Multi-modal Forgery Detection and Grounding on MDSM (Wash.)
86.64AccuracyAMD
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| AMDSetting=Tr. on Guardian2025.05 | 86.64 | 54.07 | 53.27 | |
| AMDSetting=Tr. on NYT2025.05 | 82.64 | 69.41 | 56.66 | |
| FKA-OwlSetting=Tr. on Guardian2025.05 | 78.88 | 51.62 | 50.88 | |
| ViLTSetting=Tr. on Guardian2025.05 | 78.61 | 47.17 | 38.13 | |
| HAMMER++Setting=Tr. on Guardian2025.05 | 76.3 | 49.56 | 48.91 | |
| FKA-OwlSetting=Tr. on NYT2025.05 | 75.49 | 50.83 | 43.53 | |
| HAMMERSetting=Tr. on Guardian2025.05 | 75.11 | 50.34 | 46.36 | |
| HAMMERSetting=Tr. on NYT2025.05 | 68.5 | 41.47 | 13.92 | |
| HAMMER++Setting=Tr. on NYT2025.05 | 66.28 | 37.97 | 10.88 | |
| ViLTSetting=Tr. on NYT2025.05 | 65.71 | 36.23 | 17.56 | |
| Gemini-2.0Setting=Zero-Shot2025.05 | 29.15 | 35.2 | 2.42 | |
| Qwen2.5-VLSetting=Zero-Shot2025.05 | 25.11 | 40.29 | 0.28 | |
| GPT-4oSetting=Zero-Shot2025.05 | 23.62 | 38.89 | 1.22 | |
| Qwen2-a22bSetting=Zero-Shot2025.05 | 22.87 | 40.77 | 1.34 |