Image Classification on ImageNet (val) (Top-1, SR, FLOPS)
83.47Top-1 AccuracyMDP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MDPPruning ratio=54%, Device=NVIDIA V100, Batch size=2562025.04 | 83.47 | — | — | 1.87 | |
| DEIT-BDevice=NVIDIA V100, Batch size=2562025.04 | 83.36 | — | — | 1 | |
| SWIN-BDevice=NVIDIA V100, Batch size=2562025.04 | 83.3 | — | — | 0.95 | |
| NVIT-BDevice=NVIDIA V100, Batch size=2562025.04 | 83.29 | — | — | 1.86 | |
| MDPPruning ratio=50%, Device=NVIDIA V100, Batch size=2562025.04 | 83.29 | — | — | 2.03 | |
| SWIN-SDevice=NVIDIA V100, Batch size=2562025.04 | 83 | — | — | 1.49 | |
| NVIT-HDevice=NVIDIA V100, Batch size=2562025.04 | 82.95 | — | — | 2.01 | |
| S2VITE-B-40Device=NVIDIA V100, Batch size=2562025.04 | 82.92 | — | — | 1.33 | |
| AUTOFMER-BDevice=NVIDIA V100, Batch size=2562025.04 | 82.9 | — | — | 1.34 | |
| MDPPruning ratio=39%, Device=NVIDIA V100, Batch size=2562025.04 | 82.65 | — | — | 2.73 | |
| SAVIT-HDevice=NVIDIA V100, Batch size=2562025.04 | 82.54 | — | — | 1.55 | |
| ISOMORPHIC-SDevice=NVIDIA V100, Batch size=2562025.04 | 82.41 | — | — | 2.56 | |
| NVIT-SDevice=NVIDIA V100, Batch size=2562025.04 | 82.19 | — | — | 2.52 | |
| EVIT-BDevice=NVIDIA V100, Batch size=2562025.04 | 82.1 | — | — | 1.59 | |
| PVTV2-B2Device=NVIDIA V100, Batch size=2562025.04 | 82 | — | — | 2.21 | |
| SAVIT-SDevice=NVIDIA V100, Batch size=2562025.04 | 81.66 | — | — | 2.05 | |
| SWIN-TDevice=NVIDIA V100, Batch size=2562025.04 | 81.3 | — | — | 2.58 | |
| DEIT-SDevice=NVIDIA V100, Batch size=2562025.04 | 81.2 | — | — | 2.44 | |
| CROSSVIT-SDevice=NVIDIA V100, Batch size=2562025.04 | 81 | — | — | 2.55 | |
| MDPPruning ratio=19%, Device=NVIDIA V100, Batch size=2562025.04 | 78.21 | — | — | 5.57 | |
| SUBP(1x16)Backbone=ResNet-50, PT=false, Epochs=250, FLOPS=2.0G2023.10 | 77.6 | 45.5 | — | — | |
| ISOMORPHIC-TDevice=NVIDIA V100, Batch size=2562025.04 | 77.5 | — | — | 5.2 | |
| CHEXBackbone=ResNet-50, PT=false, Epochs=250, FLOPS=2.0G2023.10 | 77.4 | 35.8 | — | — | |
| SUBP(1x32)Backbone=ResNet-50, PT=false, Epochs=250, FLOPS=2.0G2023.10 | 77.4 | 45.5 | — | — | |
| CafeNetBackbone=ResNet-50, PT=false, Epochs=300, FLOPS=2.0G2023.10 | 76.9 | 27.8 | — | — | |
| SUBP(1x16)Backbone=ResNet-50, PT=false, Epochs=250, FLOPS=1.0G2023.10 | 76.3 | 68.3 | — | — | |
| NVIT-TDevice=NVIDIA V100, Batch size=2562025.04 | 76.21 | — | — | 4.97 | |
| TASBackbone=ResNet-50, PT=false, Epochs=2402023.10 | 76.2 | 43.5 | — | — | |
| SCOPBackbone=ResNet-50, PT=true, Epochs=2302023.10 | 76 | 42.8 | — | — | |
| CHEXBackbone=ResNet-50, PT=false, Epochs=250, FLOPS=1.0G2023.10 | 76 | 67.1 | — | — | |
| SUBP(1x32)Backbone=ResNet-50, PT=false, Epochs=250, FLOPS=1.0G2023.10 | 76 | 68.3 | — | — | |
| AUTOFMER-TDevice=NVIDIA V100, Batch size=2562025.04 | 75.7 | — | — | 4.59 | |
| SCPBackbone=ResNet-50, PT=false, Epochs=2002023.10 | 75.3 | — | — | — | |
| ResRepBackbone=ResNet-50, PT=true, Epochs=2702023.10 | 75.3 | — | — | — | |
| CafeNetBackbone=ResNet-50, PT=false, Epochs=300, FLOPS=1.0G2023.10 | 75.3 | 52.9 | — | — | |
| AdaptDCPBackbone=ResNet-50, PT=true, Epochs=2102023.10 | 75.2 | 51.5 | — | — | |
| HrankBackbone=ResNet-50, PT=true, Epochs=5702023.10 | 75 | 36.7 | — | — | |
| C-SGDBackbone=ResNet-50, PT=true2023.10 | 74.9 | 42.8 | — | — | |
| DSABackbone=ResNet-50, PT=false, Epochs=1202023.10 | 74.7 | — | — | — | |
| HingeBackbone=ResNet-50, PT=true2023.10 | 74.7 | — | — | — | |
| DSNetBackbone=ResNet-50, PT=false, Epochs=1502023.10 | 74.6 | — | — | — | |
| TaylorBackbone=ResNet-50, PT=true2023.10 | 74.5 | 44.3 | — | — | |
| LFPCBackbone=ResNet-50, PT=true, Epochs=2352023.10 | 74.5 | — | — | — | |
| DEIT-TDevice=NVIDIA V100, Batch size=2562025.04 | 74.5 | — | — | 5.18 | |
| PolarizeBackbone=ResNet-50, PT=true, Epochs=2482023.10 | 74.2 | — | — | — | |
| EagleEyeBackbone=ResNet-50, PT=false, Epochs=2402023.10 | 74.2 | 69.4 | — | — | |
| DMCPBackbone=ResNet-50, PT=false, Epochs=1502023.10 | 74.1 | 43.6 | — | — | |
| SUBP(1x16)Backbone=ResNet-34, PT=false, Epochs=2502023.10 | 73.7 | 43.8 | — | — | |
| SUBP(1x32)Backbone=ResNet-34, PT=false, Epochs=2502023.10 | 73.6 | 43.8 | — | — | |
| CHEXBackbone=ResNet-34, PT=false, Epochs=2502023.10 | 73.5 | 29.2 | — | — | |
| CURLBackbone=ResNet-50, PT=true, Epochs=1902023.10 | 73.4 | 73.8 | — | — | |
| MetaPruneBackbone=ResNet-50, PT=false, Epochs=1602023.10 | 73.4 | 53.5 | — | — | |
| CafeNetBackbone=ResNet-34, PT=false, Epochs=3002023.10 | 73.1 | 21.1 | — | — | |
| NPPMBackbone=ResNet-34, PT=true, Epochs=3902023.10 | 73 | — | — | — | |
| GFSBackbone=ResNet-34, PT=true, Epochs=2402023.10 | 72.9 | 32.5 | — | — | |
| TaylorBackbone=ResNet-34, PT=true2023.10 | 72.8 | 21.1 | — | — | |
| DMCBackbone=ResNet-34, PT=true, Epochs=4902023.10 | 72.6 | — | — | — | |
| SCOPBackbone=ResNet-34, PT=true, Epochs=2302023.10 | 72.6 | 45.6 | — | — | |
| FPGMBackbone=ResNet-34, PT=true, Epochs=2002023.10 | 72.5 | 49.1 | — | — | |
| GALBackbone=ResNet-50, PT=true, Epochs=1502023.10 | 72 | 16.8 | — | — | |
| SFPBackbone=ResNet-34, PT=true, Epochs=2002023.10 | 71.8 | 49.1 | — | — | |
| SSSBackbone=ResNet-50, PT=false, Epochs=1002023.10 | 71.8 | 38.8 | — | — | |
| SUBP(1x32)Backbone=MobileNetV1, PT=false, Epochs=2502023.10 | 71.1 | 40 | — | — | |
| SUBP(1x16)Backbone=MobileNetV1, PT=false, Epochs=2502023.10 | 70.8 | 40 | — | — | |
| MetaPruningBackbone=MobileNetV1, Epochs=3202023.10 | 70.6 | 50.9 | — | — | |
| AMCBackbone=MobileNetV1, PT=true2023.10 | 70.5 | — | — | — | |
| SUBP(1x16)Backbone=ResNet-18, PT=false, Epochs=2502023.10 | 69.9 | 44.1 | — | — | |
| SUBP(1x32)Backbone=ResNet-18, PT=false, Epochs=2502023.10 | 69.7 | 44.1 | — | — | |
| CHEXBackbone=ResNet-18, PT=false, Epochs=2502023.10 | 69.6 | 38.7 | — | — | |
| SCOPBackbone=ResNet-18, PT=true, Epochs=2302023.10 | 69.2 | 39.3 | — | — | |
| NetAdaptBackbone=MobileNetV1, PT=true2023.10 | 69.1 | — | — | — | |
| DMCPBackbone=ResNet-18, PT=false, Epochs=1502023.10 | 69 | 17.6 | — | — | |
| FPGMBackbone=ResNet-18, PT=true, Epochs=2002023.10 | 68.4 | 47.6 | — | — | |
| 0.75xBackbone=MobileNetV1, PT=false2023.10 | 68.4 | 38.1 | — | — | |
| PFPBackbone=ResNet-18, PT=true, Epochs=2702023.10 | 67.4 | 43.8 | — | — | |
| SFPBackbone=ResNet-18, PT=true, Epochs=2002023.10 | 67.1 | 47.6 | — | — |