LAV-DF
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Classification | LAV-DF leave-one-modality-out cross-validation | Accuracy (Video)63.83 | 39 | |
| Temporal Forgery Localization | LAV-DF (test) | mAP @ 0.598.8 | 16 | |
| Multimodal Forgery Detection | LAV-DF (test) | Video Score72.19 | 15 | |
| Temporal forgery localization | LAV-DF | mAP@0.198 | 15 | |
| Temporal Forgery Localization | LAV-DF 5 (test) | mAP@IoU=0.198 | 11 | |
| Temporal Deepfake Localization | LAV-DF | AP@0.599.33 | 10 | |
| Frame-level Deepfake Detection | LAV-DF | AP100 | 8 | |
| Deepfake Detection | LAV-DF clean | AP100 | 7 | |
| Temporal forgery localization | LAV-DF in-dataset setting | AP@0.599.76 | 7 | |
| Temporal forgery localization | LAV-DF 1.0 (full set) | AP@0.576.9 | 7 | |
| Temporal Forgery Localization | LAV-DF 1.0 | AP@0.585.2 | 7 | |
| Audio-visual DeepFake Detection | LAV-DF | Accuracy92.82 | 6 | |
| Temporal Forgery Localization | LAV-DF cross-dataset evaluation from AV-Deepfake1M (test) | mAP@IoU=0.121.81 | 5 | |
| Deepfake Localization | LAV-DF | IoU95.5 | 4 | |
| Tamper Detection | LAV-DF (50 groups) | AP99.9 | 4 | |
| Temporal Forgery Localization | LAV-DF cross-dataset (test) | AP@0.559.71 | 3 |
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