Image Classification on ImageNet 1k (Base/Pruned Accuracy, FLOPs, Throughput)
83.35Accuracy (Base)ToMe
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ToMeBackbone=LV-ViT-S2026.05 | 83.35 | 79.8 | -3.55 | -46.97 | 34.28 | |
| ATSBackbone=LV-ViT-S2026.05 | 83.35 | 80.4 | -2.95 | -45.45 | — | |
| ZeroTPruneBackbone=LV-ViT-S2026.05 | 83.35 | 81.5 | -1.85 | -46.97 | — | |
| ASAPBackbone=LV-ViT-S2026.05 | 83.35 | 82.57 | -0.78 | -46.97 | 35.66 | |
| DynamicViTBackbone=DeiT-Base2026.05 | 81.8 | 81.3 | -0.5 | -34.09 | 38.01 | |
| ToMeBackbone=DeiT-Base2026.05 | 81.8 | 80.68 | -1.12 | -34.09 | 38.01 | |
| PPTBackbone=DeiT-Base2026.05 | 81.8 | 80.3 | -1.5 | -32.95 | 12.61 | |
| ASAP (prun.)Backbone=DeiT-Base2026.05 | 81.8 | 81.33 | -0.47 | -36.36 | 48.45 | |
| ASAP (w/o accumulation)Backbone=DeiT-Base2026.05 | 81.8 | 79.43 | -2.37 | -34.13 | 43.74 | |
| ASAP (pool.)Backbone=DeiT-Base2026.05 | 81.8 | 81.68 | -0.12 | -35.23 | 48.21 | |
| ToMeBackbone=ViT-AugReg2026.05 | 81.41 | 79.3 | -2.11 | -38.54 | 21.43 | |
| ATSBackbone=ViT-AugReg2026.05 | 81.41 | 79.21 | -2.2 | -38.9 | — | |
| ZeroTPruneBackbone=ViT-AugReg2026.05 | 81.41 | 80.22 | -1.19 | -38.68 | — | |
| ASAPBackbone=ViT-AugReg2026.05 | 81.41 | 80.98 | -0.43 | -39.12 | 19.37 | |
| ToMeBackbone=DeiT-Small2026.05 | 79.8 | 79.1 | -0.7 | -39.13 | 27.78 | |
| PPTBackbone=DeiT-Small2026.05 | 79.8 | 79.24 | -0.56 | -39.13 | 20.22 | |
| ATSBackbone=DeiT-Small2026.05 | 79.8 | 79.2 | -0.6 | -34.78 | 25.67 | |
| ZeroTPruneBackbone=DeiT-Small2026.05 | 79.8 | 79.4 | -0.4 | -34.78 | 26.89 | |
| ASAPBackbone=DeiT-Small2026.05 | 79.8 | 79.67 | -0.13 | -39.13 | 20.88 | |
| ToMeBackbone=DeiT-Tiny2026.05 | 72.2 | 71.15 | -1.05 | -38.46 | 17.58 | |
| PPTBackbone=DeiT-Tiny2026.05 | 72.2 | 71.58 | -0.62 | -38.46 | 10.3 | |
| ZeroTPruneBackbone=DeiT-Tiny2026.05 | 72.2 | 70.4 | -1.8 | -30.77 | — | |
| ASAPBackbone=DeiT-Tiny2026.05 | 72.2 | 71.63 | -0.57 | -38.46 | 14.98 |