Video-level Deepfake Detection on DFDCP
92.9AUCF. Adap.
Evaluation results
| Method | Links | |
|---|---|---|
| F. Adap.DFD (Dedicated Deepfake Detector)=true, MLLM (Multimodal Large Language Model)=false, Training dataset=FF++ c232026.01 | 92.9 | |
| VLF-FFDDFD (Dedicated Deepfake Detector)=true, MLLM (Multimodal Large Language Model)=true, Training dataset=FF++ c232026.01 | 92 | |
| KFDDFD (Dedicated Deepfake Detector)=true, MLLM (Multimodal Large Language Model)=true, Training dataset=FF++ c232026.01 | 91.8 | |
| X2-DFDDFD (Dedicated Deepfake Detector)=true, MLLM (Multimodal Large Language Model)=true, Training dataset=FF++ c232026.01 | 91.2 | |
| EffortDFD (Dedicated Deepfake Detector)=true, MLLM (Multimodal Large Language Model)=false, Training dataset=FF++ c232026.01 | 90.9 | |
| CDFADFD (Dedicated Deepfake Detector)=true, MLLM (Multimodal Large Language Model)=false, Training dataset=FF++ c232026.01 | 88.1 | |
| RLSBIDFD (Dedicated Deepfake Detector)=false, MLLM (Multimodal Large Language Model)=true, Training dataset=FF++ c232026.01 | 84.9 | |
| SBIDFD (Dedicated Deepfake Detector)=true, MLLM (Multimodal Large Language Model)=false, Training dataset=FF++ c232026.01 | 84.8 | |
| ProDetDFD (Dedicated Deepfake Detector)=true, MLLM (Multimodal Large Language Model)=false, Training dataset=FF++ c232026.01 | 82.8 | |
| LSDADFD (Dedicated Deepfake Detector)=true, MLLM (Multimodal Large Language Model)=false, Training dataset=FF++ c232026.01 | 81.2 | |
| UCFDFD (Dedicated Deepfake Detector)=true, MLLM (Multimodal Large Language Model)=false, Training dataset=FF++ c232026.01 | 77 | |
| RECCEDFD (Dedicated Deepfake Detector)=true, MLLM (Multimodal Large Language Model)=false, Training dataset=FF++ c232026.01 | 73.4 |