Forgery Localization on FKG-50K
93AI-Edit F1FKG
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| FKG2026.06 | 93 | 98 | 91 | 94 | |
| GPT-5Scenario=Oracle-assisted2026.06 | 66 | 84 | 56 | 69 | |
| Qwen3 VL [I]Scenario=Oracle-assisted, Mode=Instruct2026.06 | 65 | 71 | 56 | 64 | |
| Gemini 2.0Scenario=Oracle-assisted2026.06 | 50 | 72 | 45 | 56 | |
| Qwen3 VL [T]Scenario=Oracle-assisted, Mode=Thinking2026.06 | 50 | 69 | 50 | 56 | |
| Sonnet 4Scenario=Oracle-assisted2026.06 | 46 | 47 | 53 | 49 | |
| Nemotron N.Scenario=Oracle-assisted2026.06 | 39 | 40 | 34 | 38 | |
| CAT-Net2026.06 | 38 | 64 | 40 | 47 | |
| Gemma 3Scenario=Oracle-assisted2026.06 | 36 | 48 | 48 | 44 | |
| MVSS-Net2026.06 | 32 | 59 | 22 | 38 | |
| Qwen3 VL [T]Scenario=Real-world, Mode=Thinking2026.06 | 30 | 58 | 30 | 39 | |
| TruFor2026.06 | 27 | 81 | 29 | 46 | |
| Gemma 3Scenario=Real-world2026.06 | 20 | 28 | 22 | 23 | |
| GPT-5Scenario=Real-world2026.06 | 17 | 59 | 10 | 29 | |
| Nemotron N.Scenario=Real-world2026.06 | 17 | 18 | 13 | 16 | |
| HiFi-IFDL2026.06 | 10 | 18 | 12 | 13 | |
| Sonnet 4Scenario=Real-world2026.06 | 9 | 8 | 2 | 6 | |
| Gemini 2.0Scenario=Real-world2026.06 | 5 | 40 | 7 | 17 | |
| Qwen3 VL [I]Scenario=Real-world, Mode=Instruct2026.06 | 5 | 25 | 5 | 12 | |
| Llama 4 S.Scenario=Real-world2026.06 | 3 | 1 | 1 | 2 | |
| Llama 4 S.Scenario=Oracle-assisted2026.06 | 2 | 3 | 3 | 3 |