diff --git a/config/resnet32_78.ini b/config/resnet32_78.ini
index eca3e48..9a2838b 100644
--- a/config/resnet32_78.ini
+++ b/config/resnet32_78.ini
@@ -7,7 +7,7 @@ pixels: 96
 n_classes: 2
 channels: 1
 subset: None
-filenames_train: /scratch-shared/vdgugten/data/cadOWN_0.5mm_96x96_xy_xz_yz/subset[8123459]/*/*.pkl.gz
+filenames_train: /scratch-shared/vdgugten/data/cadOWN_0.5mm_96x96_xy_xz_yz/subset[6123459]/*/*.pkl.gz
 filenames_validation: /scratch-shared/vdgugten/data/cadOWN_0.5mm_96x96_xy_xz_yz/subset[0]/*/*.pkl.gz
 data_folder: None ;not used
 
diff --git a/config/resnet32_local_09.ini b/config/resnet32_local_09.ini
index cb89917..5e6c2aa 100644
--- a/config/resnet32_local_09.ini
+++ b/config/resnet32_local_09.ini
@@ -29,7 +29,7 @@ momentum: 0.92
 l2_lambda: 0.00005
 batch_size_train: 48
 batch_size_validation: 120
-n_epochs: 240
+n_epochs: 150
 
 [preprocessing] ;Not used
 random_crop: 0 ;no cropping
diff --git a/config/resnet32_local_12.ini b/config/resnet32_local_12.ini
index a5b04fa..2e39d40 100644
--- a/config/resnet32_local_12.ini
+++ b/config/resnet32_local_12.ini
@@ -29,7 +29,7 @@ momentum: 0.92
 l2_lambda: 0.00005
 batch_size_train: 48
 batch_size_validation: 120
-n_epochs: 240
+n_epochs: 150
 
 [preprocessing] ;Not used
 random_crop: 0 ;no cropping
diff --git a/config/resnet32_local_34.ini b/config/resnet32_local_34.ini
index 7474e9a..370215c 100644
--- a/config/resnet32_local_34.ini
+++ b/config/resnet32_local_34.ini
@@ -29,7 +29,7 @@ momentum: 0.92
 l2_lambda: 0.00005
 batch_size_train: 48
 batch_size_validation: 120
-n_epochs: 240
+n_epochs: 150
 
 [preprocessing] ;Not used
 random_crop: 0 ;no cropping
diff --git a/config/resnet32_local_56.ini b/config/resnet32_local_56.ini
index 3dddd50..38fee1c 100644
--- a/config/resnet32_local_56.ini
+++ b/config/resnet32_local_56.ini
@@ -29,7 +29,7 @@ momentum: 0.92
 l2_lambda: 0.00005
 batch_size_train: 48
 batch_size_validation: 120
-n_epochs: 240
+n_epochs: 150
 
 [preprocessing] ;Not used
 random_crop: 0 ;no cropping
diff --git a/config/resnet32_local_78.ini b/config/resnet32_local_78.ini
index 0021174..0e1d78e 100644
--- a/config/resnet32_local_78.ini
+++ b/config/resnet32_local_78.ini
@@ -7,7 +7,7 @@ pixels: 64
 n_classes: 2
 channels: 1
 subset: None
-filenames_train: ./../../data/cadV2_0.5mm_64x64_xy_xz_yz/subset[8123459]/*/*.pkl.gz
+filenames_train: ./../../data/cadV2_0.5mm_64x64_xy_xz_yz/subset[1234596]/*/*.pkl.gz
 filenames_validation: ./../../data/cadV2_0.5mm_64x64_xy_xz_yz/subset[0]/*/*.pkl.gz
 data_folder: None ;not used
 
@@ -29,7 +29,7 @@ momentum: 0.92
 l2_lambda: 0.00005
 batch_size_train: 48
 batch_size_validation: 120
-n_epochs: 240
+n_epochs: 150
 
 [preprocessing] ;Not used
 random_crop: 0 ;no cropping
diff --git a/config/resnet43_local_78.ini b/config/resnet43_local_78.ini
new file mode 100644
index 0000000..0784200
--- /dev/null
+++ b/config/resnet43_local_78.ini
@@ -0,0 +1,53 @@
+[info]
+experiment: ResNet default settings
+name: V2_resnet43_78
+
+[dataset]
+pixels: 64
+n_classes: 2
+channels: 1
+subset: None
+filenames_train: ./../../data/cadV2_0.5mm_64x64_xy_xz_yz/subset[1234569]/*/*.pkl.gz
+filenames_validation: ./../../data/cadV2_0.5mm_64x64_xy_xz_yz/subset[0]/*/*.pkl.gz
+data_folder: None ;not used
+
+[network]
+architecture: resnet
+input_size: 64
+depth: 4
+branching_factor: 3
+batch_normalization: True
+batch_normalization_alpha: 0.1
+dropout: 0.25
+spatial_dropout: 0.5
+gaussian_noise: 0.05
+
+[updates]
+optimization: -
+learning_rate: 0 ;not used, see schedule
+momentum: 0.92
+l2_lambda: 0.00005
+batch_size_train: 60
+batch_size_validation: 140
+n_epochs: 240
+
+[preprocessing] ;Not used
+random_crop: 0 ;no cropping
+erode_segmentation: 11
+
+[normalization]
+zero_center: True
+mean_pixel: 0.2606236106512
+
+[augmentation]
+augment: True
+flip: True
+zoom: 0.08
+rotation: 20
+translation: 3
+
+
+[misc]
+multiprocess_load_augmentation: False
+save_every_n_epoch: 2
+n_workers_load_augmentation: 4