AI-generated video frame detection on GenVidBench frame-level samples
95.5CogVideo AccuracyDTS-Det
Evaluation results
| Method | Links | ||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DTS-DetTraining Dataset=ConImageGen, Evaluation Level=Frame-level2026.07 | 95.5 | 95.7 | 79.1 | 76.2 | 95.1 | 95.2 | 76.2 | 71.8 | 83.2 | 81.5 | 76.1 | 71.7 | 92.2 | 92.6 | 91.5 | 92.1 | 88.5 | 89 | 92.1 | 92.5 | 91 | 91.6 | 87.3 | 86.4 | |
| SigLIP2+DINOv3Training Dataset=ConImageGen, Evaluation Level=Frame-level2026.07 | 83.5 | 81.8 | 58.5 | 36.6 | 84 | 82.4 | 53 | 21.6 | 66.3 | 52.8 | 50.5 | 13.9 | 80.5 | 77.9 | 85.5 | 84.5 | 77 | 72.9 | 86.5 | 85.6 | 86.4 | 85.6 | 73.8 | 63.2 | |
| UnivFDTraining Dataset=ConImageGen, Evaluation Level=Frame-level2026.07 | 81 | 83 | 66.5 | 65.6 | 75.5 | 76.9 | 52 | 42.1 | 69.4 | 69 | 53 | 44 | 69 | 70.4 | 77.5 | 80.2 | 73 | 75.2 | 76.5 | 79.1 | 69 | 70.4 | 69.3 | 68.7 | |
| DINOv3-LoRATraining Dataset=ConImageGen, Evaluation Level=Frame-level2026.07 | 76.5 | 80.9 | 61.5 | 75.5 | 57.5 | 81 | 57.5 | 58.3 | 54.6 | 54.8 | 56 | 57.3 | 77 | 81.3 | 75.5 | 79.8 | 75 | 79.3 | 76.2 | 80.3 | 76.8 | 81.3 | 67.6 | 73.6 | |
| F3NetTraining Dataset=ConImageGen, Evaluation Level=Frame-level2026.07 | 57.5 | 57.7 | 52 | 51.9 | 58.5 | 57.8 | 49 | 47.4 | 48.4 | 47.6 | 53.5 | 52.7 | 56 | 56.4 | 56.5 | 56.7 | 54 | 54.9 | 56.2 | 55.6 | 53.8 | 53.5 | 54.1 | 53.8 | |
| AIDETraining Dataset=ConImageGen, Evaluation Level=Frame-level2026.07 | 55.8 | 65.1 | 52.2 | 60.2 | 61.5 | 67.3 | 53 | 61.7 | 47.9 | 55.6 | 58.2 | 67.5 | 58.5 | 73.7 | 58.4 | 63.7 | 52 | 59.6 | 62.5 | 68.1 | 54 | 58.8 | 55.8 | 63.6 | |
| ResNet50Training Dataset=ConImageGen, Evaluation Level=Frame-level2026.07 | 53.5 | 52.3 | 58.5 | 58.7 | 61.5 | 61.7 | 54 | 53.5 | 50.5 | 49.2 | 56.5 | 55.8 | 58 | 58.4 | 62.5 | 63.7 | 57 | 56.7 | 61.5 | 62.8 | 61.5 | 61.7 | 57.7 | 57.6 | |
| FreqNetTraining Dataset=ConImageGen, Evaluation Level=Frame-level2026.07 | 53 | 54.3 | 50 | 50.4 | 43.5 | 43.2 | 46.5 | 46.7 | 43.8 | 43.2 | 51 | 53.3 | 49.5 | 49.2 | 50 | 48.9 | 49.5 | 48.7 | 47 | 46.5 | 51 | 51.5 | 48.6 | 48.7 | |
| Noiseprint++Training Dataset=ConImageGen, Evaluation Level=Frame-level2026.07 | 53 | 67.8 | 52.5 | 67.4 | 47.5 | 62.6 | 51 | 65.9 | 51.1 | 65.9 | 53 | 67.8 | 49 | 65.5 | 50 | 66.4 | 49.2 | 65.4 | 47.5 | 64.1 | 48.5 | 65.1 | 50.2 | 65.8 | |
| SigLIP2-LoRATraining Dataset=ConImageGen, Evaluation Level=Frame-level2026.07 | 50.5 | 61.7 | 48.2 | 59 | 44.5 | 55 | 47.5 | 58.4 | 40.3 | 49.7 | 48.3 | 59.6 | 56.5 | 65 | 50.5 | 58 | 60.5 | 69.2 | 50.7 | 58.2 | 56 | 66.7 | 50.3 | 60.1 | |
| NPRTraining Dataset=ConImageGen, Evaluation Level=Frame-level2026.07 | 49.5 | 50.2 | 58 | 59.9 | 58.5 | 61 | 52.5 | 54.9 | 54.5 | 55.2 | 52 | 55.6 | 66.5 | 68.2 | 61.5 | 63.2 | 55 | 57.5 | 56.2 | 56.9 | 63.8 | 66.3 | 57.1 | 58.9 | |
| XceptionTraining Dataset=ConImageGen, Evaluation Level=Frame-level2026.07 | 49 | 49.5 | 56.2 | 57.2 | 54.8 | 55 | 53 | 54.3 | 49.4 | 48.7 | 58 | 59.9 | 61.5 | 62.8 | 58 | 59.2 | 57 | 59.1 | 56.5 | 56.3 | 63.5 | 65.4 | 56.1 | 57 | |
| C2P-CLIPTraining Dataset=ConImageGen, Evaluation Level=Frame-level2026.07 | 49 | 59.8 | 46 | 56.4 | 48.5 | 59.3 | 49.5 | 60.4 | 49.5 | 60.2 | 47.5 | 58.2 | 52 | 63.1 | 40.5 | 49.8 | 53 | 64.1 | 38 | 46.5 | 47.2 | 57.6 | 47.3 | 57.7 |