Deepfake video photorealism assessment on DREAM (Test-1)
97.7PLCCDA-CLIP-T
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DA-CLIP-TMethod Category=VLM, Independent Runs=10, Branch=Textual2025.10 | 97.7 | 97.1 | |
| DA-CLIPMethod Category=VLM, Independent Runs=102025.10 | 84.2 | 78.4 | |
| OPDAIMethod Category=Deep finetuning, Independent Runs=102025.10 | 83.2 | 77.2 | |
| UNILJMethod Category=Deep finetuning, Independent Runs=102025.10 | 79.7 | 74.7 | |
| Fast-VQAMethod Category=Deep finetuning, Independent Runs=102025.10 | 78.2 | 70.8 | |
| DeQA-iMethod Category=VLM, Independent Runs=102025.10 | 75.6 | 69.7 | |
| DFGC1stMethod Category=Deep features, Independent Runs=102025.10 | 72.7 | 68 | |
| Q-Align-iMethod Category=VLM, Independent Runs=102025.10 | 68.5 | 66.1 | |
| HUSTMethod Category=Deep finetuning, Independent Runs=102025.10 | 62.9 | 63.4 | |
| VIDEVALMethod Category=Hand-crafted, Independent Runs=102025.10 | 62.1 | 56 | |
| V-BLIINDSMethod Category=Hand-crafted, Independent Runs=102025.10 | 53.1 | 43.3 | |
| TLVQMMethod Category=Hand-crafted, Independent Runs=102025.10 | 52.5 | 46.6 | |
| Patch-VQMethod Category=Deep finetuning, Independent Runs=102025.10 | 48.3 | 44.4 | |
| GM-LOGMethod Category=Hand-crafted, Independent Runs=102025.10 | 45.5 | 48.7 | |
| HIGRADEMethod Category=Hand-crafted, Independent Runs=102025.10 | 42.6 | 43.7 | |
| ResNet50Method Category=Deep features, Independent Runs=102025.10 | 37.1 | 35.7 | |
| BRISQUEMethod Category=Hand-crafted, Independent Runs=102025.10 | 28.6 | 28.7 | |
| DeQA-mMethod Category=VLM, Independent Runs=102025.10 | 23.8 | 27.5 | |
| VGG-faceMethod Category=Deep features, Independent Runs=102025.10 | 23.7 | 20 | |
| Q-Align-mMethod Category=VLM, Independent Runs=102025.10 | 22.7 | 26.5 | |
| CLIP-IQA+Method Category=VLM, Independent Runs=102025.10 | 8.2 | 9.2 | |
| CLIP-IQAMethod Category=VLM, Independent Runs=102025.10 | 2.6 | 2.2 |