An implementation of ASPNet, proposed in ATTENTION-GUIDED SECOND-ORDER POOLING CONVOLUTIONAL NETWORKS by Shannan Chen, Qiule Sun, Cunhua Li, Jianxin Zhang, Qiang Zhang
Now ASPNet (20, 34, 56) are implemented and the code is modified based on SENet
python cifar.pyruns resnet20_ASP with Cifar10 and Cifar100 dataset.
- Python>=3.7
- PyTorch>=1.1
- torchvision>=0.4
To run cifar.py you need
pip install git+https://github.com/moskomule/homura
python cifar.py [--baseline]
| ResNet20 | SENet20 | ASPNet20 | ResNet32 | SENet32 | ASPNet32 | |
|---|---|---|---|---|---|---|
| test accuracy (cifar10) | 92.3% | 92.6% | 93.8% | 93.2% | 93.3% | 94.6% |
| test accuracy (cifar100) | 68.2% | 69.1% | 73.1% | 69.7% | 71.6% | 74.2% |
| SENet18 | ASPNet18 | SENet34 | ASPNet34 | |
|---|---|---|---|---|
| test accuracy (top1) | 70.59% | 72.16% | 73.69% | 74.83% |
If you have any questions or suggestions, please contact me ([email protected]).
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