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Deepfake video photorealism assessment on DREAM (test-3)

0.975PLCCDA-CLIP-T
-0.016120.241190.49850.75581Oct 11, 2025

Evaluation results

MethodLinks
DA-CLIP-TMethod Category=VLM, Independent Runs=10, Branch=Textual2025.100.9750.961
DA-CLIPMethod Category=VLM, Independent Runs=102025.100.8560.794
OPDAIMethod Category=Deep finetuning, Independent Runs=102025.100.7380.697
UNILJMethod Category=Deep finetuning, Independent Runs=102025.100.620.582
DFGC1stMethod Category=Deep features, Independent Runs=102025.100.6160.576
DeQA-iMethod Category=VLM, Independent Runs=102025.100.5980.558
Fast-VQAMethod Category=Deep finetuning, Independent Runs=102025.100.5960.517
VIDEVALMethod Category=Hand-crafted, Independent Runs=102025.100.5950.527
Q-Align-iMethod Category=VLM, Independent Runs=102025.100.5610.563
HUSTMethod Category=Deep finetuning, Independent Runs=102025.100.5270.545
V-BLIINDSMethod Category=Hand-crafted, Independent Runs=102025.100.5150.44
TLVQMMethod Category=Hand-crafted, Independent Runs=102025.100.4590.403
GM-LOGMethod Category=Hand-crafted, Independent Runs=102025.100.3460.401
Patch-VQMethod Category=Deep finetuning, Independent Runs=102025.100.3170.303
ResNet50Method Category=Deep features, Independent Runs=102025.100.2990.314
HIGRADEMethod Category=Hand-crafted, Independent Runs=102025.100.2750.31
BRISQUEMethod Category=Hand-crafted, Independent Runs=102025.100.2250.247
VGG-faceMethod Category=Deep features, Independent Runs=102025.100.220.208
DeQA-mMethod Category=VLM, Independent Runs=102025.100.1640.217
Q-Align-mMethod Category=VLM, Independent Runs=102025.100.1470.212
CLIP-IQA+Method Category=VLM, Independent Runs=102025.100.0860.09
CLIP-IQAMethod Category=VLM, Independent Runs=102025.100.0220.048