Video Forgery Detection on DVF (test)
95.4AUC (Video Crafter1)TALL
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| TALL2026.04 | 95.4 | 91.8 | 97.2 | 94.9 | 97.5 | 83.6 | 98.2 | 92.6 | |
| TimeSformer2026.04 | 94.5 | 92.7 | 98 | 92.5 | 98.4 | 92.4 | 99.5 | 95.4 | |
| MM-DetModules=MMFR and IAFA2024.10 | 93.5 | 94 | 88.8 | 86.2 | 95.9 | 95.7 | 89.9 | 92 | |
| MM-Det2026.04 | 93.5 | 94 | 88.8 | 86.2 | 95.9 | 95.7 | 89.9 | 92 | |
| Qwen2.5-ViT2026.04 | 93.5 | 99.8 | 98.6 | 96.4 | 99.1 | 95.6 | 99.7 | 97.6 | |
| F3Net2026.04 | 90.4 | 90.2 | 95.9 | 90.1 | 97.8 | 93.1 | 98.5 | 93.7 | |
| HiFi-NetLearning=Hierarchical fine-grained2024.10 | 90.2 | 89.7 | 80.1 | 70.1 | 87.8 | 89.2 | 83.1 | 84.3 | |
| F3NetFeatures=Frequency traces2024.10 | 89.7 | 80.5 | 69.3 | 70.8 | 88.9 | 84.4 | 85.1 | 81.3 | |
| CNNDetBackbone=ResNet2024.10 | 87.4 | 88.2 | 78 | 63.8 | 77.3 | 73.5 | 78.9 | 78.2 | |
| CNNDet2026.04 | 87.4 | 88.2 | 78 | 63.8 | 77.3 | 73.5 | 78.9 | 78.2 | |
| NPR2026.04 | 86.6 | 85.6 | 96 | 81 | 94.6 | 71.1 | 97 | 87.4 | |
| ViViTFocus=Spatiotemporal information2024.10 | 79.1 | 78.4 | 77.7 | 69.4 | 83.1 | 82.1 | 83.6 | 79.1 | |
| TALLFocus=Spatiotemporal information2024.10 | 76 | 65.9 | 62.1 | 64.3 | 72.3 | 65.8 | 79.8 | 69.5 | |
| Uni-FDFeature Space=CLIP (training-free)2024.10 | 75 | 71.2 | 76.6 | 73.1 | 76.2 | 80.2 | 66.7 | 74.1 | |
| DE-FAKEEncoder=CLIP (visual and textual)2024.10 | 74.7 | 68.2 | 55.8 | 64.1 | 85.6 | 85.4 | 70.6 | 72.1 | |
| RaisingFeature Space=CLIP2024.10 | 63.8 | 60.7 | 64.1 | 68.8 | 70.7 | 78.2 | 62.8 | 67 | |
| TS2-NetFocus=Spatiotemporal information2024.10 | 61.8 | 70.6 | 75.5 | 78 | 78.2 | 62.1 | 78.6 | 72.1 | |
| DIREMechanism=DDIM reconstruction2024.10 | 55.9 | 61.8 | 53.8 | 60.5 | 65.8 | 62.7 | 69.9 | 62.1 | |
| DIRE2026.04 | 55.9 | 61.8 | 53.8 | 60.5 | 65.8 | 62.7 | 69.9 | 62.1 |