Image Classification on CIFAR10 (test) (Top-1 Error & Efficiency)
6.31Top-1 ErrorHinge
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| HingeEpoch=300, Backbone=ResNet562022.05 | 6.31 | 0.5 | 0.4873 | |
| Random PruningEpoch=50, Backbone=ResNet562022.05 | 6.52 | 0.5103 | 0.5508 | |
| GAL-0.5Epoch=100, Backbone=ResNet562022.05 | 6.62 | 0.634 | 0.882 | |
| SFPEpoch=300, Backbone=ResNet562022.05 | 6.65 | 0.474 | — | |
| FPGMEpoch=200, Backbone=ResNet562022.05 | 6.74 | 0.474 | — | |
| KSEEpoch=200, Backbone=ResNet562022.05 | 6.77 | 0.48 | 0.4527 | |
| CaPBackbone=ResNet562022.05 | 6.78 | 0.502 | — | |
| [28]Epoch=40, Backbone=ResNet562022.05 | 6.94 | 0.624 | 0.863 | |
| NISPBackbone=ResNet562022.05 | 6.99 | 0.5639 | 0.574 | |
| ENCBackbone=ResNet562022.05 | 7 | 0.5 | — | |
| AMCBackbone=ResNet562022.05 | 8.1 | 0.5 | — |