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ResearchFormerly WizWand

Video Quality Assessment on Out of Distribution Overall

0.716SRCCLMM-PVQA (Soft Ranking Stage 3)
0.057680.228590.39950.57041May 6, 2025
Updated 5mo ago

Evaluation results

MethodLinks
LMM-PVQA (Soft Ranking Stage 3)Training data=PLVD-P1/ P2/ P3 (700k), Human Label=No, Setting=Zero-shot2025.050.7160.752
LMM-PVQA (Soft Ranking Stage 2)Training data=PLVD-P1/ P2 (600k), Human Label=No, Setting=Zero-shot2025.050.7040.741
LMM-PVQA (Soft Ranking Stage 1)Training data=PLVD-P1 (500k), Human Label=No, Setting=Zero-shot2025.050.650.693
LMM-PVQA (Hard Ranking)Training data=PLVD-P1 (500k), Human Label=No, Setting=Zero-shot2025.050.6130.648
MinimalisticVQA(IX)Training data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.050.5740.622
Q-AlignTraining data=fused [11, 17, 28, 40, 70], Human Label=Yes, Setting=Zero-shot2025.050.5550.606
DOVERTraining data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.050.5190.569
MinimalisticVQA(VII)Training data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.050.490.551
FAST-VQATraining data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.050.4860.512
NIQETraining data=None, Human Label=No, Setting=Zero-shot2025.050.1830.154
STEMTraining data=None, Human Label=No, Setting=Zero-shot2025.050.1720.147
VIIDEOTraining data=None, Human Label=No, Setting=Zero-shot2025.050.110.01
IL-NIQETraining data=None, Human Label=No, Setting=Zero-shot2025.050.0830.036