Deepfake video photorealism assessment on DREAM (test-2)
0.976PLCCDA-CLIP-T
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DA-CLIP-TMethod Category=VLM, Independent Runs=10, Branch=Textual2025.10 | 0.976 | 0.969 | |
| DA-CLIPMethod Category=VLM, Independent Runs=102025.10 | 0.872 | 0.817 | |
| OPDAIMethod Category=Deep finetuning, Independent Runs=102025.10 | 0.835 | 0.818 | |
| VIDEVALMethod Category=Hand-crafted, Independent Runs=102025.10 | 0.799 | 0.761 | |
| DeQA-iMethod Category=VLM, Independent Runs=102025.10 | 0.777 | 0.765 | |
| DFGC1stMethod Category=Deep features, Independent Runs=102025.10 | 0.755 | 0.74 | |
| UNILJMethod Category=Deep finetuning, Independent Runs=102025.10 | 0.749 | 0.718 | |
| Fast-VQAMethod Category=Deep finetuning, Independent Runs=102025.10 | 0.739 | 0.688 | |
| V-BLIINDSMethod Category=Hand-crafted, Independent Runs=102025.10 | 0.709 | 0.678 | |
| Q-Align-iMethod Category=VLM, Independent Runs=102025.10 | 0.697 | 0.698 | |
| TLVQMMethod Category=Hand-crafted, Independent Runs=102025.10 | 0.691 | 0.692 | |
| ResNet50Method Category=Deep features, Independent Runs=102025.10 | 0.672 | 0.663 | |
| VGG-faceMethod Category=Deep features, Independent Runs=102025.10 | 0.631 | 0.625 | |
| Patch-VQMethod Category=Deep finetuning, Independent Runs=102025.10 | 0.617 | 0.599 | |
| HUSTMethod Category=Deep finetuning, Independent Runs=102025.10 | 0.608 | 0.634 | |
| HIGRADEMethod Category=Hand-crafted, Independent Runs=102025.10 | 0.511 | 0.593 | |
| BRISQUEMethod Category=Hand-crafted, Independent Runs=102025.10 | 0.478 | 0.58 | |
| GM-LOGMethod Category=Hand-crafted, Independent Runs=102025.10 | 0.47 | 0.537 | |
| DeQA-mMethod Category=VLM, Independent Runs=102025.10 | 0.177 | 0.21 | |
| Q-Align-mMethod Category=VLM, Independent Runs=102025.10 | 0.166 | 0.202 | |
| CLIP-IQA+Method Category=VLM, Independent Runs=102025.10 | 0.125 | 0.116 | |
| CLIP-IQAMethod Category=VLM, Independent Runs=102025.10 | -0.006 | 0.004 |