Image Classification on CIFAR-100F
87.46AccuracyDINO-B
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DINO-BBackbone=DINO-B, Approx.=original, Params.=86.58M, Transformation=Identity2024.10 | 87.46 | 24.42 | 2,315.5 | |
| DINO-BBackbone=DINO-B, Approx.=original, Params.=86.58M, Transformation=Linear2024.10 | 87.46 | 24.42 | 2,317.3 | |
| TOASTBackbone=ViT-L, Approx.=21 → 22, Params.=-11.55M, Transformation=Linear2024.10 | 86.72 | 61.11 | 1,269.2 | |
| TOASTBackbone=DINO-B, Approx.=0 → 1, Params.=-6.5M, Transformation=Linear2024.10 | 86.64 | 22.54 | 2,493.8 | |
| TOASTBackbone=ViT-L, Approx.=20 → 23, Params.=-34.64M, Transformation=Identity2024.10 | 86.61 | 55.62 | 1,381.2 | |
| TOASTBackbone=ViT-L, Approx.=20 → 23, Params.=-34.64M, Transformation=Linear2024.10 | 86.55 | 55.82 | 1,372.6 | |
| TOASTBackbone=ViT-L, Approx.=21 → 22, Params.=-11.55M, Transformation=Identity2024.10 | 86.55 | 60.9 | 1,270.7 | |
| TOASTBackbone=ViT-L, Approx.=20 → 22, Params.=-23.09M, Transformation=Linear2024.10 | 86.52 | 58.47 | 1,314.6 | |
| TOASTBackbone=ViT-L, Approx.=20 → 21, Params.=-11.55M, Transformation=Identity2024.10 | 86.44 | 60.9 | 1,268.5 | |
| TOASTBackbone=ViT-L, Approx.=20 → 21, Params.=-11.55M, Transformation=Linear2024.10 | 86.39 | 61.11 | 1,266.7 | |
| TOASTBackbone=ViT-L, Approx.=3 → 4, 21 → 23, Params.=-34.64M, Transformation=Linear2024.10 | 86.37 | 56.03 | 1,372.7 | |
| ViT-LBackbone=ViT-L, Approx.=original, Params.=304.35M, Transformation=Identity2024.10 | 86.32 | 63.54 | 1,223.1 | |
| ViT-LBackbone=ViT-L, Approx.=original, Params.=304.35M, Transformation=Linear2024.10 | 86.32 | 63.54 | 1,224.3 | |
| TOASTBackbone=ViT-L, Approx.=3 → 4, 20 → 23, Params.=-46.19M, Transformation=Linear2024.10 | 86.3 | 53.39 | 1,431 | |
| TOASTBackbone=ViT-L, Approx.=20 → 22, Params.=-23.09M, Transformation=Identity2024.10 | 86.3 | 58.26 | 1,317.5 | |
| TOASTBackbone=ViT-L, Approx.=3 → 4, 21 → 22, Params.=-23.09M, Transformation=Linear2024.10 | 86.2 | 58.67 | 1,317.6 | |
| TOASTBackbone=DINO-B, Approx.=2 → 3, Params.=-6.5M, Transformation=Linear2024.10 | 86.06 | 22.54 | 2,484.6 | |
| TOASTBackbone=ViT-L, Approx.=3 → 4, 19 → 23, Params.=-57.74M, Transformation=Linear2024.10 | 85.81 | 50.75 | 1,497.4 | |
| TOASTBackbone=ViT-L, Approx.=17 → 23, Params.=-69.28M, Transformation=Identity2024.10 | 85.32 | 47.7 | 1,578.8 | |
| TOASTBackbone=ViT-L, Approx.=3 → 4, 21 → 23, Params.=-34.64M, Transformation=Identity2024.10 | 84.86 | 55.62 | 1,376.7 | |
| TOASTBackbone=ViT-L, Approx.=3 → 4, 20 → 23, Params.=-46.19M, Transformation=Identity2024.10 | 84.68 | 52.98 | 1,445.2 | |
| TOASTBackbone=ViT-L, Approx.=3 → 4, 21 → 22, Params.=-23.09M, Transformation=Identity2024.10 | 84.58 | 58.26 | 1,315.8 | |
| TOASTBackbone=ViT-L, Approx.=17 → 23, Params.=-69.28M, Transformation=Linear2024.10 | 84.55 | 47.9 | 1,552.1 | |
| TOASTBackbone=ViT-L, Approx.=3 → 4, 19 → 23, Params.=-57.74M, Transformation=Identity2024.10 | 84.23 | 50.34 | 1,503.6 | |
| TOASTBackbone=DINO-B, Approx.=0 → 1, 2 → 3, Params.=-13M, Transformation=Linear2024.10 | 84.18 | 20.67 | 2,690.1 | |
| TOASTBackbone=ViT-L, Approx.=2 → 4, 18 → 23, Params.=-80.83M, Transformation=Linear2024.10 | 84.02 | 45.47 | 1,649.6 | |
| TOASTBackbone=DINO-B, Approx.=0 → 1, 2 → 3, 4 → 5, Params.=-19.5M, Transformation=Linear2024.10 | 79.06 | 18.8 | 2,922.6 | |
| TOASTBackbone=DINO-B, Approx.=0 → 1, Params.=-6.5M, Transformation=Identity2024.10 | 78.83 | 22.39 | 2,492.8 | |
| TOASTBackbone=ViT-L, Approx.=2 → 4, 18 → 23, Params.=-80.83M, Transformation=Identity2024.10 | 74.41 | 45.05 | 1,655.7 | |
| TOASTBackbone=DeiT-S, Approx.=9 → 11, Params.=-3.25M, Transformation=Identity2024.10 | 72.28 | 4.15 | 7,226.6 | |
| TOASTBackbone=DeiT-S, Approx.=9 → 11, Params.=-3.25M, Transformation=Linear2024.10 | 72.04 | 4.18 | 6,791.7 | |
| TOASTBackbone=DeiT-S, Approx.=9 → 10, Params.=-1.62M, Transformation=Identity2024.10 | 71.66 | 4.56 | 6,692.1 | |
| TOASTBackbone=DeiT-S, Approx.=9 → 10, Params.=-1.62M, Transformation=Linear2024.10 | 71.49 | 4.59 | 6,741.3 | |
| TOASTBackbone=DeiT-S, Approx.=8 → 9, Params.=-1.62M, Transformation=Identity2024.10 | 71.34 | 4.56 | 6,755.2 | |
| DeiT-SBackbone=DeiT-S, Approx.=original, Params.=21.81M, Transformation=Identity2024.10 | 70.92 | 4.97 | 6,349 | |
| DeiT-SBackbone=DeiT-S, Approx.=original, Params.=21.81M, Transformation=Linear2024.10 | 70.92 | 4.97 | 6,249.4 | |
| TOASTBackbone=DeiT-S, Approx.=8 → 9, Params.=-1.62M, Transformation=Linear2024.10 | 70.8 | 4.59 | 6,739.9 | |
| TOASTBackbone=DeiT-S, Approx.=3 → 4, 9 → 11, Params.=-4.88M, Transformation=Linear2024.10 | 70.64 | 3.8 | 7,713.7 | |
| TOASTBackbone=DeiT-S, Approx.=3 → 4, 9 → 11, Params.=-4.88M, Transformation=Identity2024.10 | 68.48 | 3.74 | 7,755.1 | |
| TOASTBackbone=DINO-B, Approx.=0 → 4, Params.=-26M, Transformation=Linear2024.10 | 62.25 | 16.47 | 3,204.9 | |
| TOASTBackbone=DINO-B, Approx.=2 → 3, Params.=-6.5M, Transformation=Identity2024.10 | 47.51 | 22.39 | 2,484.2 | |
| TOASTBackbone=DINO-B, Approx.=0 → 1, 2 → 3, Params.=-13M, Transformation=Identity2024.10 | 33.25 | 20.37 | 2,705.6 | |
| TOASTBackbone=DINO-B, Approx.=0 → 1, 2 → 3, 4 → 5, Params.=-19.5M, Transformation=Identity2024.10 | 29.05 | 18.34 | 2,943.1 | |
| TOASTBackbone=DINO-B, Approx.=0 → 4, Params.=-26M, Transformation=Identity2024.10 | 18.29 | 16.32 | 3,233.8 |