Deepfake video photorealism assessment on DREAM (test-3)
0.975PLCCDA-CLIP-T
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DA-CLIP-TMethod Category=VLM, Independent Runs=10, Branch=Textual2025.10 | 0.975 | 0.961 | |
| DA-CLIPMethod Category=VLM, Independent Runs=102025.10 | 0.856 | 0.794 | |
| OPDAIMethod Category=Deep finetuning, Independent Runs=102025.10 | 0.738 | 0.697 | |
| UNILJMethod Category=Deep finetuning, Independent Runs=102025.10 | 0.62 | 0.582 | |
| DFGC1stMethod Category=Deep features, Independent Runs=102025.10 | 0.616 | 0.576 | |
| DeQA-iMethod Category=VLM, Independent Runs=102025.10 | 0.598 | 0.558 | |
| Fast-VQAMethod Category=Deep finetuning, Independent Runs=102025.10 | 0.596 | 0.517 | |
| VIDEVALMethod Category=Hand-crafted, Independent Runs=102025.10 | 0.595 | 0.527 | |
| Q-Align-iMethod Category=VLM, Independent Runs=102025.10 | 0.561 | 0.563 | |
| HUSTMethod Category=Deep finetuning, Independent Runs=102025.10 | 0.527 | 0.545 | |
| V-BLIINDSMethod Category=Hand-crafted, Independent Runs=102025.10 | 0.515 | 0.44 | |
| TLVQMMethod Category=Hand-crafted, Independent Runs=102025.10 | 0.459 | 0.403 | |
| GM-LOGMethod Category=Hand-crafted, Independent Runs=102025.10 | 0.346 | 0.401 | |
| Patch-VQMethod Category=Deep finetuning, Independent Runs=102025.10 | 0.317 | 0.303 | |
| ResNet50Method Category=Deep features, Independent Runs=102025.10 | 0.299 | 0.314 | |
| HIGRADEMethod Category=Hand-crafted, Independent Runs=102025.10 | 0.275 | 0.31 | |
| BRISQUEMethod Category=Hand-crafted, Independent Runs=102025.10 | 0.225 | 0.247 | |
| VGG-faceMethod Category=Deep features, Independent Runs=102025.10 | 0.22 | 0.208 | |
| DeQA-mMethod Category=VLM, Independent Runs=102025.10 | 0.164 | 0.217 | |
| Q-Align-mMethod Category=VLM, Independent Runs=102025.10 | 0.147 | 0.212 | |
| CLIP-IQA+Method Category=VLM, Independent Runs=102025.10 | 0.086 | 0.09 | |
| CLIP-IQAMethod Category=VLM, Independent Runs=102025.10 | 0.022 | 0.048 |