This implementation of resnet and its variants is designed to be straightforward and friendly to new ResNet users. You can train a resnet on cifar10 by downloading and running the code. ####If you like the code, please star it! You are welcome to post questions and suggestions on my github. in this repo i implemented Identity Mappings introduce by microsoft researchers. and i also implemented new res block resnet with elu.
IMPORTANT PAPERS
- https://arxiv.org/pdf/1512.03385.pdf (orginal resnet paper)
- https://arxiv.org/pdf/1603.05027.pdf (Identity Mappings)
- https://arxiv.org/pdf/1604.04112.pdf (resnet with elu)
- https://arxiv.org/pdf/1502.01852.pdf (weight initialization)
- https://arxiv.org/pdf/1502.03167.pdf (Batch Normalization)
- https://arxiv.org/abs/1409.5185 (data augmentation)