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ResearchFormerly WizWand

Blind Video Quality Assessment on LIVE-YT-HFR

0.798SRCCqst
-0.116160.121170.35850.59583Feb 29, 2024May 11, 2024Jul 22, 2024Oct 2, 2024Dec 13, 2024Feb 23, 2025May 6, 2025
Updated 5mo ago

Evaluation results

MethodLinks
qstmodule=complete model (spatial + temporal)2024.020.7980.828
qtmodule=with temporal rectifier2024.020.7890.799
FAVER2024.020.6350.692
qbmodule=base quality predictor2024.020.5880.696
qsmodule=with spatial rectifier2024.020.5840.69
LMM-PVQA (Soft Ranking Stage 3)Training data=PLVD-P1/ P2/ P3 (700k), Human Label=No, Setting=Zero-shot2025.050.5590.644
LMM-PVQA (Soft Ranking Stage 2)Training data=PLVD-P1/ P2 (600k), Human Label=No, Setting=Zero-shot2025.050.5150.611
LMM-PVQA (Hard Ranking)Training data=PLVD-P1 (500k), Human Label=No, Setting=Zero-shot2025.050.4960.55
LMM-PVQA (Soft Ranking Stage 1)Training data=PLVD-P1 (500k), Human Label=No, Setting=Zero-shot2025.050.4810.525
VIDEVAL2024.020.4750.567
RAPIQUE2024.020.4570.567
TLVQM2024.020.430.505
DOVERTraining data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.050.360.465
NIQETraining data=None, Human Label=No, Setting=Zero-shot2025.050.3540.413
Q-AlignTraining data=fused [11, 17, 28, 40, 70], Human Label=Yes, Setting=Zero-shot2025.050.3290.342
FAST-VQATraining data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.050.3260.415
BRISQUE2024.020.3190.42
MinimalisticVQA(IX)Training data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.050.3010.388
STEMTraining data=None, Human Label=No, Setting=Zero-shot2025.050.2880.317
VIIDEOTraining data=None, Human Label=No, Setting=Zero-shot2025.050.2760.244
NIQE2024.020.1370.418
MinimalisticVQA(VII)Training data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.050.0610.13
IL-NIQETraining data=None, Human Label=No, Setting=Zero-shot2025.05-0.081-0.04