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ResearchFormerly WizWand

Deepfake video photorealism assessment on DREAM Overall Average

0.976PLCC (Overall Average)DA-CLIP-T
-0.024480.235260.4950.75474Oct 11, 2025
Updated 7mo ago

Evaluation results

MethodLinks
DA-CLIP-TMethod Category=VLM, Independent Runs=10, Branch=Textual2025.100.9760.9670.971
DA-CLIPMethod Category=VLM, Independent Runs=102025.100.8570.7980.827
OPDAIMethod Category=Deep finetuning, Independent Runs=102025.100.8020.7620.782
UNILJMethod Category=Deep finetuning, Independent Runs=102025.100.7220.6820.702
DeQA-iMethod Category=VLM, Independent Runs=102025.100.710.6740.692
Fast-VQAMethod Category=Deep finetuning, Independent Runs=102025.100.7060.6380.672
DFGC1stMethod Category=Deep features, Independent Runs=102025.100.6990.6650.682
VIDEVALMethod Category=Hand-crafted, Independent Runs=102025.100.6720.6160.644
Q-Align-iMethod Category=VLM, Independent Runs=102025.100.6480.6410.644
HUSTMethod Category=Deep finetuning, Independent Runs=102025.100.5880.6040.596
V-BLIINDSMethod Category=Hand-crafted, Independent Runs=102025.100.5850.5170.551
TLVQMMethod Category=Hand-crafted, Independent Runs=102025.100.5580.520.539
Patch-VQMethod Category=Deep finetuning, Independent Runs=102025.100.4720.4490.46
ResNet50Method Category=Deep features, Independent Runs=102025.100.4470.4450.446
GM-LOGMethod Category=Hand-crafted, Independent Runs=102025.100.4230.4750.449
HIGRADEMethod Category=Hand-crafted, Independent Runs=102025.100.4040.4460.425
VGG-faceMethod Category=Deep features, Independent Runs=102025.100.3630.3440.353
BRISQUEMethod Category=Hand-crafted, Independent Runs=102025.100.330.3710.35
DeQA-mMethod Category=VLM, Independent Runs=102025.100.1930.2340.213
Q-Align-mMethod Category=VLM, Independent Runs=102025.100.180.2260.203
CLIP-IQA+Method Category=VLM, Independent Runs=102025.100.0970.0990.098
CLIP-IQAMethod Category=VLM, Independent Runs=102025.100.0140.0250.019