OOD Detection on ImageNet-R
90.31AUROCMM++
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MM++Backbone=EVA02-S14, ID Dataset=ImageNet-LT2026.06 | 90.31 | 42.91 | |
| MM++Backbone=Swin-T, In-Distribution (ID) Dataset=ImageNet-LT2026.06 | 89.29 | 42.91 | |
| Maha++Backbone=Swin-T, In-Distribution (ID) Dataset=ImageNet-LT2026.06 | 88.32 | 45.72 | |
| rMaha++Backbone=Swin-T, In-Distribution (ID) Dataset=ImageNet-LT2026.06 | 88.29 | 46.65 | |
| X-MahaBackbone=EVA02-S14, ID Dataset=ImageNet-LT2026.06 | 87.15 | 46.55 | |
| MahaBackbone=Swin-T, In-Distribution (ID) Dataset=ImageNet-LT2026.06 | 87.1 | 52.1 | |
| rMahaBackbone=Swin-T, In-Distribution (ID) Dataset=ImageNet-LT2026.06 | 85.45 | 52.49 | |
| Maha++Backbone=EVA02-S14, ID Dataset=ImageNet-LT2026.06 | 85.39 | 47.66 | |
| rMaha++Backbone=EVA02-S14, ID Dataset=ImageNet-LT2026.06 | 85.39 | 47.66 | |
| MahaBackbone=EVA02-S14, ID Dataset=ImageNet-LT2026.06 | 85.13 | 48.55 | |
| rMahaBackbone=EVA02-S14, ID Dataset=ImageNet-LT2026.06 | 84.15 | 51.24 | |
| ReActBackbone=Swin-T, In-Distribution (ID) Dataset=ImageNet-LT2026.06 | 80.74 | 60.12 | |
| MSPBackbone=Swin-T, In-Distribution (ID) Dataset=ImageNet-LT2026.06 | 80.14 | 63.92 | |
| KNNBackbone=Swin-T, In-Distribution (ID) Dataset=ImageNet-LT2026.06 | 77.77 | 65.05 | |
| MSPBackbone=EVA02-S14, ID Dataset=ImageNet-LT2026.06 | 77.35 | 61.66 | |
| EnergyBackbone=Swin-T, In-Distribution (ID) Dataset=ImageNet-LT2026.06 | 76.95 | 66.59 | |
| KNNBackbone=EVA02-S14, ID Dataset=ImageNet-LT2026.06 | 75.06 | 64.85 | |
| ReActBackbone=EVA02-S14, ID Dataset=ImageNet-LT2026.06 | 74.42 | 57.91 | |
| EnergyBackbone=EVA02-S14, ID Dataset=ImageNet-LT2026.06 | 74.11 | 58.17 | |
| ODINBackbone=Swin-T, In-Distribution (ID) Dataset=ImageNet-LT2026.06 | 72.1 | 78.45 | |
| ODINBackbone=EVA02-S14, ID Dataset=ImageNet-LT2026.06 | 70.52 | 70.99 |