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Deepfake video photorealism assessment on DREAM (test-2)

0.976PLCCDA-CLIP-T
-0.045280.219860.4850.75014Oct 11, 2025

Evaluation results

MethodLinks
DA-CLIP-TMethod Category=VLM, Independent Runs=10, Branch=Textual2025.100.9760.969
DA-CLIPMethod Category=VLM, Independent Runs=102025.100.8720.817
OPDAIMethod Category=Deep finetuning, Independent Runs=102025.100.8350.818
VIDEVALMethod Category=Hand-crafted, Independent Runs=102025.100.7990.761
DeQA-iMethod Category=VLM, Independent Runs=102025.100.7770.765
DFGC1stMethod Category=Deep features, Independent Runs=102025.100.7550.74
UNILJMethod Category=Deep finetuning, Independent Runs=102025.100.7490.718
Fast-VQAMethod Category=Deep finetuning, Independent Runs=102025.100.7390.688
V-BLIINDSMethod Category=Hand-crafted, Independent Runs=102025.100.7090.678
Q-Align-iMethod Category=VLM, Independent Runs=102025.100.6970.698
TLVQMMethod Category=Hand-crafted, Independent Runs=102025.100.6910.692
ResNet50Method Category=Deep features, Independent Runs=102025.100.6720.663
VGG-faceMethod Category=Deep features, Independent Runs=102025.100.6310.625
Patch-VQMethod Category=Deep finetuning, Independent Runs=102025.100.6170.599
HUSTMethod Category=Deep finetuning, Independent Runs=102025.100.6080.634
HIGRADEMethod Category=Hand-crafted, Independent Runs=102025.100.5110.593
BRISQUEMethod Category=Hand-crafted, Independent Runs=102025.100.4780.58
GM-LOGMethod Category=Hand-crafted, Independent Runs=102025.100.470.537
DeQA-mMethod Category=VLM, Independent Runs=102025.100.1770.21
Q-Align-mMethod Category=VLM, Independent Runs=102025.100.1660.202
CLIP-IQA+Method Category=VLM, Independent Runs=102025.100.1250.116
CLIP-IQAMethod Category=VLM, Independent Runs=102025.10-0.0060.004