Synthetic Video Detection on GenBuster-Bench Wild 2026
76Fake Detection RateBusterX
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BusterX2025.05 | 76 | 81.5 | 83.9 | |
| BusterXModel Type=domain-specific MLLM2025.07 | 72 | 77.5 | 84.7 | |
| BusterX++Model Type=domain-specific MLLM2025.07 | 70.7 | 78.9 | 86.8 | |
| Claude-Sonnet-4.6Method Category=Closed-Source MLLMs2025.05 | 63.3 | 62.5 | 78.3 | |
| Claude-Sonnet-4.6Model Type=Closed-Source MLLM2025.07 | 63.3 | 62.5 | 78.3 | |
| VideoMAEMethod Category=Classical Detectors2025.05 | 50.7 | 72 | — | |
| GPT-5.2 (High)Method Category=Closed-Source MLLMs2025.05 | 50.7 | 72 | 48.9 | |
| VideoMAEModel Type=Classical Detector2025.07 | 50.7 | 72 | — | |
| GPT-5.2 (High)Model Type=Closed-Source MLLM2025.07 | 50.7 | 72 | 48.9 | |
| DeMambaMethod Category=Classical Detectors2025.05 | 48 | 70.9 | — | |
| DeMambaModel Type=Classical Detector2025.07 | 48 | 70.9 | — | |
| VivitMethod Category=Classical Detectors2025.05 | 46.7 | 69.8 | — | |
| VivitModel Type=Classical Detector2025.07 | 46.7 | 69.8 | — | |
| Qwen3.5-122B-A10BModel Type=Open-Source MLLM2025.07 | 42 | 60.7 | 80 | |
| Qwen3.5-397B-A17BMethod Category=Open-Source MLLMs2025.05 | 41.3 | 62.1 | 82.2 | |
| 3D ResNeXtMethod Category=Classical Detectors2025.05 | 39.3 | 61.9 | — | |
| 3D ResNeXtModel Type=Classical Detector2025.07 | 39.3 | 61.9 | — | |
| Qwen3.5-27BModel Type=Open-Source MLLM2025.07 | 38 | 57.2 | 79.7 | |
| Qwen3.5-35B-A3BMethod Category=Open-Source MLLMs2025.05 | 36.7 | 63.8 | 79 | |
| Grok-4.1-fastMethod Category=Closed-Source MLLMs2025.05 | 35.3 | 55.7 | 81 | |
| Qwen3.5-27BMethod Category=Open-Source MLLMs2025.05 | 35.3 | 62.3 | 72.9 | |
| Grok-4.1-fastModel Type=Closed-Source MLLM2025.07 | 35.3 | 55.7 | 81 | |
| Qwen3.5-4BModel Type=Open-Source MLLM2025.07 | 29.3 | 56.2 | 70 | |
| MiMo-VL-7B-RLMethod Category=Open-Source MLLMs2025.05 | 28.7 | 60.4 | 39.7 | |
| Claude-Haiku-4.5Method Category=Closed-Source MLLMs2025.05 | 19.3 | 52 | 74.5 | |
| Claude-Haiku-4.5Model Type=Closed-Source MLLM2025.07 | 19.3 | 52 | 74.5 | |
| Qwen2.5-VL-7BMethod Category=Open-Source MLLMs2025.05 | 10.7 | 52.4 | 48.3 |