Out-of-Distribution Detection on ImageNet 10 (ID) 20 (hard OoD)
99.8AUROCGround Truth
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Ground TruthSetting=Zero-shot2026.01 | 99.8 | — | 0.2 | |
| Description-level Textual OutliersOutlier Exposure Category=Textual OE2023.10 | 99.02 | 3.6 | — | |
| MM-OODSetting=Zero-shot2026.01 | 98.97 | — | 3.84 | |
| Word-level Textual OutliersOutlier Exposure Category=Textual OE2023.10 | 98.92 | 4.6 | — | |
| Caption-level Textual OutliersOutlier Exposure Category=Textual OE2023.10 | 98.85 | 5.3 | — | |
| MCMSetting=Zero-shot2026.01 | 98.61 | — | 5.72 | |
| EOESetting=Zero-shot2026.01 | 98.47 | — | 7.01 | |
| MaxLogitSetting=Zero-shot2026.01 | 97.31 | — | 12.8 | |
| EnergySetting=Zero-shot2026.01 | 97.04 | — | 13.81 | |
| VOSOutlier Exposure Category=Visual OE2023.10 | 60.42 | 91 | — | |
| OEOutlier Exposure Category=Visual OE2023.10 | 54.51 | 93.2 | — |