Image Classification on ImageNet (val) (Pruning Accuracy & FLOPs Reduction)
76.15Top-1 Accuracy BaselineFPGM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FPGMBackbone=ResNet50, Training-Free=false2026.06 | 76.15 | 74.83 | 1.32 | 53.5 | |
| DGNetBackbone=ResNet50, Training-Free=false2026.06 | 76.13 | 75.12 | 1.01 | 67.9 | |
| HASTEBackbone=ResNet50, Training-Free=true, L=282026.06 | 76.13 | 73.04 | 3.09 | 18.58 | |
| HASTEBackbone=ResNet50, Training-Free=true, L=362026.06 | 76.13 | 74.77 | 1.36 | 15.68 | |
| FPGMBackbone=ResNet34, Training-Free=false2026.06 | 73.92 | 72.54 | 1.38 | 41.1 | |
| LCCNBackbone=ResNet34, Training-Free=false2026.06 | 73.42 | 72.99 | 0.43 | 24.8 | |
| DGNetBackbone=ResNet34, Training-Free=false2026.06 | 73.31 | 71.95 | 1.36 | 67.2 | |
| HASTEBackbone=ResNet34, Training-Free=true, L=162026.06 | 73.31 | 70.31 | 3 | 22.65 | |
| HASTEBackbone=ResNet34, Training-Free=true, L=202026.06 | 73.31 | 72.06 | 1.25 | 18.69 | |
| FTWTBackbone=ResNet34, Training-Free=false2026.06 | 73.3 | 72.17 | 1.13 | 47.42 | |
| PFECBackbone=ResNet34, Training-Free=false2026.06 | 73.23 | 72.09 | 1.14 | 24.2 | |
| FBSBackbone=ResNet18, Training-Free=false2026.06 | 70.71 | 68.17 | 2.54 | 49.49 | |
| FPGMBackbone=ResNet18, Training-Free=false2026.06 | 70.28 | 68.34 | 1.94 | 41.8 | |
| LCCNBackbone=ResNet18, Training-Free=false2026.06 | 69.98 | 66.33 | 3.65 | 34.6 | |
| DynConvBackbone=ResNet18, Training-Free=false2026.06 | 69.76 | 66.97 | 2.79 | 41.5 | |
| FTWTBackbone=ResNet18, Training-Free=false2026.06 | 69.76 | 67.49 | 2.27 | 51.56 | |
| HASTEBackbone=ResNet18, Training-Free=true, L=162026.06 | 69.76 | 66.97 | 2.79 | 18.28 | |
| HASTEBackbone=ResNet18, Training-Free=true, L=202026.06 | 69.76 | 68.64 | 1.12 | 15.1 |