OOD Detection on ImageNet-C
89.25AUROCMM++
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MM++Backbone=EVA02-S14, ID Dataset=ImageNet-LT2026.06 | 89.25 | 42.51 | |
| MM++Backbone=Swin-T, In-Distribution (ID) Dataset=ImageNet-LT2026.06 | 86.26 | 43.56 | |
| rMaha++Backbone=Swin-T, In-Distribution (ID) Dataset=ImageNet-LT2026.06 | 80.14 | 57.97 | |
| Maha++Backbone=Swin-T, In-Distribution (ID) Dataset=ImageNet-LT2026.06 | 79.6 | 58.98 | |
| X-MahaBackbone=EVA02-S14, ID Dataset=ImageNet-LT2026.06 | 76.7 | 65.17 | |
| ReActBackbone=Swin-T, In-Distribution (ID) Dataset=ImageNet-LT2026.06 | 76.46 | 64.1 | |
| rMahaBackbone=Swin-T, In-Distribution (ID) Dataset=ImageNet-LT2026.06 | 76.37 | 70.69 | |
| MSPBackbone=Swin-T, In-Distribution (ID) Dataset=ImageNet-LT2026.06 | 76.19 | 68.36 | |
| EnergyBackbone=Swin-T, In-Distribution (ID) Dataset=ImageNet-LT2026.06 | 75.27 | 65.33 | |
| Maha++Backbone=EVA02-S14, ID Dataset=ImageNet-LT2026.06 | 75.2 | 65.82 | |
| rMaha++Backbone=EVA02-S14, ID Dataset=ImageNet-LT2026.06 | 75.2 | 65.81 | |
| MahaBackbone=Swin-T, In-Distribution (ID) Dataset=ImageNet-LT2026.06 | 74.54 | 77.28 | |
| MahaBackbone=EVA02-S14, ID Dataset=ImageNet-LT2026.06 | 74.25 | 68.46 | |
| rMahaBackbone=EVA02-S14, ID Dataset=ImageNet-LT2026.06 | 73.9 | 69.21 | |
| MSPBackbone=EVA02-S14, ID Dataset=ImageNet-LT2026.06 | 70.32 | 72.77 | |
| EnergyBackbone=EVA02-S14, ID Dataset=ImageNet-LT2026.06 | 66.54 | 74.06 | |
| ReActBackbone=EVA02-S14, ID Dataset=ImageNet-LT2026.06 | 66.34 | 74.44 | |
| KNNBackbone=Swin-T, In-Distribution (ID) Dataset=ImageNet-LT2026.06 | 66.16 | 74.15 | |
| ODINBackbone=EVA02-S14, ID Dataset=ImageNet-LT2026.06 | 65.38 | 78.96 | |
| ODINBackbone=Swin-T, In-Distribution (ID) Dataset=ImageNet-LT2026.06 | 62.81 | 85.08 | |
| KNNBackbone=EVA02-S14, ID Dataset=ImageNet-LT2026.06 | 61.06 | 90.85 |