Pixel-level Forgery Localization on CocoGlide
73.19F1 ScorePANet
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PANetYear=-, Params=74.9M, Protocol=Protocol I2026.06 | 73.19 | 66.36 | |
| MesorchYear=2025, Params=85.8M, Protocol=Protocol I2026.06 | 71.61 | 64.23 | |
| ObjectFormerYear=2022, Params=130.6M, Protocol=Protocol I2026.06 | 62.11 | 52.35 | |
| M2SFormerYear=2025, Params=28.1M, Protocol=Protocol I2026.06 | 61.82 | 53.23 | |
| NFA-ViTYear=2026, Params=28.2M, Protocol=Protocol I2026.06 | 60.5 | 53.26 | |
| CAT-NETYear=2022, Params=114.3M, Protocol=Protocol I2026.06 | 55.98 | 47.22 | |
| FakeShieldCategory=MLLMs methods2026.02 | 52.05 | 42.8 | |
| MVSS-NetYear=2021, Params=146.9M, Protocol=Protocol I2026.06 | 51.87 | 42.4 | |
| TruForYear=2023, Params=68.7M, Protocol=Protocol I2026.06 | 50.66 | 36.21 | |
| CoDECategory=Specialist2026.02 | 48.87 | 38.67 | |
| SIDACategory=MLLMs methods2026.02 | 47.17 | 38.16 | |
| SAFIRECategory=Specialist2026.02 | 47.1 | 39.83 | |
| ForgeryVCRCategory=MLLMs methods2026.02 | 45.6 | 37.85 | |
| ForgeryVCRCategory=MLLMs methods, Evaluation Protocol=visual and textual CoT2026.02 | 44.05 | 37.14 | |
| IML-VITYear=2024, Params=91.8M, Protocol=Protocol I2026.06 | 41.75 | 34.4 | |
| PIMCategory=Specialist2026.02 | 40.47 | 32.71 | |
| TruForCategory=Specialist2026.02 | 36.15 | 29.35 | |
| MVSS-NetCategory=Specialist2026.02 | 33.21 | 25.63 | |
| HDF-NetCategory=Specialist2026.02 | 29.6 | 21.68 | |
| IF-OSNCategory=Specialist2026.02 | 26.39 | 20.69 |