Video-level Deepfake Detection on CDF2
97.3AUCVLF-FFD
Evaluation results
| Method | Links | |
|---|---|---|
| VLF-FFDDFD (Dedicated Deepfake Detector)=true, MLLM (Multimodal Large Language Model)=true, Training dataset=FF++ c232026.01 | 97.3 | |
| RLSBIDFD (Dedicated Deepfake Detector)=false, MLLM (Multimodal Large Language Model)=true, Training dataset=FF++ c232026.01 | 96.3 | |
| F. Adap.DFD (Dedicated Deepfake Detector)=true, MLLM (Multimodal Large Language Model)=false, Training dataset=FF++ c232026.01 | 95.7 | |
| EffortDFD (Dedicated Deepfake Detector)=true, MLLM (Multimodal Large Language Model)=false, Training dataset=FF++ c232026.01 | 95.6 | |
| X2-DFDDFD (Dedicated Deepfake Detector)=true, MLLM (Multimodal Large Language Model)=true, Training dataset=FF++ c232026.01 | 95.5 | |
| M2F2-detDFD (Dedicated Deepfake Detector)=true, MLLM (Multimodal Large Language Model)=true, Training dataset=FF++ c232026.01 | 95.1 | |
| KFDDFD (Dedicated Deepfake Detector)=true, MLLM (Multimodal Large Language Model)=true, Training dataset=FF++ c232026.01 | 94.7 | |
| CDFADFD (Dedicated Deepfake Detector)=true, MLLM (Multimodal Large Language Model)=false, Training dataset=FF++ c232026.01 | 93.8 | |
| ProDetDFD (Dedicated Deepfake Detector)=true, MLLM (Multimodal Large Language Model)=false, Training dataset=FF++ c232026.01 | 92.6 | |
| SBIDFD (Dedicated Deepfake Detector)=true, MLLM (Multimodal Large Language Model)=false, Training dataset=FF++ c232026.01 | 88.6 | |
| LSDADFD (Dedicated Deepfake Detector)=true, MLLM (Multimodal Large Language Model)=false, Training dataset=FF++ c232026.01 | 87.5 | |
| UCFDFD (Dedicated Deepfake Detector)=true, MLLM (Multimodal Large Language Model)=false, Training dataset=FF++ c232026.01 | 83.7 | |
| RECCEDFD (Dedicated Deepfake Detector)=true, MLLM (Multimodal Large Language Model)=false, Training dataset=FF++ c232026.01 | 82.3 |