/silhouette_mri/README.md b/model_zoo/silhouette_mri/README.md index 21c37ae5d..6e3f1c454 100644 --- a/model_zoo/silhouette_mri/README.md +++ b/model_zoo/silhouette_mri/README.md @@ -1,4 +1,4 @@ -# [Estimating body fat distribution from silhouette images](https://www.nature.com/articles/s41746-022-00654-1) +# [Estimating body fat distribution from silhouette images](https://www.medrxiv.org/content/10.1101/2022.01.14.22269328v2) ## Description @@ -17,4 +17,4 @@ Several files are provided: ### Citation -**Estimating body fat distribution - a driver of cardiometabolic health - from silhouette images**, Marcus D. R. Klarqvist, PhD*, Saaket Agrawal, BS*, Nathaniel Diamant, BS, Patrick T. Ellinor, MD, PhD, Anthony Philippakis, MD, PhD, Kenney Ng, PhD, Puneet Batra, PhD, Amit V. Khera, MD +**[Estimating body fat distribution - a driver of cardiometabolic health - from silhouette images](https://www.medrxiv.org/content/10.1101/2022.01.14.22269328v2)**, Marcus D. R. Klarqvist, PhD*, Saaket Agrawal, BS*, Nathaniel Diamant, BS, Patrick T. Ellinor, MD, PhD, Anthony Philippakis, MD, PhD, Kenney Ng, PhD, Puneet Batra, PhD, Amit V. Khera, MD From 8a4114530110739d41e8fe097f1e6f59c67be1bc Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Tue, 3 Oct 2023 17:29:39 -0400 Subject: [PATCH 19/60] Changed the link in the liver_fat_from_mri_ubk README to the correct article. I can't tell if the names of the same article are different, or they're two different but very similar articles. --- model_zoo/liver_fat_from_mri_ukb/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/model_zoo/liver_fat_from_mri_ukb/README.md b/model_zoo/liver_fat_from_mri_ukb/README.md index 8a6e13270..7ed67adf3 100644 --- a/model_zoo/liver_fat_from_mri_ukb/README.md +++ b/model_zoo/liver_fat_from_mri_ukb/README.md @@ -1,4 +1,4 @@ -# [Machine learning enables new insights into clinical significance of and genetic contributions to liver fat accumulation](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8699145/) +# [Machine learning enables new insights into clinical significance of and genetic contributions to liver fat accumulation](https://www.medrxiv.org/content/10.1101/2020.09.03.20187195v1) Here we host two models for estimating liver fat from abdominal MRI. The liver fat percentage training data is from the returned liver fat values in the [UK Biobank field ID 22402](https://biobank.ctsu.ox.ac.uk/crystal/field.cgi?id=22402). These values were only calculated for the echo protocol, so to infer liver fat from the ideal protocl we used a teacher/student modeling approach. From 5c02e4f06a5ab4d93507c31128ff2aaa67c15c45 Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Tue, 3 Oct 2023 19:57:20 -0400 Subject: [PATCH 20/60] Did some minor edits in the README of left_ventricular_mass_from_ecg_student_and_mri_teacher. Moved description of each model to their own line for easier reading. Also changed some commas to periods. Also made the sentence "Three pre-trained models are included here" end in a colon. --- .../README.md | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md b/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md index cdea80e65..b23ea045b 100644 --- a/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md +++ b/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md @@ -1,4 +1,5 @@ # [Deep Learning to Predict Cardiac Magnetic Resonance-Derived Left Ventricular Mass and Hypertrophy from 12-Lead Electrocardiograms](https://www.ahajournals.org/doi/10.1161/CIRCIMAGING.120.012281?url_ver=Z39.88-2003&rfr_id=ori:rid:crossref.org&rfr_dat=cr_pub%20%200pubmed) -Three pre-trained models are included here. The model `ecg_rest_raw_age_sex_bmi_lvm_asymmetric_loss.h5` takes as input a 12 Lead resting ECG, as well as age, sex and BMI and has two outputs: one which regresses the left ventricular mass, and a second which gives a probability of left ventricular hypertrophy. -This model was trained with the asymmetric loss described in the paper. The model `ecg_rest_raw_lvm_asymmetric_loss.h5` takes only an ECG as input and regresses left ventricular mass, this model was also trained with the asymmetric loss. -The third model, `ecg_rest_raw_lvm_symmetric_loss.h5` takes only an ECG as input and regresses left ventricular mass, this model was trained with the symmetric logcosh loss. The raw voltage values from the ECG are normalized by dividing by 2000 prior to being input to the model. \ No newline at end of file +Three pre-trained models are included here: +The model `ecg_rest_raw_age_sex_bmi_lvm_asymmetric_loss.h5` takes as input a 12 Lead resting ECG, as well as age, sex and BMI and has two outputs: one which regresses the left ventricular mass, and a second which gives a probability of left ventricular hypertrophy. This model was trained with the asymmetric loss described in the paper. +The model `ecg_rest_raw_lvm_asymmetric_loss.h5` takes only an ECG as input and regresses left ventricular mass. This model was also trained with the asymmetric loss. +The third model, `ecg_rest_raw_lvm_symmetric_loss.h5` takes only an ECG as input and regresses left ventricular mass. This model was trained with the symmetric logcosh loss. The raw voltage values from the ECG are normalized by dividing by 2000 prior to being input to the model. \ No newline at end of file From ed37d9e4b5296a540c6e7bce88425ef5d26ff7fd Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Tue, 3 Oct 2023 20:00:18 -0400 Subject: [PATCH 21/60] Did minor edits on the README of model_zoo/cardiac_mri_derived_left_ventricular_mass Put some sentences on the same line, changed the tense to present tense in the 4th line, and removed the line from the original paper pointing the reader back to this Github. --- .../cardiac_mri_derived_left_ventricular_mass/README.md | 8 +++----- 1 file changed, 3 insertions(+), 5 deletions(-) diff --git a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md index e83d08293..372082351 100644 --- a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md +++ b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md @@ -1,15 +1,13 @@ # [Deep learning to estimate cardiac magnetic resonance–derived left ventricular mass](https://www.sciencedirect.com/science/article/pii/S2666693621000232?ref=pdf_download&fr=RR-2&rr=80df2c704c374cd4) Within participants of the UK Biobank prospective cohort undergoing CMR, we trained 2 convolutional neural networks to estimate LV mass. The first (ML4Hreg) performed regression informed by manually labeled LV mass (available in 5065 individuals), while the second (ML4Hseg) performed LV segmentation informed by InlineVF (version D13A) contours. All models were optimized using the Adam variant of stochastic gradient descent with initial learning rate 1 × 10-3, exponential learning rate decay, and batch size of 4 on K80 graphical processing units. -Model architectures, trained weights, and more metrics are available at https://github.com/broadinstitute/ml4h/tree/master/model_zoo/cardiac_mri_derived_left_ventricular_mass/. # ML4Hreg -The first model was a 3D convolutional neural network regressor ML4Hreg trained with the manually annotated LV mass estimates provided by Petersen and colleagues to optimize the log cosh loss function, which behaves like L2 loss for small values and L1 loss for larger values: +The first model is a 3D convolutional neural network regressor ML4Hreg trained with the manually annotated LV mass estimates provided by Petersen and colleagues to optimize the log cosh loss function, which behaves like L2 loss for small values and L1 loss for larger values: ![Lreg](Lreg.png) -Here batch size, N, is 4 random samples from the training set of 3178 after excluding testing and validation samples from the total 5065 CMR images with LV mass values included in P. +Here batch size, N, was 4 random samples from the training set of 3178 after excluding testing and validation samples from the total 5065 CMR images with LV mass values included in P. # ML4Hseg ML4Hseg, is a 3D semantic -segmenter. To facilitate model development in the absence of hand-labeled segmentations, we trained with the InlineVF -contours to minimize Lseg; the per-pixel cross-entropy between the label and the model’s prediction. ![LSeg.png](LSeg.png) +segmenter. To facilitate model development in the absence of hand-labeled segmentations, we trained with the InlineVF contours to minimize Lseg; the per-pixel cross-entropy between the label and the model’s prediction. ![LSeg.png](LSeg.png) Here the batch size, N, was 4 from the total set of 33,071. Height, H, and width, W, are 256 voxels and there was a maximum of 13 Z slices along the short axis. There is a channel for each of the 3 labels, which were one-hot encoded in the training data, InlineVF (IVF), and probabilistic values from the softmax layer of ML4Hseg. Segmentation architectures used U-Net-style long-range connections between early convolutional layers and deeper layers. Since not all CMR images used the same pixel dimensions, we built models to incorporate pixel size values with their fully connected layers before making predictions. # Results From da0c1de833a17234b389a5702dfc33cdacddefa4 Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Tue, 3 Oct 2023 20:23:08 -0400 Subject: [PATCH 22/60] Added some info on the LVM-AI model. --- .../README.md | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md b/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md index b23ea045b..fa813057a 100644 --- a/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md +++ b/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md @@ -1,4 +1,13 @@ # [Deep Learning to Predict Cardiac Magnetic Resonance-Derived Left Ventricular Mass and Hypertrophy from 12-Lead Electrocardiograms](https://www.ahajournals.org/doi/10.1161/CIRCIMAGING.120.012281?url_ver=Z39.88-2003&rfr_id=ori:rid:crossref.org&rfr_dat=cr_pub%20%200pubmed) + +# LVM-AI +Left Ventricular Mass-Artificial Intelligence (LVM-AI) is a one-dimensional convolutional neural network trained to predict CMR-derived LV mass using 12-lead ECGs. LVM-AI was trained within 32239 individuals from the UK Biobank with paired CMR and 12-lead ECG. It was provided with the entire 10 seconds of the 12-lead ECG waveform as well as participant age, sex, and BMI. +LVM-AI was evaluated in a UK Biobank test set as well as an external health care–based Mass General Brigham (MGB) dataset. In both test sets, LVM-AI was compared to with traditional ECG-based rules for diagnosing CMR-derived left ventricular hypertrophy. Associations between LVM-AI predicted LV mass index and incident cardiovascular events were tested in the UK Biobank and a separate MGB-based ambulatory cohort (MGB outcomes) +![Overview of the training and test samples](https://www.ahajournals.org/cms/asset/b51a0074-96da-4929-bb33-58ab25bf7303/circimaging.120.012281.fig02.jpg) +When compared with any ECG rule, LVM-AI demonstrated similar LVH discrimination in the UK Biobank (LVM-AI c-statistic 0.653 [95% CI, 0.608 -0.698] versus any ECG rule c-statistic 0.618 [95% CI, 0.574 -0.663], P=0.11) and superior discrimination in MGB (0.621; 95% CI, 0.592 -0.649 versus 0.588; 95% CI, 0.564 -0.611, P=0.02). + + +# Models Three pre-trained models are included here: The model `ecg_rest_raw_age_sex_bmi_lvm_asymmetric_loss.h5` takes as input a 12 Lead resting ECG, as well as age, sex and BMI and has two outputs: one which regresses the left ventricular mass, and a second which gives a probability of left ventricular hypertrophy. This model was trained with the asymmetric loss described in the paper. The model `ecg_rest_raw_lvm_asymmetric_loss.h5` takes only an ECG as input and regresses left ventricular mass. This model was also trained with the asymmetric loss. From de995a8f7acb14af934a9531f59ef8abe4399dc0 Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Tue, 3 Oct 2023 20:25:53 -0400 Subject: [PATCH 23/60] Changed the image link in Left_Ventricular_Mass.... It was not working right before. --- .../README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md b/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md index fa813057a..48ddf706b 100644 --- a/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md +++ b/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md @@ -3,7 +3,7 @@ # LVM-AI Left Ventricular Mass-Artificial Intelligence (LVM-AI) is a one-dimensional convolutional neural network trained to predict CMR-derived LV mass using 12-lead ECGs. LVM-AI was trained within 32239 individuals from the UK Biobank with paired CMR and 12-lead ECG. It was provided with the entire 10 seconds of the 12-lead ECG waveform as well as participant age, sex, and BMI. LVM-AI was evaluated in a UK Biobank test set as well as an external health care–based Mass General Brigham (MGB) dataset. In both test sets, LVM-AI was compared to with traditional ECG-based rules for diagnosing CMR-derived left ventricular hypertrophy. Associations between LVM-AI predicted LV mass index and incident cardiovascular events were tested in the UK Biobank and a separate MGB-based ambulatory cohort (MGB outcomes) -![Overview of the training and test samples](https://www.ahajournals.org/cms/asset/b51a0074-96da-4929-bb33-58ab25bf7303/circimaging.120.012281.fig02.jpg) +![Overview of the training and test samples](https://www.ahajournals.org/doi/10.1161/CIRCIMAGING.120.012281?url_ver=Z39.88-2003&rfr_id=ori:rid:crossref.org&rfr_dat=cr_pub%20%200pubmed) When compared with any ECG rule, LVM-AI demonstrated similar LVH discrimination in the UK Biobank (LVM-AI c-statistic 0.653 [95% CI, 0.608 -0.698] versus any ECG rule c-statistic 0.618 [95% CI, 0.574 -0.663], P=0.11) and superior discrimination in MGB (0.621; 95% CI, 0.592 -0.649 versus 0.588; 95% CI, 0.564 -0.611, P=0.02). From 5b86c1288689ab0af743eca07f4046d4058c532a Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Tue, 3 Oct 2023 20:28:13 -0400 Subject: [PATCH 24/60] Added image file depicting the training and Test Sets of LVM-AI. Had the image in the README link directly to the added local file. --- .../README.md | 2 +- .../TrainingAndTestSets.jpg | Bin 0 -> 175820 bytes 2 files changed, 1 insertion(+), 1 deletion(-) create mode 100644 model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/TrainingAndTestSets.jpg diff --git a/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md b/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md index 48ddf706b..f3fde384f 100644 --- a/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md +++ b/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md @@ -3,7 +3,7 @@ # LVM-AI Left Ventricular Mass-Artificial Intelligence (LVM-AI) is a one-dimensional convolutional neural network trained to predict CMR-derived LV mass using 12-lead ECGs. LVM-AI was trained within 32239 individuals from the UK Biobank with paired CMR and 12-lead ECG. It was provided with the entire 10 seconds of the 12-lead ECG waveform as well as participant age, sex, and BMI. LVM-AI was evaluated in a UK Biobank test set as well as an external health care–based Mass General Brigham (MGB) dataset. In both test sets, LVM-AI was compared to with traditional ECG-based rules for diagnosing CMR-derived left ventricular hypertrophy. Associations between LVM-AI predicted LV mass index and incident cardiovascular events were tested in the UK Biobank and a separate MGB-based ambulatory cohort (MGB outcomes) -![Overview of the training and test samples](https://www.ahajournals.org/doi/10.1161/CIRCIMAGING.120.012281?url_ver=Z39.88-2003&rfr_id=ori:rid:crossref.org&rfr_dat=cr_pub%20%200pubmed) +![Overview of the training and test samples](TrainingAndTestSets.jpg) When compared with any ECG rule, LVM-AI demonstrated similar LVH discrimination in the UK Biobank (LVM-AI c-statistic 0.653 [95% CI, 0.608 -0.698] versus any ECG rule c-statistic 0.618 [95% CI, 0.574 -0.663], P=0.11) and superior discrimination in MGB (0.621; 95% CI, 0.592 -0.649 versus 0.588; 95% CI, 0.564 -0.611, P=0.02). diff --git a/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/TrainingAndTestSets.jpg b/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/TrainingAndTestSets.jpg new file mode 100644 index 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zI8OvIf_JzhGI;`00XM&M>^8=O1&zH|ytt3|=O_NmIH5o;QjF+nSHYIgeSS_V#XT^wqIMVzb8>IhcM-^GW^fIt} zyNL9i&;P$S%>VaqT)ac$DR=gtEo{_a-8iP-GSOb?oS(9WtMe|uQO9}UhMUss?S}_+B)WTod5Gl uk16x3G5KjvnXT_9N`RZ7I=c@b%kX``echy-pByU`j#Qn0t@$4Q9Qi-NN(;jP literal 0 HcmV?d00001 From ee118a31aa1b04a677e9de66f9960ede843f8eaf Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Tue, 3 Oct 2023 20:30:09 -0400 Subject: [PATCH 25/60] Attempted to decrease the size of the image in left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md --- .../README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md b/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md index f3fde384f..1efda8195 100644 --- a/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md +++ b/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md @@ -3,7 +3,7 @@ # LVM-AI Left Ventricular Mass-Artificial Intelligence (LVM-AI) is a one-dimensional convolutional neural network trained to predict CMR-derived LV mass using 12-lead ECGs. LVM-AI was trained within 32239 individuals from the UK Biobank with paired CMR and 12-lead ECG. It was provided with the entire 10 seconds of the 12-lead ECG waveform as well as participant age, sex, and BMI. LVM-AI was evaluated in a UK Biobank test set as well as an external health care–based Mass General Brigham (MGB) dataset. In both test sets, LVM-AI was compared to with traditional ECG-based rules for diagnosing CMR-derived left ventricular hypertrophy. Associations between LVM-AI predicted LV mass index and incident cardiovascular events were tested in the UK Biobank and a separate MGB-based ambulatory cohort (MGB outcomes) -![Overview of the training and test samples](TrainingAndTestSets.jpg) +Overview of Training And Test Sets When compared with any ECG rule, LVM-AI demonstrated similar LVH discrimination in the UK Biobank (LVM-AI c-statistic 0.653 [95% CI, 0.608 -0.698] versus any ECG rule c-statistic 0.618 [95% CI, 0.574 -0.663], P=0.11) and superior discrimination in MGB (0.621; 95% CI, 0.592 -0.649 versus 0.588; 95% CI, 0.564 -0.611, P=0.02). From 987dbc491f2c4710e75aafa734a3d820ca34adc3 Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Tue, 3 Oct 2023 20:30:46 -0400 Subject: [PATCH 26/60] Undid previous changes. --- .../README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md b/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md index 1efda8195..f3fde384f 100644 --- a/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md +++ b/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md @@ -3,7 +3,7 @@ # LVM-AI Left Ventricular Mass-Artificial Intelligence (LVM-AI) is a one-dimensional convolutional neural network trained to predict CMR-derived LV mass using 12-lead ECGs. LVM-AI was trained within 32239 individuals from the UK Biobank with paired CMR and 12-lead ECG. It was provided with the entire 10 seconds of the 12-lead ECG waveform as well as participant age, sex, and BMI. LVM-AI was evaluated in a UK Biobank test set as well as an external health care–based Mass General Brigham (MGB) dataset. In both test sets, LVM-AI was compared to with traditional ECG-based rules for diagnosing CMR-derived left ventricular hypertrophy. Associations between LVM-AI predicted LV mass index and incident cardiovascular events were tested in the UK Biobank and a separate MGB-based ambulatory cohort (MGB outcomes) -Overview of Training And Test Sets +![Overview of the training and test samples](TrainingAndTestSets.jpg) When compared with any ECG rule, LVM-AI demonstrated similar LVH discrimination in the UK Biobank (LVM-AI c-statistic 0.653 [95% CI, 0.608 -0.698] versus any ECG rule c-statistic 0.618 [95% CI, 0.574 -0.663], P=0.11) and superior discrimination in MGB (0.621; 95% CI, 0.592 -0.649 versus 0.588; 95% CI, 0.564 -0.611, P=0.02). From 81104fcaf1ef52b7655b8bf90baa9ce6b820ff9f Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Tue, 3 Oct 2023 20:36:49 -0400 Subject: [PATCH 27/60] Updated readme to not use "we" as it does in the report. Also trimmed down the alt text of the images. (cardiac_mri_derived_left_ventricular_mass/README.md) Please correct me if "the models were trained with the InlineVF contours" and "we trained with the InlineVF" are not equivalent statements. --- .../README.md | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md index 372082351..423d6ef0f 100644 --- a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md +++ b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md @@ -1,5 +1,5 @@ # [Deep learning to estimate cardiac magnetic resonance–derived left ventricular mass](https://www.sciencedirect.com/science/article/pii/S2666693621000232?ref=pdf_download&fr=RR-2&rr=80df2c704c374cd4) -Within participants of the UK Biobank prospective cohort undergoing CMR, we trained 2 convolutional neural networks to estimate LV mass. The first (ML4Hreg) performed regression informed by manually labeled LV mass (available in 5065 individuals), while the second (ML4Hseg) performed LV segmentation informed by InlineVF (version D13A) contours. All models were optimized using the Adam variant of stochastic gradient descent with initial learning rate 1 × 10-3, exponential learning rate decay, and batch size of 4 on K80 graphical processing units. +Within participants of the UK Biobank prospective cohort undergoing CMR, 2 convolutional neural networks were trained to estimate LV mass. The first (ML4Hreg) performed regression informed by manually labeled LV mass (available in 5065 individuals), while the second (ML4Hseg) performed LV segmentation informed by InlineVF (version D13A) contours. All models were optimized using the Adam variant of stochastic gradient descent with initial learning rate 1 × 10-3, exponential learning rate decay, and batch size of 4 on K80 graphical processing units. # ML4Hreg The first model is a 3D convolutional neural network regressor ML4Hreg trained with the manually annotated LV mass estimates provided by Petersen and colleagues to optimize the log cosh loss function, which behaves like L2 loss for small values and L1 loss for larger values: ![Lreg](Lreg.png) @@ -7,15 +7,15 @@ The first model is a 3D convolutional neural network regressor ML4Hregseg ML4Hseg, is a 3D semantic -segmenter. To facilitate model development in the absence of hand-labeled segmentations, we trained with the InlineVF contours to minimize Lseg; the per-pixel cross-entropy between the label and the model’s prediction. ![LSeg.png](LSeg.png) +segmenter. To facilitate model development in the absence of hand-labeled segmentations, we trained with the InlineVF contours to minimize Lseg; the per-pixel cross-entropy between the label and the model’s prediction. ![LSeg](LSeg.png) -Here the batch size, N, was 4 from the total set of 33,071. Height, H, and width, W, are 256 voxels and there was a maximum of 13 Z slices along the short axis. There is a channel for each of the 3 labels, which were one-hot encoded in the training data, InlineVF (IVF), and probabilistic values from the softmax layer of ML4Hseg. Segmentation architectures used U-Net-style long-range connections between early convolutional layers and deeper layers. Since not all CMR images used the same pixel dimensions, we built models to incorporate pixel size values with their fully connected layers before making predictions. +Here the batch size, N, was 4 from the total set of 33,071. Height, H, and width, W, are 256 voxels and there was a maximum of 13 Z slices along the short axis. There is a channel for each of the 3 labels, which were one-hot encoded in the training data, InlineVF (IVF), and probabilistic values from the softmax layer of ML4Hseg. Segmentation architectures used U-Net-style long-range connections between early convolutional layers and deeper layers. Since not all CMR images used the same pixel dimensions, models were built to incorporate pixel size values with their fully connected layers before making predictions. # Results We compared the accuracy of both deep learning approaches to LV mass obtained using InlineVF within an independent holdout set using manually labeled LV mass as the gold standard. -![Overview of left ventricular (LV) mass algorithms. Depicted is an overview of the 3 approaches to cardiac magnetic resonance–derived LV mass estimation compared in the current study. The top model utilizes deep learning–based regression trained by manually labeled LV mass.](https://ars.els-cdn.com/content/image/1-s2.0-S2666693621000232-gr1.jpg) +![Overview of left ventricular (LV) mass algorithms.](https://ars.els-cdn.com/content/image/1-s2.0-S2666693621000232-gr1.jpg) Within 33,071 individuals who underwent CMR, we trained models to derive CMR-based LV mass using deep learning regression (ML4Hreg) and segmentation (ML4Hseg). -![Distributions of cardiac magnetic resonance (CMR)-derived left ventricular (LV) mass obtained using each estimation method. Depicted are density plots showing the distribution of CMR-derived LV mass (x-axis) using mean-centered InlineVF (left panel), the deep learning regression model (middle panel), and the deep learning segmentation model (right panel). Results are shown for the full sample with available CMR imaging](https://ars.els-cdn.com/content/image/1-s2.0-S2666693621000232-gr2.jpg) +![Distributions of cardiac magnetic resonance (CMR)-derived left ventricular (LV) mass obtained using each estimation method.](https://ars.els-cdn.com/content/image/1-s2.0-S2666693621000232-gr2.jpg) In an independent holdout set of 891 individuals with manually labeled LV mass estimates available, ML4Hseg had favorable correlation with manually labeled LV mass (r = 0.864, 95% confidence interval 0.847–0.880; MAE 10.41 g, 95% CI 9.82–10.99) as compared to ML4Hreg (r = 0.843, 95% confidence interval 0.823–0.861; MAE 10.51, 95% CI 9.86–11.15, P = .01) and centered InlineVF (r = 0.795, 95% confidence interval 0.770–0.818; MAE 14.30, 95% CI 13.46–11.01, P < .01) -![Correlation between manually labeled left ventricular (LV) mass and derived left ventricular mass estimated using each model. Depicted are plots illustrating the correlation between manually labeled LV mass (y-axis) and cardiac magnetic resonance–derived LV mass using InlineVF (left panel), deep learning regression (middle panel), and deep learning segmentation (right panel). Results are shown among individuals within the test set independent of model training. Estimates for InlineVF and the segmentation model are displayed after centering the distribution upon the observed sex-stratified mean manually labeled LV mass.](https://ars.els-cdn.com/content/image/1-s2.0-S2666693621000232-gr3.jpg) \ No newline at end of file +![Correlation between manually labeled left ventricular (LV) mass and derived left ventricular mass estimated using each model. ](https://ars.els-cdn.com/content/image/1-s2.0-S2666693621000232-gr3.jpg) \ No newline at end of file From 7d4c953b7a2f5502e28e2e1b77faba55c4683465 Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Tue, 3 Oct 2023 20:39:59 -0400 Subject: [PATCH 28/60] Further fixed grammar of README --- .../cardiac_mri_derived_left_ventricular_mass/README.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md index 423d6ef0f..b04983a87 100644 --- a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md +++ b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md @@ -7,14 +7,14 @@ The first model is a 3D convolutional neural network regressor ML4Hregseg ML4Hseg, is a 3D semantic -segmenter. To facilitate model development in the absence of hand-labeled segmentations, we trained with the InlineVF contours to minimize Lseg; the per-pixel cross-entropy between the label and the model’s prediction. ![LSeg](LSeg.png) +segmenter. To facilitate model development in the absence of hand-labeled segmentations, the models were trained with the InlineVF contours to minimize Lseg; the per-pixel cross-entropy between the label and the model’s prediction. ![LSeg](LSeg.png) Here the batch size, N, was 4 from the total set of 33,071. Height, H, and width, W, are 256 voxels and there was a maximum of 13 Z slices along the short axis. There is a channel for each of the 3 labels, which were one-hot encoded in the training data, InlineVF (IVF), and probabilistic values from the softmax layer of ML4Hseg. Segmentation architectures used U-Net-style long-range connections between early convolutional layers and deeper layers. Since not all CMR images used the same pixel dimensions, models were built to incorporate pixel size values with their fully connected layers before making predictions. # Results -We compared the accuracy of both deep learning approaches to LV mass obtained using InlineVF within an independent holdout set using manually labeled LV mass as the gold standard. +The accuracy of both deep learning approaches wwere compared to LV mass obtained using InlineVF within an independent holdout set using manually labeled LV mass as the gold standard. ![Overview of left ventricular (LV) mass algorithms.](https://ars.els-cdn.com/content/image/1-s2.0-S2666693621000232-gr1.jpg) -Within 33,071 individuals who underwent CMR, we trained models to derive CMR-based LV mass using deep learning regression (ML4Hreg) and segmentation (ML4Hseg). +Within 33,071 individuals who underwent CMR, models were trained to derive CMR-based LV mass using deep learning regression (ML4Hreg) and segmentation (ML4Hseg). ![Distributions of cardiac magnetic resonance (CMR)-derived left ventricular (LV) mass obtained using each estimation method.](https://ars.els-cdn.com/content/image/1-s2.0-S2666693621000232-gr2.jpg) In an independent holdout set of 891 individuals with manually labeled LV mass estimates available, ML4Hseg had favorable correlation with manually labeled LV mass (r = 0.864, 95% confidence interval 0.847–0.880; MAE 10.41 g, 95% CI 9.82–10.99) as compared to ML4Hreg (r = 0.843, 95% confidence interval 0.823–0.861; MAE 10.51, 95% CI 9.86–11.15, P = .01) and centered InlineVF (r = 0.795, 95% confidence interval 0.770–0.818; MAE 14.30, 95% CI 13.46–11.01, P < .01) From 17aa78f2fff81244001699d4931772b2e3a73b0f Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Wed, 4 Oct 2023 14:58:59 -0400 Subject: [PATCH 29/60] Inserted Image of the model's layers into README The README of cardiac_mri_derived_left_ventricular_mass to be exact. --- model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md index b04983a87..95d98b114 100644 --- a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md +++ b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md @@ -1,5 +1,6 @@ # [Deep learning to estimate cardiac magnetic resonance–derived left ventricular mass](https://www.sciencedirect.com/science/article/pii/S2666693621000232?ref=pdf_download&fr=RR-2&rr=80df2c704c374cd4) Within participants of the UK Biobank prospective cohort undergoing CMR, 2 convolutional neural networks were trained to estimate LV mass. The first (ML4Hreg) performed regression informed by manually labeled LV mass (available in 5065 individuals), while the second (ML4Hseg) performed LV segmentation informed by InlineVF (version D13A) contours. All models were optimized using the Adam variant of stochastic gradient descent with initial learning rate 1 × 10-3, exponential learning rate decay, and batch size of 4 on K80 graphical processing units. +![Overview of the model's layers](architecture_graph_sax_diastole_segment_no_flat.png) # ML4Hreg The first model is a 3D convolutional neural network regressor ML4Hreg trained with the manually annotated LV mass estimates provided by Petersen and colleagues to optimize the log cosh loss function, which behaves like L2 loss for small values and L1 loss for larger values: ![Lreg](Lreg.png) From eabbc342bfb3f87cc7b26a2d742e56d465fb800c Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Wed, 4 Oct 2023 15:01:49 -0400 Subject: [PATCH 30/60] Changed link in cardiac_mri... README to be in HTML rather than Markdown --- model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md index 95d98b114..41c4c38f1 100644 --- a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md +++ b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md @@ -1,4 +1,4 @@ -# [Deep learning to estimate cardiac magnetic resonance–derived left ventricular mass](https://www.sciencedirect.com/science/article/pii/S2666693621000232?ref=pdf_download&fr=RR-2&rr=80df2c704c374cd4) +# Deep learning to estimate cardiac magnetic resonance–derived left ventricular mass Within participants of the UK Biobank prospective cohort undergoing CMR, 2 convolutional neural networks were trained to estimate LV mass. The first (ML4Hreg) performed regression informed by manually labeled LV mass (available in 5065 individuals), while the second (ML4Hseg) performed LV segmentation informed by InlineVF (version D13A) contours. All models were optimized using the Adam variant of stochastic gradient descent with initial learning rate 1 × 10-3, exponential learning rate decay, and batch size of 4 on K80 graphical processing units. ![Overview of the model's layers](architecture_graph_sax_diastole_segment_no_flat.png) # ML4Hreg From 04d7ae76f677de7eb42cadaad4c9a09e64d7727a Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Wed, 4 Oct 2023 17:13:19 -0400 Subject: [PATCH 31/60] Removed link in the title from silhouette_mri It was already in the citations section. --- model_zoo/silhouette_mri/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/model_zoo/silhouette_mri/README.md b/model_zoo/silhouette_mri/README.md index 6e3f1c454..14fd3633f 100644 --- a/model_zoo/silhouette_mri/README.md +++ b/model_zoo/silhouette_mri/README.md @@ -1,4 +1,4 @@ -# [Estimating body fat distribution from silhouette images](https://www.medrxiv.org/content/10.1101/2022.01.14.22269328v2) +# Estimating body fat distribution from silhouette images ## Description From 652c7509dbe24763ed1624b0a07ce0039c7a3bf5 Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Wed, 4 Oct 2023 17:30:06 -0400 Subject: [PATCH 32/60] Added sentence containing link to the paper on the model to several READMEs. Previously the link was containing in the title. --- .../cardiac_mri_derived_left_ventricular_mass/README.md | 4 +++- .../README.md | 4 +++- model_zoo/liver_fat_from_mri_ukb/README.md | 6 ++++-- 3 files changed, 10 insertions(+), 4 deletions(-) diff --git a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md index 41c4c38f1..d56e50b01 100644 --- a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md +++ b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md @@ -1,4 +1,6 @@ -# Deep learning to estimate cardiac magnetic resonance–derived left ventricular mass +# Deep learning to estimate cardiac magnetic resonance–derived left ventricular mass +This folder contains models and code supporting the work described in this paper published in the Cardiovascular Digital Health Journal. + Within participants of the UK Biobank prospective cohort undergoing CMR, 2 convolutional neural networks were trained to estimate LV mass. The first (ML4Hreg) performed regression informed by manually labeled LV mass (available in 5065 individuals), while the second (ML4Hseg) performed LV segmentation informed by InlineVF (version D13A) contours. All models were optimized using the Adam variant of stochastic gradient descent with initial learning rate 1 × 10-3, exponential learning rate decay, and batch size of 4 on K80 graphical processing units. ![Overview of the model's layers](architecture_graph_sax_diastole_segment_no_flat.png) # ML4Hreg diff --git a/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md b/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md index f3fde384f..6ac4b956d 100644 --- a/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md +++ b/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md @@ -1,4 +1,6 @@ -# [Deep Learning to Predict Cardiac Magnetic Resonance-Derived Left Ventricular Mass and Hypertrophy from 12-Lead Electrocardiograms](https://www.ahajournals.org/doi/10.1161/CIRCIMAGING.120.012281?url_ver=Z39.88-2003&rfr_id=ori:rid:crossref.org&rfr_dat=cr_pub%20%200pubmed) +# Deep Learning to Predict Cardiac Magnetic Resonance-Derived Left Ventricular Mass and Hypertrophy from 12-Lead Electrocardiograms + +This folder contains models and code supporting the work described in (this paper)[https://www.ahajournals.org/doi/10.1161/CIRCIMAGING.120.012281?url_ver=Z39.88-2003&rfr_id=ori:rid:crossref.org&rfr_dat=cr_pub%20%200pubmed] published in the journal "Circulation: Cardiovascular Imaging". # LVM-AI Left Ventricular Mass-Artificial Intelligence (LVM-AI) is a one-dimensional convolutional neural network trained to predict CMR-derived LV mass using 12-lead ECGs. LVM-AI was trained within 32239 individuals from the UK Biobank with paired CMR and 12-lead ECG. It was provided with the entire 10 seconds of the 12-lead ECG waveform as well as participant age, sex, and BMI. diff --git a/model_zoo/liver_fat_from_mri_ukb/README.md b/model_zoo/liver_fat_from_mri_ukb/README.md index 7ed67adf3..4886b84d3 100644 --- a/model_zoo/liver_fat_from_mri_ukb/README.md +++ b/model_zoo/liver_fat_from_mri_ukb/README.md @@ -1,4 +1,6 @@ -# [Machine learning enables new insights into clinical significance of and genetic contributions to liver fat accumulation](https://www.medrxiv.org/content/10.1101/2020.09.03.20187195v1) +# Machine learning enables new insights into clinical significance of and genetic contributions to liver fat accumulation + +This folder contains models and code supporting the work described in (this paper)[https://www.medrxiv.org/content/10.1101/2020.09.03.20187195v1] published in Cell Genomics Here we host two models for estimating liver fat from abdominal MRI. The liver fat percentage training data is from the returned liver fat values in the [UK Biobank field ID 22402](https://biobank.ctsu.ox.ac.uk/crystal/field.cgi?id=22402). These values were only calculated for the echo protocol, so to infer liver fat from the ideal protocl we used a teacher/student modeling approach. @@ -9,7 +11,7 @@ This model takes input of shape 160 x 160 x 10 and emits a scalar representing e The input TensorMap is defined at `tensormap.ukb.mri.gre_mullti_echo_10_te_liver`. The output TensorMap associated with these values is defined at `tensormap.ukb.mri.liver_fat`. The keras model file is at [liver_fat_from_echo.h5](liver_fat_from_echo.h5) and the model architecture is shown below. The "?" in the input dimension represents the batch size of the input, which can be determined at runtime. When training the teacher model we used a batch size of 8. -![](liver_fat_from_echo_teacher_model.png) +![https://www.medrxiv.org/content/10.1101/2020.09.03.20187195v1](liver_fat_from_echo_teacher_model.png) ## Student Model From 40421a4d548eafe173432b6289b728f1a94dd95c Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Wed, 4 Oct 2023 17:32:54 -0400 Subject: [PATCH 33/60] Fixed Links to original paper. Had the ()s and []s switched. --- .../README.md | 2 +- model_zoo/liver_fat_from_mri_ukb/README.md | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md b/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md index 6ac4b956d..2dd14fdff 100644 --- a/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md +++ b/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md @@ -1,6 +1,6 @@ # Deep Learning to Predict Cardiac Magnetic Resonance-Derived Left Ventricular Mass and Hypertrophy from 12-Lead Electrocardiograms -This folder contains models and code supporting the work described in (this paper)[https://www.ahajournals.org/doi/10.1161/CIRCIMAGING.120.012281?url_ver=Z39.88-2003&rfr_id=ori:rid:crossref.org&rfr_dat=cr_pub%20%200pubmed] published in the journal "Circulation: Cardiovascular Imaging". +This folder contains models and code supporting the work described in [this paper](https://www.ahajournals.org/doi/10.1161/CIRCIMAGING.120.012281?url_ver=Z39.88-2003&rfr_id=ori:rid:crossref.org&rfr_dat=cr_pub%20%200pubmed) published in the journal "Circulation: Cardiovascular Imaging". # LVM-AI Left Ventricular Mass-Artificial Intelligence (LVM-AI) is a one-dimensional convolutional neural network trained to predict CMR-derived LV mass using 12-lead ECGs. LVM-AI was trained within 32239 individuals from the UK Biobank with paired CMR and 12-lead ECG. It was provided with the entire 10 seconds of the 12-lead ECG waveform as well as participant age, sex, and BMI. diff --git a/model_zoo/liver_fat_from_mri_ukb/README.md b/model_zoo/liver_fat_from_mri_ukb/README.md index 4886b84d3..be07a4d57 100644 --- a/model_zoo/liver_fat_from_mri_ukb/README.md +++ b/model_zoo/liver_fat_from_mri_ukb/README.md @@ -1,6 +1,6 @@ # Machine learning enables new insights into clinical significance of and genetic contributions to liver fat accumulation -This folder contains models and code supporting the work described in (this paper)[https://www.medrxiv.org/content/10.1101/2020.09.03.20187195v1] published in Cell Genomics +This folder contains models and code supporting the work described in [this paper](https://www.medrxiv.org/content/10.1101/2020.09.03.20187195v1) published in Cell Genomics Here we host two models for estimating liver fat from abdominal MRI. The liver fat percentage training data is from the returned liver fat values in the [UK Biobank field ID 22402](https://biobank.ctsu.ox.ac.uk/crystal/field.cgi?id=22402). These values were only calculated for the echo protocol, so to infer liver fat from the ideal protocl we used a teacher/student modeling approach. From 12361c60804d6464af243991dc001ad00da21f78 Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Fri, 13 Oct 2023 14:30:46 -0400 Subject: [PATCH 34/60] Changed link to original paper in liver_fat README. --- model_zoo/liver_fat_from_mri_ukb/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/model_zoo/liver_fat_from_mri_ukb/README.md b/model_zoo/liver_fat_from_mri_ukb/README.md index be07a4d57..38cc10c42 100644 --- a/model_zoo/liver_fat_from_mri_ukb/README.md +++ b/model_zoo/liver_fat_from_mri_ukb/README.md @@ -1,6 +1,6 @@ # Machine learning enables new insights into clinical significance of and genetic contributions to liver fat accumulation -This folder contains models and code supporting the work described in [this paper](https://www.medrxiv.org/content/10.1101/2020.09.03.20187195v1) published in Cell Genomics +This folder contains models and code supporting the work described in [this paper](https://www.sciencedirect.com/science/article/pii/S2666979X21000823) published in Cell Genomics Here we host two models for estimating liver fat from abdominal MRI. The liver fat percentage training data is from the returned liver fat values in the [UK Biobank field ID 22402](https://biobank.ctsu.ox.ac.uk/crystal/field.cgi?id=22402). These values were only calculated for the echo protocol, so to infer liver fat from the ideal protocl we used a teacher/student modeling approach. From 1128e9299408d3309b10c807dcb5ec5d9e96601f Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Fri, 13 Oct 2023 14:54:09 -0400 Subject: [PATCH 35/60] Removed quotes in ecg_student README for consistency --- .../README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md b/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md index 2dd14fdff..deb9c0c3c 100644 --- a/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md +++ b/model_zoo/left_ventricular_mass_from_ecg_student_and_mri_teacher/README.md @@ -1,6 +1,6 @@ # Deep Learning to Predict Cardiac Magnetic Resonance-Derived Left Ventricular Mass and Hypertrophy from 12-Lead Electrocardiograms -This folder contains models and code supporting the work described in [this paper](https://www.ahajournals.org/doi/10.1161/CIRCIMAGING.120.012281?url_ver=Z39.88-2003&rfr_id=ori:rid:crossref.org&rfr_dat=cr_pub%20%200pubmed) published in the journal "Circulation: Cardiovascular Imaging". +This folder contains models and code supporting the work described in [this paper](https://www.ahajournals.org/doi/10.1161/CIRCIMAGING.120.012281?url_ver=Z39.88-2003&rfr_id=ori:rid:crossref.org&rfr_dat=cr_pub%20%200pubmed) published in the journal Circulation: Cardiovascular Imaging. # LVM-AI Left Ventricular Mass-Artificial Intelligence (LVM-AI) is a one-dimensional convolutional neural network trained to predict CMR-derived LV mass using 12-lead ECGs. LVM-AI was trained within 32239 individuals from the UK Biobank with paired CMR and 12-lead ECG. It was provided with the entire 10 seconds of the 12-lead ECG waveform as well as participant age, sex, and BMI. From 5aa20b5ac1ee8618681ed46911fbbf160af763e8 Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Fri, 13 Oct 2023 15:32:04 -0400 Subject: [PATCH 36/60] Added Git LFS tracking for images in cardiac_mri_derived... --- .gitattributes | 3 +++ .../Lreg.png | Bin 31427 -> 130 bytes 2 files changed, 3 insertions(+) diff --git a/.gitattributes b/.gitattributes index 12ba24348..95ec8b3d8 100644 --- a/.gitattributes +++ b/.gitattributes @@ -15,3 +15,6 @@ model_zoo/ECG2AF/km.jpg filter=lfs diff=lfs merge=lfs -text model_zoo/ECG2AF/study_design.jpg filter=lfs diff=lfs merge=lfs -text model_zoo/ECG2AF/architecture.png filter=lfs diff=lfs merge=lfs -text model_zoo/ECG2AF/salience.jpg filter=lfs diff=lfs merge=lfs -text +model_zoo/cardiac_mri_derived_left_ventricular_mass/Lreg.png filter=lfs diff=lfs merge=lfs -text +model_zoo/cardiac_mri_derived_left_ventricular_mass/Lseg.png filter=lfs diff=lfs merge=lfs -text 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zHyTeh&qC@lVsw_XW$WPp&=htok-f2zonxmx5-F>xe9lK`qN-k3-h7;DWLJSMN1 M#O&W9o!M;=Kl Date: Fri, 13 Oct 2023 16:24:36 -0400 Subject: [PATCH 39/60] renamed LSeg to Lseg --- model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md index d56e50b01..d727f1b9b 100644 --- a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md +++ b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md @@ -10,7 +10,7 @@ The first model is a 3D convolutional neural network regressor ML4Hregseg ML4Hseg, is a 3D semantic -segmenter. To facilitate model development in the absence of hand-labeled segmentations, the models were trained with the InlineVF contours to minimize Lseg; the per-pixel cross-entropy between the label and the model’s prediction. ![LSeg](LSeg.png) +segmenter. To facilitate model development in the absence of hand-labeled segmentations, the models were trained with the InlineVF contours to minimize Lseg; the per-pixel cross-entropy between the label and the model’s prediction. ![LSeg](Lseg.png) Here the batch size, N, was 4 from the total set of 33,071. Height, H, and width, W, are 256 voxels and there was a maximum of 13 Z slices along the short axis. There is a channel for each of the 3 labels, which were one-hot encoded in the training data, InlineVF (IVF), and probabilistic values from the softmax layer of ML4Hseg. Segmentation architectures used U-Net-style long-range connections between early convolutional layers and deeper layers. Since not all CMR images used the same pixel dimensions, models were built to incorporate pixel size values with their fully connected layers before making predictions. # Results From a32604156e1d63e977a0cd955bc9300900c06195 Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Fri, 13 Oct 2023 16:27:39 -0400 Subject: [PATCH 40/60] Updated Lseg reference in README --- model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md index d727f1b9b..8f344d948 100644 --- a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md +++ b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md @@ -10,7 +10,7 @@ The first model is a 3D convolutional neural network regressor ML4Hregseg ML4Hseg, is a 3D semantic -segmenter. To facilitate model development in the absence of hand-labeled segmentations, the models were trained with the InlineVF contours to minimize Lseg; the per-pixel cross-entropy between the label and the model’s prediction. ![LSeg](Lseg.png) +segmenter. To facilitate model development in the absence of hand-labeled segmentations, the models were trained with the InlineVF contours to minimize Lseg; the per-pixel cross-entropy between the label and the model’s prediction. ![Lseg](Lseg.png) Here the batch size, N, was 4 from the total set of 33,071. Height, H, and width, W, are 256 voxels and there was a maximum of 13 Z slices along the short axis. There is a channel for each of the 3 labels, which were one-hot encoded in the training data, InlineVF (IVF), and probabilistic values from the softmax layer of ML4Hseg. Segmentation architectures used U-Net-style long-range connections between early convolutional layers and deeper layers. Since not all CMR images used the same pixel dimensions, models were built to incorporate pixel size values with their fully connected layers before making predictions. # Results From 00d9c6712f7fa617e3a2490bc1153efd3616a39c Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Fri, 13 Oct 2023 16:33:07 -0400 Subject: [PATCH 41/60] Having problems. 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All images which matches it's description "An overview of the models layers" were already in the results section. --- model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md | 1 - 1 file changed, 1 deletion(-) diff --git a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md index 8f344d948..09692d0f3 100644 --- a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md +++ b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md @@ -2,7 +2,6 @@ This folder contains models and code supporting the work described in this paper published in the Cardiovascular Digital Health Journal. Within participants of the UK Biobank prospective cohort undergoing CMR, 2 convolutional neural networks were trained to estimate LV mass. The first (ML4Hreg) performed regression informed by manually labeled LV mass (available in 5065 individuals), while the second (ML4Hseg) performed LV segmentation informed by InlineVF (version D13A) contours. All models were optimized using the Adam variant of stochastic gradient descent with initial learning rate 1 × 10-3, exponential learning rate decay, and batch size of 4 on K80 graphical processing units. -![Overview of the model's layers](architecture_graph_sax_diastole_segment_no_flat.png) # ML4Hreg The first model is a 3D convolutional neural network regressor ML4Hreg trained with the manually annotated LV mass estimates provided by Petersen and colleagues to optimize the log cosh loss function, which behaves like L2 loss for small values and L1 loss for larger values: ![Lreg](Lreg.png) From cc9b8aa7b4779ba1bd03f7294189046c743eca5c Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Fri, 13 Oct 2023 16:36:38 -0400 Subject: [PATCH 44/60] Added git lfs tracking to loss function images --- .gitattributes | 2 ++ .../LSeg.png | Bin 28767 -> 130 bytes .../Lreg.png | Bin 31427 -> 130 bytes 3 files changed, 2 insertions(+) diff --git a/.gitattributes b/.gitattributes index 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z10<+gMdTsoh)uXZRLo^6o2%Uy-O?X?T1;?(B1mGD{{iLVNk^cmsBM@cMA`6<%bjqa zOudn_c>6M`eS>a-k9@)MVh7y9iv-{e`v}Noorn~gV)LK>6*@*Sx9{IfUWROk>!8TzVr_i)}X%JP; nUWEZzlIpz60tjK@*l>F~r6WKxu4@H+B?HOJD$C?c8F>B=P Date: Mon, 16 Oct 2023 12:50:20 -0400 Subject: [PATCH 47/60] Renamed test image so it's targetable with command. --- Test Image.png => TestImage.png | Bin 1 file changed, 0 insertions(+), 0 deletions(-) rename Test Image.png => TestImage.png (100%) diff --git a/Test Image.png b/TestImage.png similarity index 100% rename from Test Image.png rename to TestImage.png From bc145b8c7041804ecc6e77459d69c74d0654c1fa Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Mon, 16 Oct 2023 12:51:34 -0400 Subject: [PATCH 48/60] Deleted TestImage.png Deleting test image with git rm looks very different from using git rm on an image tracked with git lfs. --- TestImage.png | Bin 11192 -> 0 bytes 1 file changed, 0 insertions(+), 0 deletions(-) delete mode 100644 TestImage.png diff --git a/TestImage.png 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b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md index 09692d0f3..709d3be83 100644 --- a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md +++ b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md @@ -9,7 +9,7 @@ The first model is a 3D convolutional neural network regressor ML4Hregseg ML4Hseg, is a 3D semantic -segmenter. To facilitate model development in the absence of hand-labeled segmentations, the models were trained with the InlineVF contours to minimize Lseg; the per-pixel cross-entropy between the label and the model’s prediction. ![Lseg](Lseg.png) +segmenter. To facilitate model development in the absence of hand-labeled segmentations, the models were trained with the InlineVF contours to minimize Lseg; the per-pixel cross-entropy between the label and the model’s prediction. ![Loss of ML4Hseg](Lseg.png) Here the batch size, N, was 4 from the total set of 33,071. Height, H, and width, W, are 256 voxels and there was a maximum of 13 Z slices along the short axis. There is a channel for each of the 3 labels, which were one-hot encoded in the training data, InlineVF (IVF), and probabilistic values from the softmax layer of ML4Hseg. Segmentation architectures used U-Net-style long-range connections between early convolutional layers and deeper layers. Since not all CMR images used the same pixel dimensions, models were built to incorporate pixel size values with their fully connected layers before making predictions. # Results From 154e26865487282a720d383f2340cc9a4b98bcb7 Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Mon, 16 Oct 2023 13:06:49 -0400 Subject: [PATCH 50/60] Changed alt text of Lreg image --- model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md index 709d3be83..11c6d3eaa 100644 --- a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md +++ b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md @@ -4,7 +4,7 @@ This folder contains models and code supporting the work described in reg) performed regression informed by manually labeled LV mass (available in 5065 individuals), while the second (ML4Hseg) performed LV segmentation informed by InlineVF (version D13A) contours. All models were optimized using the Adam variant of stochastic gradient descent with initial learning rate 1 × 10-3, exponential learning rate decay, and batch size of 4 on K80 graphical processing units. # ML4Hreg The first model is a 3D convolutional neural network regressor ML4Hreg trained with the manually annotated LV mass estimates provided by Petersen and colleagues to optimize the log cosh loss function, which behaves like L2 loss for small values and L1 loss for larger values: + ![Loss of ML4Hregs](Lreg.png) Here batch size, N, was 4 random samples from the training set of 3178 after excluding testing and validation samples from the total 5065 CMR images with LV mass values included in P. # ML4Hseg ML4Hseg, is a 3D semantic -segmenter. To facilitate model development in the absence of hand-labeled segmentations, the models were trained with the InlineVF contours to minimize Lseg; the per-pixel cross-entropy between the label and the model’s prediction. ![Loss of ML4Hseg](LSeg.png) +segmenter. To facilitate model development in the absence of hand-labeled segmentations, the models were trained with the InlineVF contours to minimize Lseg; the per-pixel cross-entropy between the label and the model’s prediction. + +![Loss of ML4Hseg](LSeg.png) Here the batch size, N, was 4 from the total set of 33,071. Height, H, and width, W, are 256 voxels and there was a maximum of 13 Z slices along the short axis. There is a channel for each of the 3 labels, which were one-hot encoded in the training data, InlineVF (IVF), and probabilistic values from the softmax layer of ML4Hseg. Segmentation architectures used U-Net-style long-range connections between early convolutional layers and deeper layers. Since not all CMR images used the same pixel dimensions, models were built to incorporate pixel size values with their fully connected layers before making predictions. # Results From 53b3c5ffec0c37cf16d74665595076710cc6dcc7 Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Mon, 16 Oct 2023 13:16:57 -0400 Subject: [PATCH 53/60] Running git rm on LSeg.png. The capital S one shouldn't be there. But doing this removes Lseg with a lower case L. --- model_zoo/cardiac_mri_derived_left_ventricular_mass/LSeg.png | 3 --- 1 file changed, 3 deletions(-) delete mode 100644 model_zoo/cardiac_mri_derived_left_ventricular_mass/LSeg.png diff --git a/model_zoo/cardiac_mri_derived_left_ventricular_mass/LSeg.png b/model_zoo/cardiac_mri_derived_left_ventricular_mass/LSeg.png deleted file mode 100644 index 662541b2f..000000000 --- a/model_zoo/cardiac_mri_derived_left_ventricular_mass/LSeg.png +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:c0e989cfebab9c505a8c7f76a3a92153583d63420cdc2a83e4722a4fc16ead02 -size 28767 From d056cdb25d95c80609272f6c9571d271613bb8d5 Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Mon, 16 Oct 2023 13:17:38 -0400 Subject: [PATCH 54/60] Adding Lseg back in. --- model_zoo/cardiac_mri_derived_left_ventricular_mass/Lseg.png | 3 +++ 1 file changed, 3 insertions(+) create mode 100644 model_zoo/cardiac_mri_derived_left_ventricular_mass/Lseg.png diff --git a/model_zoo/cardiac_mri_derived_left_ventricular_mass/Lseg.png b/model_zoo/cardiac_mri_derived_left_ventricular_mass/Lseg.png new file mode 100644 index 000000000..662541b2f --- /dev/null +++ b/model_zoo/cardiac_mri_derived_left_ventricular_mass/Lseg.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c0e989cfebab9c505a8c7f76a3a92153583d63420cdc2a83e4722a4fc16ead02 +size 28767 From 7585b2b1761acd33525a60141a1e9fb4c2cba2b3 Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Mon, 16 Oct 2023 13:18:27 -0400 Subject: [PATCH 55/60] Updating Readme to use proper Lseg.png --- model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md index 1f3c750ba..50aa81aef 100644 --- a/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md +++ b/model_zoo/cardiac_mri_derived_left_ventricular_mass/README.md @@ -12,7 +12,7 @@ Here batch size, N, was 4 random samples from the training set of 3178 after exc ML4Hseg, is a 3D semantic segmenter. To facilitate model development in the absence of hand-labeled segmentations, the models were trained with the InlineVF contours to minimize Lseg; the per-pixel cross-entropy between the label and the model’s prediction. -![Loss of ML4Hseg](LSeg.png) +![Loss of ML4Hseg](Lseg.png) Here the batch size, N, was 4 from the total set of 33,071. Height, H, and width, W, are 256 voxels and there was a maximum of 13 Z slices along the short axis. There is a channel for each of the 3 labels, which were one-hot encoded in the training data, InlineVF (IVF), and probabilistic values from the softmax layer of ML4Hseg. Segmentation architectures used U-Net-style long-range connections between early convolutional layers and deeper layers. Since not all CMR images used the same pixel dimensions, models were built to incorporate pixel size values with their fully connected layers before making predictions. # Results From e0161d3349716dd86b7a38ded909b2ae36dcd46a Mon Sep 17 00:00:00 2001 From: Ian-Erickson Date: Mon, 16 Oct 2023 13:40:02 -0400 Subject: [PATCH 56/60] Added git lfs tracking to images in liver_fat... --- .gitattributes | 2 ++ .../liver_fat_from_echo_teacher_model.png | Bin 380259 -> 131 bytes .../liver_fat_from_ideal_student_model.png | Bin 433324 -> 131 bytes 3 files changed, 2 insertions(+) diff --git a/.gitattributes b/.gitattributes index 57e8d7f99..ee6f6cfe5 100644 --- a/.gitattributes +++ b/.gitattributes @@ -18,3 +18,5 @@ model_zoo/ECG2AF/salience.jpg filter=lfs diff=lfs merge=lfs -text model_zoo/cardiac_mri_derived_left_ventricular_mass/Lseg.png filter=lfs diff=lfs merge=lfs -text model_zoo/cardiac_mri_derived_left_ventricular_mass/Lreg.png filter=lfs diff=lfs merge=lfs -text 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zsqZKTo-tM<%z_y5&tX0W}y}jwccC2T)u&W#O@OTDLu6%=gf&$XQ04NuhItp4CFQ|hTH zfxylOca1TZ$&J7V*~gjCti_hHKw|Qs0jtAv&o9F=V1>mg>7Y1z^Dpr&F7r@A^guf( zrVE~LhW5`eyoTnFo1p&X?)nI91DB}z3>2jJ#;{O|K!`sowgH=E=ikX+gY;!E%|nf+ znh0RA&0lUe8@$~Ki+QM?nFpE--Tb?KD_YfnYA8I^MuQzCQ^3Q8Wi;4vBurYT_6Ps> Wgs~=SUl6or00K`}KbLh*2~7YU{4_WK From bcc5911a77c5ef3f3c0eb7f5182f001a98e84314 Mon Sep 17 00:00:00 2001 From: Sam Freesun Friedman Date: Fri, 27 Oct 2023 12:50:09 -0400 Subject: [PATCH 58/60] fix --- model_zoo/liver_fat_from_mri_ukb/README.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/model_zoo/liver_fat_from_mri_ukb/README.md b/model_zoo/liver_fat_from_mri_ukb/README.md index 38cc10c42..d9882e494 100644 --- a/model_zoo/liver_fat_from_mri_ukb/README.md +++ b/model_zoo/liver_fat_from_mri_ukb/README.md @@ -1,9 +1,9 @@ # Machine learning enables new insights into clinical significance of and genetic contributions to liver fat accumulation -This folder contains models and code supporting the work described in [this paper](https://www.sciencedirect.com/science/article/pii/S2666979X21000823) published in Cell Genomics +This folder contains models and code supporting the work described in [this paper](https://www.sciencedirect.com/science/article/pii/S2666979X21000823) published in Cell Genomics. Here we host two models for estimating liver fat from abdominal MRI. -The liver fat percentage training data is from the returned liver fat values in the [UK Biobank field ID 22402](https://biobank.ctsu.ox.ac.uk/crystal/field.cgi?id=22402). These values were only calculated for the echo protocol, so to infer liver fat from the ideal protocl we used a teacher/student modeling approach. +The liver fat percentage training data is from the returned liver fat values in the [UK Biobank field ID 22402](https://biobank.ctsu.ox.ac.uk/crystal/field.cgi?id=22402). These values were only calculated for the echo protocol, so to infer liver fat from the ideal protocol we used a teacher/student modeling approach. ## Teacher Model The teacher model was trained with abdominal MRIs acquired using the [echo protocol, UK Biobank field ID 20203](https://biobank.ctsu.ox.ac.uk/crystal/field.cgi?id=20203). @@ -21,4 +21,4 @@ This model takes input of shape 232 x 256 x 36 and also emits a scalar represent The input TensorMap is defined at `tensormap.ukb.mri.lms_ideal_optimised_low_flip_6dyn`. The output TensorMap associated with these values is defined at `tensormap.ukb.mri.liver_fat_echo_predicted`. The keras model file is at [liver_fat_from_ideal.h5](liver_fat_from_ideal.h5) and the model architecture is shown below. The "?" in the input dimension represents the batch size of the input, which can be determined at runtime. When training the student model we used a batch size of 5. -![](liver_fat_from_ideal_student_model.png) +![Architecture Diagram](liver_fat_from_ideal_student_model.png) From 0ff7f892e4c0640bf265f6903381544f0aac9c61 Mon Sep 17 00:00:00 2001 From: Sam Freesun Friedman Date: Fri, 27 Oct 2023 12:52:21 -0400 Subject: [PATCH 59/60] fix --- model_zoo/dropfuse/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/model_zoo/dropfuse/README.md b/model_zoo/dropfuse/README.md index 2078b0e33..89e5357d4 100644 --- a/model_zoo/dropfuse/README.md +++ b/model_zoo/dropfuse/README.md @@ -1,5 +1,5 @@ ## A Cross-Modal Autoencoder Framework Learns Holistic Representations of Cardiovascular State -This directory contains code and instructions to create the models and results from [this paper](https://www.nature.com/articles/s41467-023-38125-0). +This directory contains code and instructions to create the models and results from [this paper](https://www.nature.com/articles/s41467-023-38125-0) published in Nature Communications. In the paper, using the heart as a model system, we develop a cross-modal autoencoder framework for integrating distinct data modalities and constructing a holistic representation of cardio-vascular state. In particular, we use our framework to construct such cross-modal representations from cardiac magnetic resonance images (MRIs), containing structural information, and electrocardiograms (ECGs), containing myoelectric information. From 8adedf9fd14a47732fe4cc84e1398c99e120a1c7 Mon Sep 17 00:00:00 2001 From: Sam Freesun Friedman Date: Fri, 27 Oct 2023 12:54:02 -0400 Subject: [PATCH 60/60] fix --- model_zoo/dropfuse/README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/model_zoo/dropfuse/README.md b/model_zoo/dropfuse/README.md index 89e5357d4..55cf1ae76 100644 --- a/model_zoo/dropfuse/README.md +++ b/model_zoo/dropfuse/README.md @@ -63,6 +63,7 @@ Having trained the two unimodal autoencoders above with encoders and decoders se ${HOME}/ml4h/scripts/tf.sh ${HOME}/ml4h/ml4h/recipes.py \ --mode train \ --tensors ${TENSORS} \ + --tensormap_prefix ml4h.tensormap.ukb \ --input_tensors ecg.ecg_rest_median_raw_10 mri.lax_4ch_heart_center \ --output_tensors ecg.ecg_rest_median_raw_10 mri.lax_4ch_heart_center \ --encoder_blocks ${HOME}/results/hypertuned_ecg_median_raw_10_autoencoder_256d/encoder_ecg_rest_median_raw_10.h5 \ @@ -81,6 +82,7 @@ ${HOME}/ml4h/scripts/tf.sh ${HOME}/ml4h/ml4h/recipes.py \ ${HOME}/ml4h/scripts/tf.sh ${HOME}/ml4h/ml4h/recipes.py \ --mode infer_encoders \ --tensors ${TENSORS} \ + --tensormap_prefix ml4h.tensormap.ukb \ --input_tensors ecg.ecg_rest_median_raw_10 mri.lax_4ch_heart_center \ --output_tensors ecg.ecg_rest_median_raw_10 mri.lax_4ch_heart_center \ --id dropfuse_256d \

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