OOD detection on ImageNet ES
88.24AUROCMM++
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MM++Backbone=EVA02-S14, ID Dataset=ImageNet-LT2026.06 | 88.24 | 47.31 | |
| MM++Backbone=Swin-T, In-Distribution (ID) Dataset=ImageNet-LT2026.06 | 86.25 | 41.09 | |
| ReActBackbone=Swin-T, In-Distribution (ID) Dataset=ImageNet-LT2026.06 | 77.53 | 59.39 | |
| rMaha++Backbone=Swin-T, In-Distribution (ID) Dataset=ImageNet-LT2026.06 | 77.38 | 62.67 | |
| EnergyBackbone=Swin-T, In-Distribution (ID) Dataset=ImageNet-LT2026.06 | 76.74 | 59.48 | |
| Maha++Backbone=Swin-T, In-Distribution (ID) Dataset=ImageNet-LT2026.06 | 76.63 | 63.9 | |
| MSPBackbone=Swin-T, In-Distribution (ID) Dataset=ImageNet-LT2026.06 | 76.17 | 64.88 | |
| X-MahaBackbone=EVA02-S14, ID Dataset=ImageNet-LT2026.06 | 74.3 | 64.14 | |
| rMahaBackbone=Swin-T, In-Distribution (ID) Dataset=ImageNet-LT2026.06 | 73.12 | 83.09 | |
| Maha++Backbone=EVA02-S14, ID Dataset=ImageNet-LT2026.06 | 71.42 | 65.45 | |
| rMaha++Backbone=EVA02-S14, ID Dataset=ImageNet-LT2026.06 | 71.42 | 65.45 | |
| MahaBackbone=EVA02-S14, ID Dataset=ImageNet-LT2026.06 | 70.52 | 69.66 | |
| rMahaBackbone=EVA02-S14, ID Dataset=ImageNet-LT2026.06 | 70.35 | 68.08 | |
| MSPBackbone=EVA02-S14, ID Dataset=ImageNet-LT2026.06 | 67.84 | 70.91 | |
| MahaBackbone=Swin-T, In-Distribution (ID) Dataset=ImageNet-LT2026.06 | 67.36 | 88.58 | |
| EnergyBackbone=EVA02-S14, ID Dataset=ImageNet-LT2026.06 | 65.32 | 73.25 | |
| ReActBackbone=EVA02-S14, ID Dataset=ImageNet-LT2026.06 | 65.29 | 73.45 | |
| ODINBackbone=Swin-T, In-Distribution (ID) Dataset=ImageNet-LT2026.06 | 63.8 | 80.89 | |
| ODINBackbone=EVA02-S14, ID Dataset=ImageNet-LT2026.06 | 62.65 | 80.21 | |
| KNNBackbone=Swin-T, In-Distribution (ID) Dataset=ImageNet-LT2026.06 | 61.98 | 82.33 | |
| KNNBackbone=EVA02-S14, ID Dataset=ImageNet-LT2026.06 | 58.05 | 92.5 |