Image Classification on CIFAR-100+ (test)
17.18Error RateDenseNet-BC
Evaluation results
| Method | Links | |
|---|---|---|
| DenseNet-BCGrowth Rate (k)=40, Depth=190, Params=25.6M2016.08 | 17.18 | |
| DenseNet-BCGrowth Rate (k)=24, Depth=250, Params=15.3M2016.08 | 17.6 | |
| DenseNetGrowth Rate (k)=24, Depth=100, Params=27.2M2016.08 | 19.25 | |
| DenseNetGrowth Rate (k)=12, Depth=100, Params=7.0M2016.08 | 20.2 | |
| Wide ResNetDepth=28, Params=36.5M2016.08 | 20.5 | |
| Wide ResNetDepth=16, Params=11.0M2016.08 | 22.07 | |
| DenseNet-BCGrowth Rate (k)=12, Depth=100, Params=0.8M2016.08 | 22.27 | |
| ResNet (pre-activation)Depth=1001, Params=10.2M2016.08 | 22.71 | |
| FractalNetDepth=21, Params=38.6M2016.08 | 23.3 | |
| FractalNet with Dropout/Drop-pathDepth=21, Params=38.6M2016.08 | 23.73 | |
| ResNet (pre-activation)Depth=164, Params=1.7M2016.08 | 24.33 | |
| DenseNetGrowth Rate (k)=12, Depth=40, Params=1.0M2016.08 | 24.42 | |
| ResNet with Stochastic DepthDepth=110, Params=1.7M2016.08 | 24.58 | |
| ResNet (reported by [13])Depth=110, Params=1.7M2016.08 | 27.22 | |
| Highway NetworkDepth=-, Params=-2016.08 | 32.39 | |
| All-CNNDepth=-, Params=-2016.08 | 33.71 |