Image Classification on CIFAR100 (test) (Accuracy vs Corruption Level 0-90%)
81.66Top-1 Accuracy (0% Corruption)MergeMix
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| MergeMixBackbone=ViT-Small, Training Epochs=200, Token Merging (ToMe)=true2025.10 | 81.66 | 77.45 | 78.25 | 78.26 | 74.85 | 72.02 | 69.7 | 67.81 | 67.8 | 60.56 | |
| MergeMixBackbone=ViT-Small, Training Epochs=200, Token Merging (ToMe)=false2025.10 | 81.29 | 75.38 | 73.41 | 69.36 | 61.02 | 51.73 | 52.52 | 62.14 | 64.83 | 57.21 | |
| AutoMixBackbone=DeiT-Tiny, Training Epochs=200, Token Merging (tome)=false2025.10 | 81.12 | 78.37 | 78.4 | 78.16 | 77.65 | 77.09 | 74.63 | 71.64 | 67.52 | 55.61 | |
| MergeMixBackbone=DeiT-Tiny, Training Epochs=200, Token Merging (tome)=true2025.10 | 81.12 | 79.49 | 78.96 | 78.57 | 77.81 | 76.65 | 74.89 | 72.58 | 67.24 | 58.32 | |
| MergeMixBackbone=DeiT-Tiny, Training Epochs=200, Token Merging (tome)=false2025.10 | 80.88 | 75.19 | 69.71 | 68.72 | 69.33 | 70.17 | 69.36 | 68.2 | 63.49 | 51.72 | |
| TransMixBackbone=DeiT-Tiny, Training Epochs=200, Token Merging (tome)=false2025.10 | 80.66 | 79.77 | 75.33 | 73.6 | 70.98 | 69.95 | 63.2 | 40.02 | 25.28 | 9.77 | |
| Attentive-CutMixBackbone=DeiT-Tiny, Training Epochs=200, Token Merging (tome)=false2025.10 | 80.27 | 79.13 | 77.94 | 76.98 | 75.45 | 71.01 | 57.75 | 33.1 | 12.03 | 4.02 | |
| MixProBackbone=DeiT-Tiny, Training Epochs=200, Token Merging (tome)=false2025.10 | 80.14 | 79.61 | 78.78 | 77.06 | 74.81 | 71.18 | 64.25 | 50.75 | 26.8 | 5.19 | |
| PuzzleMixBackbone=DeiT-Tiny, Training Epochs=200, Token Merging (tome)=false2025.10 | 79.97 | 78.18 | 77.36 | 76.04 | 73.74 | 70.74 | 65.83 | 56.75 | 40.43 | 19.41 | |
| MixProBackbone=ViT-Small, Training Epochs=200, Token Merging (ToMe)=false2025.10 | 79.91 | 78.37 | 75.36 | 72.08 | 68.37 | 57.48 | 37.08 | 21.62 | 11.87 | 3.69 | |
| DeiTBackbone=DeiT-Tiny, Training Epochs=200, Token Merging (tome)=false2025.10 | 79.8 | 78.2 | 77.29 | 75.83 | 74.59 | 72.31 | 69.05 | 60.18 | 38.55 | 12.53 | |
| CutMixBackbone=DeiT-Tiny, Training Epochs=200, Token Merging (tome)=false2025.10 | 79.58 | 78.64 | 77.1 | 75.83 | 72.96 | 70.25 | 64.4 | 54.39 | 35.82 | 14.08 | |
| SMMixBackbone=ViT-Small, Training Epochs=200, Token Merging (ToMe)=false2025.10 | 79.32 | 77.84 | 76.6 | 75.41 | 73 | 68.1 | 58.89 | 45.07 | 23.25 | 4.59 | |
| SMMixBackbone=DeiT-Tiny, Training Epochs=200, Token Merging (tome)=false2025.10 | 78.62 | 77.78 | 76.51 | 74.78 | 71.25 | 64.17 | 47.28 | 24.72 | 7.12 | 2.19 | |
| TransMixBackbone=ViT-Small, Training Epochs=200, Token Merging (ToMe)=false2025.10 | 78.37 | 76.29 | 75.86 | 75.58 | 74.79 | 73.19 | 70.81 | 68.18 | 62.29 | 51.09 | |
| Attentive-CutMixBackbone=ViT-Small, Training Epochs=200, Token Merging (ToMe)=false2025.10 | 78.26 | 72.49 | 67.52 | 63.83 | 60.76 | 54.93 | 38.05 | 27.75 | 32.2 | 31.66 | |
| PuzzleMixBackbone=ViT-Small, Training Epochs=200, Token Merging (ToMe)=false2025.10 | 78.01 | 76.42 | 75.54 | 74.61 | 73.99 | 71.46 | 68.23 | 63.24 | 51.51 | 26.25 | |
| AutoMixBackbone=ViT-Small, Training Epochs=200, Token Merging (ToMe)=false2025.10 | 77.52 | 76.74 | 75.14 | 72.95 | 69.71 | 66.76 | 62.59 | 59 | 49.01 | 27.45 | |
| DeiTBackbone=ViT-Small, Training Epochs=200, Token Merging (ToMe)=false2025.10 | 77.5 | 75.99 | 75.8 | 74.57 | 73.8 | 71.73 | 67.23 | 58.4 | 43.49 | 19.94 | |
| FMixBackbone=DeiT-Tiny, Training Epochs=200, Token Merging (tome)=false2025.10 | 77.14 | 76.01 | 74.62 | 73.33 | 71.27 | 67.72 | 63.17 | 56.18 | 42.12 | 17.32 | |
| GridMixBackbone=DeiT-Tiny, Training Epochs=200, Token Merging (tome)=false2025.10 | 76.13 | 73.79 | 71.94 | 69.36 | 66.36 | 62.34 | 56.02 | 47.3 | 32.52 | 14.35 | |
| CutMixBackbone=ViT-Small, Training Epochs=200, Token Merging (ToMe)=false2025.10 | 76.13 | 73.77 | 72.93 | 71.92 | 70.32 | 68.32 | 65.48 | 59.3 | 43.11 | 17.04 | |
| SaliencyMixBackbone=DeiT-Tiny, Training Epochs=200, Token Merging (tome)=false2025.10 | 75.41 | 74.63 | 73.57 | 72.14 | 69.47 | 65.05 | 58.08 | 44.82 | 24.14 | 7.03 | |
| MixUpBackbone=ViT-Small, Training Epochs=200, Token Merging (ToMe)=false2025.10 | 73.67 | 71.84 | 70.8 | 69.07 | 66.75 | 63.52 | 58.21 | 48.68 | 28.72 | 8.01 | |
| SaliencyMixBackbone=ViT-Small, Training Epochs=200, Token Merging (ToMe)=false2025.10 | 73.5 | 72.12 | 71.88 | 71.21 | 69.97 | 67.62 | 63.03 | 53.12 | 33.27 | 11.06 | |
| MixUpBackbone=DeiT-Tiny, Training Epochs=200, Token Merging (tome)=false2025.10 | 73.06 | 70.52 | 68.45 | 65.39 | 61.27 | 53.55 | 42.8 | 29.77 | 16.01 | 5.01 | |
| ResizeMixBackbone=DeiT-Tiny, Training Epochs=200, Token Merging (tome)=false2025.10 | 72.93 | 71.82 | 70.53 | 69.67 | 67.77 | 65.22 | 59.87 | 50.26 | 31.26 | 9.72 | |
| FMixBackbone=ViT-Small, Training Epochs=200, Token Merging (ToMe)=false2025.10 | 71.27 | 68.52 | 66.49 | 65.78 | 65 | 62.31 | 57.8 | 48.98 | 30.09 | 6.19 | |
| GridMixBackbone=ViT-Small, Training Epochs=200, Token Merging (ToMe)=false2025.10 | 67.99 | 66.48 | 65.6 | 64.21 | 62.54 | 60.4 | 56.98 | 50.02 | 34.62 | 9.74 | |
| ResizeMixBackbone=ViT-Small, Training Epochs=200, Token Merging (ToMe)=false2025.10 | 66.69 | 66.9 | 62.8 | 58.15 | 47 | 36.15 | 36.49 | 33.07 | 10.97 | 2.06 | |
| VanillaBackbone=DeiT-Tiny, Training Epochs=200, Token Merging (tome)=false2025.10 | 66.68 | 64.54 | 62.57 | 60.2 | 56.96 | 51.41 | 40.32 | 27.75 | 13.25 | 4.99 | |
| VanillaBackbone=ViT-Small, Training Epochs=200, Token Merging (ToMe)=false2025.10 | 66.24 | 62.51 | 60.37 | 58.59 | 56.68 | 53.61 | 49.7 | 39.7 | 22.6 | 7.55 |