| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Out-of-Distribution Detection | OpenImage-O | AUROC97.7 | 107 | |
| Post-attack image integrity | OpenImage | PSNR30.52 | 24 | |
| OOD Detection | OpenImage-O OOD on ImageNet-1K | AUROC93.26 | 20 | |
| Domain-Incremental Classification | OpenImage (test) | Accuracy (T1)95.22 | 14 | |
| Image Classification | OpenImage 1.0 (test) | Accuracy34.17 | 12 | |
| OOD Detection | OpenImage-O | FPR@9534.94 | 7 | |
| Watermark Attack | OpenImage | MBRS Bit Accuracy99.5 | 5 | |
| Modality Gap Analysis | OpenImage V7 (val) | Gap31.1 | 3 | |
| Clustering | OpenImage V7 (val) | V-Measure17.2 | 3 | |
| Scene Graph Generation | OpenImage V6 | mR@5020.8 | 2 |