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ResearchFormerly WizWand

Video Quality Assessment on KVQ

0.867SROCCKSVQE
0.023560.242530.46150.68047Feb 11, 2024Apr 26, 2024Jul 10, 2024Sep 23, 2024Dec 7, 2024Feb 20, 2025May 6, 2025
Updated 5mo ago

Evaluation results

MethodLinks
KSVQE2024.020.8670.869
SimpleVQA2024.020.840.847
Doveraesthetic branch=false2024.020.8330.837
FastVQA2024.020.8320.834
PVQ2024.020.7940.801
GSTVQA2024.020.7860.781
VSFA2024.020.7620.765
LMM-PVQA (Soft Ranking Stage 3)Training data=PLVD-P1/ P2/ P3 (700k), Human Label=No, Setting=Zero-shot2025.050.7540.77
LMM-PVQA (Soft Ranking Stage 2)Training data=PLVD-P1/ P2 (600k), Human Label=No, Setting=Zero-shot2025.050.7490.764
RAPIQUE2024.020.740.717
LMM-PVQA (Soft Ranking Stage 1)Training data=PLVD-P1 (500k), Human Label=No, Setting=Zero-shot2025.050.690.725
LMM-PVQA (Hard Ranking)Training data=PLVD-P1 (500k), Human Label=No, Setting=Zero-shot2025.050.640.67
MinimalisticVQA(IX)Training data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.050.6150.661
Q-AlignTraining data=fused [11, 17, 28, 40, 70], Human Label=Yes, Setting=Zero-shot2025.050.6130.655
MinimalisticVQA(VII)Training data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.050.6040.659
DOVERTraining data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.050.5590.593
FAST-VQATraining data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.050.5180.526
TLVQM2024.020.490.509
VIDEVAL2024.020.3690.639
VIQE2024.020.2210.397
NIQETraining data=None, Human Label=No, Setting=Zero-shot2025.050.1630.114
STEMTraining data=None, Human Label=No, Setting=Zero-shot2025.050.1230.104
VIIDEOTraining data=None, Human Label=No, Setting=Zero-shot2025.050.0820.019
IL-NIQETraining data=None, Human Label=No, Setting=Zero-shot2025.050.0560.006