Out-of-Distribution Detection on OpenOOD ImageNet-1K v1 (test)
93.5SSB-HardASH
Evaluation results
| Method | Links | ||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ASHBackbone=ViT-B-162026.02 | 93.5 | — | — | 95.37 | 97.02 | 98.5 | 94.79 | 95.84 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SCALEBackbone=ViT-B-162026.02 | 92.35 | — | — | 94.66 | 86.73 | 84.69 | 89.5 | 89.59 | — | — | — | — | — | — | — | — | — | — | — | — | |
| KNNBackbone=ViT-B-162026.02 | 89.04 | — | — | 63.9 | 45.62 | 21.41 | 50.97 | 54.19 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FDBDBackbone=ViT-B-162026.02 | 87.03 | — | — | 60.67 | 33.14 | 45.07 | 39.56 | 53.09 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MSPBackbone=ViT-B-162026.02 | 86.42 | — | — | 77.28 | 42.4 | 56.46 | 56.19 | 63.75 | — | — | — | — | — | — | — | — | — | — | — | — | |
| IODINBackbone=ViT-B-162026.02 | 86.41 | — | — | 77.33 | 42.47 | 56.45 | 56.18 | 63.77 | — | — | — | — | — | — | — | — | — | — | — | — | |
| NCIBackbone=ViT-B-162026.02 | 86.14 | — | — | 61.46 | 34.84 | 48.86 | 41.96 | 54.65 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ADASCALEBackbone=ViT-B-162026.02 | 85.89 | — | — | 62.79 | 36.45 | 54.01 | 43.65 | 56.56 | — | — | — | — | — | — | — | — | — | — | — | — | |
| RMDS++Backbone=ViT-B-162026.02 | 84.82 | — | — | 45.07 | 13.95 | 35.71 | 27.23 | 41.36 | — | — | — | — | — | — | — | — | — | — | — | — | |
| VNSBackbone=ViT-B-162026.02 | 83.79 | — | — | 45.31 | 16.53 | 34.37 | 26.42 | 41.28 | — | — | — | — | — | — | — | — | — | — | — | — | |
| GENBackbone=ViT-B-162026.02 | 82.23 | — | — | 59.33 | 22.92 | 38.3 | 35.47 | 47.65 | — | — | — | — | — | — | — | — | — | — | — | — | |
| RMDS++Backbone=ViT-B-162026.02 | 73.72 | — | — | 88.31 | 96.82 | 89.11 | 92.39 | 88.07 | — | — | — | — | — | — | — | — | — | — | — | — | |
| VNSBackbone=ViT-B-162026.02 | 72.99 | — | — | 86.23 | 95.58 | 90.38 | 92.23 | 87.48 | — | — | — | — | — | — | — | — | — | — | — | — | |
| GENBackbone=ViT-B-162026.02 | 70.09 | — | — | 82.51 | 93.54 | 90.23 | 90.27 | 85.33 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MSPBackbone=ViT-B-162026.02 | 68.94 | — | — | 78.11 | 88.19 | 85.06 | 84.86 | 81.03 | — | — | — | — | — | — | — | — | — | — | — | — | |
| IODINBackbone=ViT-B-162026.02 | 68.94 | — | — | 78.11 | 88.19 | 85.06 | 84.86 | 81.03 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ADASCALEBackbone=ViT-B-162026.02 | 67.47 | — | — | 80.55 | 89.81 | 86.77 | 87.86 | 82.49 | — | — | — | — | — | — | — | — | — | — | — | — | |
| NCIBackbone=ViT-B-162026.02 | 66.3 | — | — | 80.8 | 90.2 | 87.85 | 88.46 | 82.72 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FDBDBackbone=ViT-B-162026.02 | 65.8 | — | — | 80.75 | 90.46 | 88.5 | 89.01 | 82.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SCALEBackbone=ViT-B-162026.02 | 56.46 | — | — | 61.33 | 73.69 | 78.88 | 72.54 | 68.58 | — | — | — | — | — | — | — | — | — | — | — | — | |
| KNNBackbone=ViT-B-162026.02 | 55.64 | — | — | 76.06 | 83.28 | 96.28 | 83.18 | 78.89 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ASHBackbone=ViT-B-162026.02 | 53.9 | — | — | 52.51 | 50.62 | 48.53 | 55.51 | 52.21 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ADASCALEBackbone=Swin-t2026.02 | — | — | — | — | — | — | — | — | 85.54 | 68.33 | 31.84 | 51.49 | 36.59 | 54.76 | 65.84 | 79.98 | 90.87 | 86.93 | 89.45 | 82.61 | |
| ADASCALEBackbone=ResNet-502026.02 | — | — | — | — | — | — | — | — | 57.87 | 45.76 | 7.6 | 10.42 | 20.59 | 28.45 | 81.66 | 87.14 | 98.31 | 97.88 | 95.62 | 92.12 | |
| ASHBackbone=Swin-t2026.02 | — | — | — | — | — | — | — | — | 95.7 | 94.38 | 94.24 | 96.16 | 93.74 | 94.84 | 45.87 | 47.07 | 46.62 | 41.66 | 45.64 | 45.37 | |
| ASHBackbone=ResNet-502026.02 | — | — | — | — | — | — | — | — | 73.66 | 52.99 | 14.1 | 15.28 | 29.19 | 37.04 | 72.89 | 83.45 | 97.06 | 96.9 | 93.26 | 88.71 | |
| FDBDBackbone=Swin-t2026.02 | — | — | — | — | — | — | — | — | 86.23 | 59.39 | 27.35 | 42.29 | 35 | 50.05 | 65.93 | 80.12 | 90.91 | 88.35 | 89.48 | 82.96 | |
| FDBDBackbone=ResNet-502026.02 | — | — | — | — | — | — | — | — | 81 | 54.28 | 23.23 | 28.96 | 31.85 | 43.86 | 68.22 | 81.55 | 93.22 | 92.99 | 90.32 | 85.26 | |
| GENBackbone=Swin-t2026.02 | — | — | — | — | — | — | — | — | 79.19 | 48.04 | 20.51 | 44.57 | 32.69 | 45 | 72.75 | 85.18 | 94.23 | 88.15 | 90.56 | 86.17 | |
| GENBackbone=ResNet-502026.02 | — | — | — | — | — | — | — | — | 75.71 | 54.88 | 26.11 | 46.23 | 34.52 | 47.49 | 72.01 | 81.7 | 92.44 | 87.6 | 89.26 | 84.6 | |
| IODINBackbone=Swin-t2026.02 | — | — | — | — | — | — | — | — | 80.88 | 61.24 | 37.35 | 60.93 | 49.3 | 57.94 | 71.79 | 81.72 | 89.86 | 83.28 | 85.77 | 82.48 | |
| IODINBackbone=ResNet-502026.02 | — | — | — | — | — | — | — | — | 76.14 | 58.78 | 30.06 | 46.4 | 37.46 | 49.75 | 72.49 | 80.57 | 91.33 | 88.35 | 89.21 | 84.39 | |
| KNNBackbone=Swin-t2026.02 | — | — | — | — | — | — | — | — | 87.44 | 59.27 | 31.93 | 39.68 | 39.55 | 51.57 | 61.06 | 77.23 | 86.58 | 88.51 | 84.47 | 79.57 | |
| KNNBackbone=ResNet-502026.02 | — | — | — | — | — | — | — | — | 89.04 | 63.9 | 45.62 | 21.41 | 50.97 | 54.19 | 55.64 | 76.06 | 83.28 | 96.28 | 83.18 | 78.89 | |
| MSPBackbone=Swin-t2026.02 | — | — | — | — | — | — | — | — | 80.9 | 61.21 | 37.31 | 60.87 | 49.3 | 57.92 | 71.78 | 81.72 | 89.86 | 83.27 | 85.77 | 82.48 | |
| MSPBackbone=ResNet-502026.02 | — | — | — | — | — | — | — | — | 74.48 | 56.87 | 43.46 | 60.89 | 50.13 | 57.15 | 74.48 | 56.87 | 43.36 | 60.89 | 50.13 | 57.15 | |
| NCIBackbone=Swin-t2026.02 | — | — | — | — | — | — | — | — | 87.07 | 57.44 | 27.25 | 43.15 | 37.04 | 50.39 | 67.58 | 82.44 | 91.95 | 87.99 | 89.29 | 83.85 | |
| NCIBackbone=ResNet-502026.02 | — | — | — | — | — | — | — | — | 75.76 | 53.72 | 14.84 | 18.08 | 32.19 | 38.92 | 72.62 | 83.2 | 96.86 | 96.53 | 92.69 | 88.38 | |
| RMDS++Backbone=Swin-t2026.02 | — | — | — | — | — | — | — | — | 84.05 | 51.1 | 12.11 | 40.74 | 29.6 | 43.52 | 72.42 | 86.45 | 97.08 | 88.21 | 91.62 | 87.16 | |
| RMDS++Backbone=ResNet-502026.02 | — | — | — | — | — | — | — | — | 80.7 | 53.2 | 29.85 | 48.42 | 39.88 | 50.41 | 71.64 | 83.52 | 91.99 | 90.46 | 88.73 | 85.27 | |
| SCALEBackbone=Swin-t2026.02 | — | — | — | — | — | — | — | — | 88.94 | 84.2 | 74.76 | 91.3 | 87.91 | 85.42 | 64.64 | 72.47 | 78.6 | 68.52 | 71.18 | 71.08 | |
| SCALEBackbone=ResNet-502026.02 | — | — | — | — | — | — | — | — | 67.71 | 51.81 | 9.51 | 11.9 | 28.17 | 33.82 | 77.35 | 85.37 | 98.02 | 97.63 | 93.95 | 90.46 | |
| VNSBackbone=Swin-t2026.02 | — | — | — | — | — | — | — | — | 70.01 | 41.93 | 15.22 | 42.94 | 25.69 | 39.16 | 78.71 | 87.93 | 96.2 | 88.34 | 92.76 | 88.79 | |
| VNSBackbone=ResNet-502026.02 | — | — | — | — | — | — | — | — | 74.55 | 54.16 | 6.89 | 13.48 | 33.63 | 36.54 | 73.82 | 84.32 | 98.35 | 97.15 | 92.71 | 89.27 |