Multi-modal Semantic Manipulation Detection and Localization on MDSMSD NYT domain
92.11AccuracyFKA-Owl
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FKA-OwlSetting=Tr. on NYT2025.05 | 92.11 | 73.72 | 54.62 | |
| AMDSetting=Tr. on NYT2025.05 | 90.67 | 77.29 | 67.94 | |
| AMDSetting=Tr. on Guardian2025.05 | 82.29 | 44.9 | 49.1 | |
| FKA-OwlSetting=Tr. on Guardian2025.05 | 79.77 | 36.92 | 25.04 | |
| HAMMERSetting=Tr. on NYT2025.05 | 78.17 | 51.22 | 45.89 | |
| HAMMER++Setting=Tr. on NYT2025.05 | 77.86 | 52.09 | 50.8 | |
| ViLTSetting=Tr. on NYT2025.05 | 76.86 | 57.65 | 20.53 | |
| ViLTSetting=Tr. on Guardian2025.05 | 66.94 | 38.11 | 19.65 | |
| HAMMERSetting=Tr. on Guardian2025.05 | 58.46 | 33.23 | 19.68 | |
| HAMMER++Setting=Tr. on Guardian2025.05 | 58.18 | 35.89 | 22.03 |