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ResearchFormerly WizWand

Video Quality Assessment on CGVDS

0.81SRCCLMM-PVQA (Soft Ranking Stage 2)
0.130880.307190.48350.65981May 6, 2025
Updated 5mo ago

Evaluation results

MethodLinks
LMM-PVQA (Soft Ranking Stage 2)Training data=PLVD-P1/ P2 (600k), Human Label=No, Setting=Zero-shot2025.050.810.834
LMM-PVQA (Soft Ranking Stage 1)Training data=PLVD-P1 (500k), Human Label=No, Setting=Zero-shot2025.050.7990.829
MinimalisticVQA(IX)Training data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.050.7970.816
LMM-PVQA (Hard Ranking)Training data=PLVD-P1 (500k), Human Label=No, Setting=Zero-shot2025.050.7940.801
LMM-PVQA (Soft Ranking Stage 3)Training data=PLVD-P1/ P2/ P3 (700k), Human Label=No, Setting=Zero-shot2025.050.7920.823
Q-AlignTraining data=fused [11, 17, 28, 40, 70], Human Label=Yes, Setting=Zero-shot2025.050.7560.798
FAST-VQATraining data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.050.7250.747
DOVERTraining data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.050.6940.747
MinimalisticVQA(VII)Training data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.050.6810.733
STEMTraining data=None, Human Label=No, Setting=Zero-shot2025.050.4980.492
NIQETraining data=None, Human Label=No, Setting=Zero-shot2025.050.4730.496
IL-NIQETraining data=None, Human Label=No, Setting=Zero-shot2025.050.340.303
VIIDEOTraining data=None, Human Label=No, Setting=Zero-shot2025.050.157-0.257