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Inception-BN Network

The model is hosted on http://data.dmlc.ml, you can download by

wget http://data.dmlc.ml/mxnet/models/imagenet/inception-bn.tar.gz

The compressed file contains:

  • synset.txt: prediction label/text mapping
  • Inception-BN-symbol.json: symbolic network
  • Inception-BN-0126.params: network parameter

This model is a pretrained model on ILSVRC2012[1] dataset. It is able to achieve 72.5% Top-1 Accuracy and 90.8% Top-5 accuracy on ILSVRC2012-Validation Set.

Single image prediction memory requirement: 10MB

Reference:

[1] Russakovsky, Olga, et al. "Imagenet large scale visual recognition challenge." International Journal of Computer Vision (2014): 1-42.

[2] Ioffe, Sergey, and Christian Szegedy. "Batch normalization: Accelerating deep network training by reducing internal covariate shift." arXiv preprint arXiv:1502.03167 (2015).