Video Forgery Detection on Video Datasets ID (In-Domain) GenBuster++, LOKI
93.1GenBuster++ ScoreVIDEOVERITAS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| VIDEOVERITASCategory=MLLM-based Video Forgery Detectors, Backbone=Qwen3-VL-8B2026.02 | 93.1 | 91.4 | |
| DeMambaCategory=Small Vision Models2026.02 | 87.6 | 86.8 | |
| Gemini-2.5-ProCategory=Generic MLLMs2026.02 | 80.5 | 71.8 | |
| Gemini-3-Pro-PreviewCategory=Generic MLLMs2026.02 | 79.4 | 82.5 | |
| BusterX++Category=MLLM-based Video Forgery Detectors2026.02 | 77.1 | 79.6 | |
| Qwen3-VL-235B-A22BCategory=Generic MLLMs2026.02 | 66.7 | 64.6 | |
| MiMo-VL-7BCategory=Generic MLLMs2026.02 | 65.8 | 54.3 | |
| Qwen3-VL-8BCategory=Generic MLLMs2026.02 | 65.1 | 62.4 | |
| GLM-4.5VCategory=Generic MLLMs2026.02 | 61.7 | 59.4 | |
| Qwen2.5-VL-7BCategory=Generic MLLMs2026.02 | 54.1 | 59.5 | |
| Keye-VL-1.5-8BCategory=Generic MLLMs2026.02 | 52.8 | 62.4 | |
| NSG-VDCategory=Small Vision Models2026.02 | 52.4 | 53.3 | |
| Skyra-RLCategory=MLLM-based Video Forgery Detectors2026.02 | 52.1 | 55.7 | |
| InternVL3.5-8BCategory=Generic MLLMs2026.02 | 51.7 | 59.6 | |
| ReStraVCategory=Small Vision Models2026.02 | 50.7 | 48.9 | |
| D3Category=Small Vision Models, Metric Type=Average Precision (AP)2026.02 | 49.5 | 46.8 |