| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Multi-modal Forgery Detection and Grounding | MDSM AVG | Accuracy88.18 | 14 | |
| Multi-modal Forgery Detection and Grounding | MDSM BBC | Accuracy89.74 | 14 | |
| Multi-modal Forgery Detection and Grounding | MDSM (Wash.) | Accuracy86.64 | 14 | |
| Multi-modal Forgery Detection and Grounding | MDSM USA | Accuracy88.8 | 14 | |
| Multi-modal Forgery Detection and Grounding | MDSM Guardian | Accuracy92.6 | 14 | |
| Multi-modal Forgery Detection and Grounding | MDSM NYT | Accuracy94.67 | 14 | |
| Multi-modal Misinformation Detection | MDSM Average across domains | Accuracy89.64 | 12 | |
| Multi-modal Misinformation Detection | MDSM BBC domain | Accuracy89.89 | 12 | |
| Multi-modal Misinformation Detection | MDSM Wash. domain | Accuracy88.88 | 12 | |
| Multi-modal Misinformation Detection | MDSM USA domain | Accuracy88.8 | 12 | |
| Multi-modal Misinformation Detection | MDSM Guardian domain | Accuracy95.63 | 12 | |
| Multi-modal Misinformation Detection | MDSM NYT domain | Accuracy96.26 | 12 | |
| Manipulation Localization | MDSM AVG | mAP48.09 | 7 | |
| Manipulation Detection | MDSM AVG | Accuracy71.71 | 7 | |
| Manipulation Localization | MDSM Wash. Post | mAP51.92 | 7 | |
| Manipulation Detection | MDSM Wash. Post | Accuracy73.24 | 7 | |
| Manipulation Localization | MDSM USA Today | mAP51.46 | 7 | |
| Manipulation Detection | MDSM USA Today | Accuracy73.28 | 7 | |
| Manipulation Localization | MDSM NYT | mAP31.56 | 7 | |
| Manipulation Detection | MDSM NYT | Accuracy70.22 | 7 | |
| Manipulation Localization | MDSM BBC | mAP55.22 | 7 | |
| Manipulation Detection | MDSM BBC | Accuracy72.69 | 7 | |
| Manipulation Localization | MDSM Guardian | mAP50.28 | 7 | |
| Manipulation Detection | MDSM Guardian | Accuracy78.52 | 7 | |
| Manipulation Detection | MDSM Scene-level Manipulation (test) | Scene Modification Score87.96 | 5 |