Image Classification on ImageNet (val) (Baseline vs Pruned Accuracy & FLOPs Reduction)
81.4Top-1 Accuracy (Baseline)Swin-T
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Swin-TArch.=Swin-T2024.07 | 81.4 | — | — | 4.49 | — | |
| X-PrunerArch.=Swin-T2024.07 | 81.4 | 80.7 | -0.7 | 3.2 | — | |
| STEPArch.=Swin-T2024.07 | 81.4 | 77.2 | -4.2 | 3.5 | — | |
| PASSArch.=Swin-T2024.07 | 81.4 | 80.9 | -0.5 | 3.4 | — | |
| ViT-B/16Arch.=ViT-B/162024.07 | 81.07 | — | — | 17.6 | — | |
| DepGraphArch.=ViT-B/162024.07 | 81.07 | 79.17 | -1.9 | 10.4 | — | |
| PASSArch.=ViT-B/162024.07 | 81.07 | 79.77 | -1.3 | 10.7 | — | |
| VIT-B/16Arch.=ViT-B/162023.01 | 81.07 | — | — | — | 17.6 | |
| DepGraph+EMAArch.=ViT-B/162023.01 | 81.07 | 79.58 | -1.39 | — | 10.4 | |
| DepGraphArch.=ViT-B/162023.01 | 81.07 | 79.17 | -1.9 | — | 10.4 | |
| GFPArch.=ResNeXt-502024.07 | 77.97 | 77.53 | -0.44 | 2.11 | — | |
| GFPArch.=NeXt-502023.01 | 77.97 | 77.53 | -0.44 | — | 2.11 | |
| CP-ViTArch.=ViT-B/162023.01 | 77.91 | 77.36 | -0.55 | — | 11.7 | |
| ResNeXt-50Arch.=ResNeXt-502024.07 | 77.62 | — | — | 4.27 | — | |
| DepGraphArch.=ResNeXt-502024.07 | 77.62 | 76.48 | -1.14 | 2.09 | — | |
| PASSArch.=ResNeXt-502024.07 | 77.62 | 77.21 | -0.41 | 2.01 | — | |
| ResNeXt-50Arch.=NeXt-502023.01 | 77.62 | — | — | — | 4.27 | |
| DepGraphArch.=NeXt-502023.01 | 77.62 | 76.48 | -1.14 | — | 2.09 | |
| SSSArch.=ResNeXt-502024.07 | 77.57 | 74.98 | -2.59 | 2.43 | — | |
| SSSArch.=NeXt-502023.01 | 77.57 | 74.98 | -2.59 | — | 2.43 | |
| TASArch.=ResNet-502023.01 | 77.46 | 76.2 | -1.26 | — | 2.31 | |
| GFPArch.=ResNet-502023.01 | 76.79 | 76.42 | -0.37 | — | 2.04 | |
| TaylorArch.=ResNet-502023.01 | 76.18 | 74.5 | -1.68 | — | 2.25 | |
| ResNet-50Arch.=ResNet-502023.01 | 76.15 | — | — | — | 4.13 | |
| SFPArch.=ResNet-502023.01 | 76.15 | 74.61 | -1.54 | — | 2.4 | |
| FPGMArch.=ResNet-502023.01 | 76.15 | 75.5 | -0.65 | — | 2.38 | |
| CCPArch.=ResNet-502023.01 | 76.15 | 75.5 | -0.65 | — | 2.11 | |
| DepGraphArch.=ResNet-502023.01 | 76.15 | 75.83 | -0.32 | — | 1.99 | |
| GReg-2Arch.=ResNet-502023.01 | 76.13 | 75.36 | -0.77 | — | 2.77 | |
| SSSArch.=ResNet-502023.01 | 76.12 | 74.18 | -1.94 | — | 2.82 | |
| AutoSlimArch.=ResNet-502023.01 | 76.1 | 75.6 | -0.5 | — | 2 | |
| SlimableArch.=ResNet-502023.01 | 76.1 | 74.9 | -1.2 | — | 2.3 | |
| GFPArch.=Mob-v22023.01 | 75.74 | 69.16 | -6.58 | — | 0.15 | |
| AOFP-C1Arch.=ResNet-502023.01 | 75.34 | 75.63 | 0.29 | — | 2.58 | |
| MetaArch.=Mob-v22023.01 | 74.7 | 68.2 | -6.5 | — | 0.14 | |
| DenseNet-121Arch.=DenseNet-1212023.01 | 74.44 | — | — | — | 2.86 | |
| DepGraph-1.38GArch.=DenseNet-1212023.01 | 74.44 | 73.98 | -0.46 | — | 1.37 | |
| DepGraph-0.58GArch.=DenseNet-1212023.01 | 74.44 | 70.13 | -4.31 | — | 0.57 | |
| PSP-1.38GArch.=DenseNet-1212023.01 | 74.35 | 74.05 | -0.3 | — | 1.38 | |
| PSP-0.58GArch.=DenseNet-1212023.01 | 74.35 | 70.34 | -4.01 | — | 0.58 | |
| SFPBackbone=ResNet34, Dynamic=N2021.10 | 73.92 | 71.83 | 2.09 | 41.1 | — | |
| FPGMBackbone=ResNet34, Dynamic=N2021.10 | 73.92 | 72.54 | 1.38 | 41.1 | — | |
| LCCLBackbone=ResNet34, Dynamic=Y2021.10 | 73.42 | 72.99 | 0.43 | 24.8 | — | |
| TaylorBackbone=ResNet34, Dynamic=N2021.10 | 73.31 | 72.83 | 0.48 | 22.25 | — | |
| FTWTBackbone=ResNet34, Dynamic=Y, r=0.972021.10 | 73.3 | 73.25 | 0.05 | 25.86 | — | |
| FTWTBackbone=ResNet34, Dynamic=Y, r=0.952021.10 | 73.3 | 72.79 | 0.51 | 37.77 | — | |
| FTWTBackbone=ResNet34, Dynamic=Y, r=0.932021.10 | 73.3 | 72.17 | 1.13 | 47.42 | — | |
| ResNet18Backbone=ResNet34, Dynamic=N2021.10 | 73.3 | 69.76 | 3.54 | 50.04 | — | |
| FTWTBackbone=ResNet34, Dynamic=Y, r=0.922021.10 | 73.3 | 71.71 | 1.59 | 52.24 | — | |
| ThiNetArch.=ResNet-502023.01 | 72.88 | 72.04 | -0.84 | — | 2.44 | |
| Mob-v2Arch.=Mob-v22023.01 | 71.87 | — | — | — | 0.33 | |
| DepGraphArch.=Mob-v22023.01 | 71.87 | 68.46 | -3.41 | — | 0.15 | |
| FBSBackbone=ResNet18, Dynamic=Y2021.10 | 70.7 | 68.2 | 2.5 | 49.49 | — | |
| SFPBackbone=ResNet18, Dynamic=N2021.10 | 70.28 | 67.1 | 3.18 | 41.8 | — | |
| LCCLBackbone=ResNet18, Dynamic=Y2021.10 | 69.98 | 66.33 | 3.65 | 34.6 | — | |
| FTWTBackbone=ResNet18, Dynamic=Y, r=0.912021.10 | 69.76 | 67.49 | 2.27 | 51.56 | — | |
| MobileNetV1-75Backbone=MobileNetV1, Dynamic=N2021.10 | 69.76 | 67 | 2.76 | 42.85 | — | |
| PFP-BBackbone=ResNet18, Dynamic=N2021.10 | 69.74 | 65.65 | 4.09 | 43.12 | — | |
| FTWTBackbone=MobileNetV1, Dynamic=Y, r=12021.10 | 69.57 | 69.66 | -0.09 | 41.07 | — | |
| NetAdaptArch.=Mob-v22023.01 | — | 70 | — | — | 0.24 |