Video Forgery Detection on OOD (Out-of-Domain) Video
78.1Vidu Q1VIDEOVERITAS
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VIDEOVERITASCategory=MLLM-based Video Forgery Detectors, Backbone=Qwen3-VL-8B2026.02 | 78.1 | 93.6 | 96.7 | 94.5 | 99.4 | 79 | 56.2 | 84.5 | 86.6 | 80.8 | 86 | 85.8 | 86.3 | |
| Gemini-3-Pro-PreviewCategory=Generic MLLMs2026.02 | 74.9 | 83.1 | 76.3 | 85.7 | 89.3 | 65.5 | 65.3 | 61.5 | 81.4 | 72.1 | 73.1 | 74.3 | 73.1 | |
| DeMambaCategory=Small Vision Models2026.02 | 71.1 | 80.7 | 83.4 | 79.4 | 85.9 | 57.4 | 55.2 | 62.2 | 49.2 | 46.2 | 46.6 | 41.1 | 49.3 | |
| BusterX++Category=MLLM-based Video Forgery Detectors2026.02 | 70.9 | 53 | 89.9 | 76.2 | 98.9 | 62.3 | 48.6 | 47.6 | 71.8 | 71.7 | 82.3 | 70.4 | 87.3 | |
| Gemini-2.5-ProCategory=Generic MLLMs2026.02 | 70.2 | 70.8 | 76 | 70.4 | 93.3 | 57.8 | 55.8 | 55.6 | 69.4 | 60.2 | 65.6 | 62.7 | 65.7 | |
| ReStraVCategory=Small Vision Models2026.02 | 64.8 | 54.8 | 52.8 | 59.8 | 95.2 | 49.6 | 49.3 | 49.9 | 36.9 | 48.4 | 47.2 | 30.2 | 40.9 | |
| Keye-VL-1.5-8BCategory=Generic MLLMs2026.02 | 60.4 | 58.3 | 56 | 62.4 | 94.7 | 51.3 | 51.1 | 53.3 | 59.7 | 50.5 | 51 | 52.8 | 52.9 | |
| Qwen3-VL-235B-A22BCategory=Generic MLLMs2026.02 | 57.9 | 57.4 | 65.7 | 63.4 | 98.5 | 54.1 | 50.9 | 51.2 | 65.8 | 49.1 | 32.3 | 49.8 | 63.5 | |
| Qwen3-VL-8BCategory=Generic MLLMs2026.02 | 56.6 | 60.2 | 59.4 | 62.9 | 99.9 | 53.3 | 50.6 | 50.3 | 64.2 | 51.8 | 55.1 | 54.1 | 66.7 | |
| NSG-VDCategory=Small Vision Models2026.02 | 55.1 | 53.4 | 58.2 | 64.3 | 50.7 | 54.3 | 53.8 | 58.5 | 53.8 | 58 | 56 | 69.4 | 57 | |
| MiMo-VL-7BCategory=Generic MLLMs2026.02 | 53.6 | 65.5 | 65.8 | 66 | 98.8 | 58.4 | 50.1 | 50.6 | 69.7 | 56.7 | 61.7 | 56.1 | 66 | |
| Qwen2.5-VL-7BCategory=Generic MLLMs2026.02 | 49.4 | 58.8 | 53.3 | 60.3 | 99.2 | 50.7 | 50 | 49.7 | 63.6 | 49.4 | 51.6 | 53.1 | 55.8 | |
| GLM-4.5VCategory=Generic MLLMs2026.02 | 49.4 | 56.5 | 56.6 | 62.4 | 97.1 | 57.9 | 52.2 | 50.5 | 63.2 | 48.9 | 49.2 | 49.8 | 58.3 | |
| InternVL3.5-8BCategory=Generic MLLMs2026.02 | 44.1 | 56.1 | 53.4 | 56.7 | 99.7 | 51.3 | 50.2 | 49.5 | 62.6 | 49.8 | 49.1 | 50.2 | 53.9 | |
| D3Category=Small Vision Models, Metric Type=Average Precision (AP)2026.02 | 39.1 | 55.1 | 89 | 66.1 | 90 | 54.8 | 36.4 | 44.1 | 61.6 | 48.7 | 51.7 | 78.9 | 50.5 | |
| Skyra-RLCategory=MLLM-based Video Forgery Detectors2026.02 | 37.7 | 52.9 | 59.1 | 55.9 | 51.5 | 50.1 | 49.9 | 49.9 | 63.4 | 51.7 | 53.5 | 51.7 | 59.6 |