Deepfake video photorealism assessment on DREAM Overall Average
0.976PLCC (Overall Average)DA-CLIP-T
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DA-CLIP-TMethod Category=VLM, Independent Runs=10, Branch=Textual2025.10 | 0.976 | 0.967 | 0.971 | |
| DA-CLIPMethod Category=VLM, Independent Runs=102025.10 | 0.857 | 0.798 | 0.827 | |
| OPDAIMethod Category=Deep finetuning, Independent Runs=102025.10 | 0.802 | 0.762 | 0.782 | |
| UNILJMethod Category=Deep finetuning, Independent Runs=102025.10 | 0.722 | 0.682 | 0.702 | |
| DeQA-iMethod Category=VLM, Independent Runs=102025.10 | 0.71 | 0.674 | 0.692 | |
| Fast-VQAMethod Category=Deep finetuning, Independent Runs=102025.10 | 0.706 | 0.638 | 0.672 | |
| DFGC1stMethod Category=Deep features, Independent Runs=102025.10 | 0.699 | 0.665 | 0.682 | |
| VIDEVALMethod Category=Hand-crafted, Independent Runs=102025.10 | 0.672 | 0.616 | 0.644 | |
| Q-Align-iMethod Category=VLM, Independent Runs=102025.10 | 0.648 | 0.641 | 0.644 | |
| HUSTMethod Category=Deep finetuning, Independent Runs=102025.10 | 0.588 | 0.604 | 0.596 | |
| V-BLIINDSMethod Category=Hand-crafted, Independent Runs=102025.10 | 0.585 | 0.517 | 0.551 | |
| TLVQMMethod Category=Hand-crafted, Independent Runs=102025.10 | 0.558 | 0.52 | 0.539 | |
| Patch-VQMethod Category=Deep finetuning, Independent Runs=102025.10 | 0.472 | 0.449 | 0.46 | |
| ResNet50Method Category=Deep features, Independent Runs=102025.10 | 0.447 | 0.445 | 0.446 | |
| GM-LOGMethod Category=Hand-crafted, Independent Runs=102025.10 | 0.423 | 0.475 | 0.449 | |
| HIGRADEMethod Category=Hand-crafted, Independent Runs=102025.10 | 0.404 | 0.446 | 0.425 | |
| VGG-faceMethod Category=Deep features, Independent Runs=102025.10 | 0.363 | 0.344 | 0.353 | |
| BRISQUEMethod Category=Hand-crafted, Independent Runs=102025.10 | 0.33 | 0.371 | 0.35 | |
| DeQA-mMethod Category=VLM, Independent Runs=102025.10 | 0.193 | 0.234 | 0.213 | |
| Q-Align-mMethod Category=VLM, Independent Runs=102025.10 | 0.18 | 0.226 | 0.203 | |
| CLIP-IQA+Method Category=VLM, Independent Runs=102025.10 | 0.097 | 0.099 | 0.098 | |
| CLIP-IQAMethod Category=VLM, Independent Runs=102025.10 | 0.014 | 0.025 | 0.019 |