Out-of-Distribution Detection on ImageNet 20 ID 10 (hard OoD)
99.93AUROCGround Truth
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Ground TruthSetting=Zero-shot2026.01 | 99.93 | — | 0.2 | |
| MM-OODSetting=Zero-shot2026.01 | 98.97 | — | 5.18 | |
| EOESetting=Zero-shot2026.01 | 98.83 | — | 6.37 | |
| Description-level Textual OutliersOutlier Exposure Category=Textual OE2023.10 | 98.69 | 7.2 | — | |
| MaxLogitSetting=Zero-shot2026.01 | 98.65 | — | 6.72 | |
| EnergySetting=Zero-shot2026.01 | 98.45 | — | 7.99 | |
| Caption-level Textual OutliersOutlier Exposure Category=Textual OE2023.10 | 98.43 | 8.6 | — | |
| Word-level Textual OutliersOutlier Exposure Category=Textual OE2023.10 | 98.39 | 9 | — | |
| MCMSetting=Zero-shot2026.01 | 98.39 | — | 9.05 | |
| OEOutlier Exposure Category=Visual OE2023.10 | 57.63 | 89.8 | — | |
| VOSOutlier Exposure Category=Visual OE2023.10 | 44.38 | 93.5 | — |