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ResearchFormerly WizWand

Video Quality Assessment on In-domain Overall

0.861SRCCLMM-PVQA (Soft Ranking Stage 3)
0.045640.257320.4690.68068May 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-shot2025.050.8610.868
LMM-PVQA (Soft Ranking Stage 2)Training data=PLVD-P1/ P2 (600k), Human Label=No, Setting=Zero-shot2025.050.8590.864
LMM-PVQA (Soft Ranking Stage 1)Training data=PLVD-P1 (500k), Human Label=No, Setting=Zero-shot2025.050.8580.863
LMM-PVQA (Hard Ranking)Training data=PLVD-P1 (500k), Human Label=No, Setting=Zero-shot2025.050.8540.85
MinimalisticVQA(IX)Training data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.050.8490.859
Q-AlignTraining data=fused [11, 17, 28, 40, 70], Human Label=Yes, Setting=Zero-shot2025.050.8440.861
DOVERTraining data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.050.8420.845
FAST-VQATraining data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.050.8380.849
MinimalisticVQA(VII)Training data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.050.8170.83
BUONA-VISTATraining data=None, Human Label=No, Setting=Zero-shot2025.050.680.693
NIQETraining data=None, Human Label=No, Setting=Zero-shot2025.050.4570.395
IL-NIQETraining data=None, Human Label=No, Setting=Zero-shot2025.050.4540.39
TPQITraining data=None, Human Label=No, Setting=Zero-shot2025.050.4110.449
STEMTraining data=None, Human Label=No, Setting=Zero-shot2025.050.3250.336
VIIDEOTraining data=None, Human Label=No, Setting=Zero-shot2025.050.0770.095