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1cde6f6e65
* Add cutmix option * fix code style * add some annotations * add annotation about custom_hooks * check constraint of alpha > 0 * add test cutmix * fix code style * add cutmix to configs/models * add cutmix to configs/resnet * flake8 * empty
Deep Residual Learning for Image Recognition
Introduction
[ALGORITHM]
@inproceedings{he2016deep,
title={Deep residual learning for image recognition},
author={He, Kaiming and Zhang, Xiangyu and Ren, Shaoqing and Sun, Jian},
booktitle={Proceedings of the IEEE conference on computer vision and pattern recognition},
pages={770--778},
year={2016}
}
Results and models
Cifar10
| Model | Params(M) | Flops(G) | Top-1 (%) | Top-5 (%) | Config | Download |
|---|---|---|---|---|---|---|
| ResNet-18-b16x8 | 11.17 | 0.56 | 94.72 | config | model | log | |
| ResNet-34-b16x8 | 21.28 | 1.16 | 95.34 | config | model | log | |
| ResNet-50-b16x8 | 23.52 | 1.31 | 95.36 | config | model | log | |
| ResNet-101-b16x8 | 42.51 | 2.52 | 95.66 | config | model | log | |
| ResNet-152-b16x8 | 58.16 | 3.74 | 95.96 | config | model | log |
Cifar100
| Model | Params(M) | Flops(G) | Top-1 (%) | Top-5 (%) | Config | Download |
|---|---|---|---|---|---|---|
| ResNet-50-b16x8 | 23.71 | 1.31 | 80.51 | 95.27 | config | model | log |
ImageNet
| Model | Params(M) | Flops(G) | Top-1 (%) | Top-5 (%) | Config | Download |
|---|---|---|---|---|---|---|
| ResNet-18 | 11.69 | 1.82 | 70.07 | 89.44 | config | model | log |
| ResNet-34 | 21.8 | 3.68 | 73.85 | 91.53 | config | model | log |
| ResNet-50 | 25.56 | 4.12 | 76.55 | 93.15 | config | model | log |
| ResNet-101 | 44.55 | 7.85 | 78.18 | 94.03 | config | model | log |
| ResNet-152 | 60.19 | 11.58 | 78.63 | 94.16 | config | model | log |
| ResNetV1D-50 | 25.58 | 4.36 | 77.4 | 93.66 | config | model | log |
| ResNetV1D-101 | 44.57 | 8.09 | 78.85 | 94.38 | config | model | log |
| ResNetV1D-152 | 60.21 | 11.82 | 79.35 | 94.61 | config | model | log |