Multimodal Manipulation Detection on MMFakeBench (test)
79.4AccuracyCORE_Qwen
Evaluation Results
| Method | Links | |
|---|---|---|
| CORE_QwenNumber of samples=3002026.06 | 79.4 | |
| CORE_QwenNumber of samples=3502026.06 | 79.4 | |
| CORE_GemmaNumber of samples=3002026.06 | 78.1 | |
| CORE_GemmaNumber of samples=3502026.06 | 78.1 | |
| CORE_GemmaNumber of samples=2002026.06 | 76.7 | |
| CORE_QwenNumber of samples=2002026.06 | 76.4 | |
| CORE_GemmaNumber of samples=1002026.06 | 75.2 | |
| CORE_QwenNumber of samples=1002026.06 | 73.5 | |
| HAMMER++Number of samples=3502026.06 | 68.3 | |
| HAMMERNumber of samples=3502026.06 | 68.2 | |
| RamDGNumber of samples=3502026.06 | 68.2 | |
| RamDGNumber of samples=3002026.06 | 68.1 | |
| HAMMERNumber of samples=3002026.06 | 67.1 | |
| HAMMER++Number of samples=3002026.06 | 67 | |
| Gemma3-4BNumber of samples=3502026.06 | 66.7 | |
| Qwen2.5VL-3BNumber of samples=3502026.06 | 66.5 | |
| Gemma3-4BNumber of samples=3002026.06 | 66.4 | |
| Qwen2.5VL-3BNumber of samples=3002026.06 | 65.3 | |
| HAMMER++Number of samples=2002026.06 | 64.9 | |
| HAMMERNumber of samples=2002026.06 | 64.7 | |
| RamDGNumber of samples=2002026.06 | 64.4 | |
| Gemma3-4BNumber of samples=2002026.06 | 64.3 | |
| Gemma3-27BNumber of samples=3502026.06 | 63.7 | |
| Qwen2.5VL-3BNumber of samples=2002026.06 | 62.4 | |
| Gemma3-4BNumber of samples=1002026.06 | 61.1 | |
| RamDGNumber of samples=1002026.06 | 60.9 | |
| SeedVL-1.5Number of samples=1002026.06 | 60.4 | |
| SeedVL-1.5Number of samples=2002026.06 | 60.4 | |
| SeedVL-1.5Number of samples=3002026.06 | 60.4 | |
| SeedVL-1.5Number of samples=3502026.06 | 60.4 | |
| Qwen2.5VL-3BNumber of samples=1002026.06 | 60.2 | |
| HAMMERNumber of samples=1002026.06 | 59.7 | |
| HAMMER++Number of samples=1002026.06 | 59.5 | |
| FKA-OwlNumber of samples=3502026.06 | 59.1 | |
| FKA-OwlNumber of samples=3002026.06 | 58.4 | |
| Qwen3VL-235BNumber of samples=1002026.06 | 57.4 | |
| Qwen3VL-235BNumber of samples=2002026.06 | 57.4 | |
| Qwen3VL-235BNumber of samples=3002026.06 | 57.4 | |
| Qwen3VL-235BNumber of samples=3502026.06 | 57.4 | |
| AMDNumber of samples=3502026.06 | 55.2 | |
| LLaMA3.2-90BNumber of samples=1002026.06 | 54.1 | |
| LLaMA3.2-90BNumber of samples=2002026.06 | 54.1 | |
| LLaMA3.2-90BNumber of samples=3002026.06 | 54.1 | |
| LLaMA3.2-90BNumber of samples=3502026.06 | 54.1 | |
| AMDNumber of samples=3002026.06 | 53.9 | |
| Gemma3-27BNumber of samples=1002026.06 | 53.7 | |
| Gemma3-27BNumber of samples=2002026.06 | 53.7 | |
| Gemma3-27BNumber of samples=3002026.06 | 53.7 | |
| FKA-OwlNumber of samples=2002026.06 | 53.2 | |
| AMDNumber of samples=2002026.06 | 51.4 | |
| FKA-OwlNumber of samples=1002026.06 | 49.9 | |
| AMDNumber of samples=1002026.06 | 48.3 |