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ResearchFormerly WizWand

Blind Video Quality Assessment on Waterloo-IVC-4K

0.8398SRCCFDIM
0.0163280.2301140.44390.657686Feb 29, 2024Jul 13, 2024Nov 25, 2024Apr 9, 2025Aug 22, 2025Jan 4, 2026May 20, 2026
Updated 5mo ago

Evaluation results

MethodLinks
FDIMFramework=Hybrid2026.040.83980.8472
FDIMFramework=Deep feature component2026.040.83850.8504
qstdescription=complete model (spatial + temporal rectifiers)2024.020.8070.843
qsdescription=with spatial rectifier2024.020.8050.844
TOPIQ2026.040.79530.8
qbdescription=base quality predictor2024.020.7850.834
XPSNR2026.040.78070.7856
qtdescription=with temporal rectifier2024.020.770.832
DISTS2026.040.71340.7259
VMAF2026.040.71130.7046
LMM-PVQA (Soft Ranking Stage 3)Training data=PLVD-P1/ P2/ P3 (700k), Human Label=No, Setting=Zero-shot2025.050.670.728
RankDVQA2026.040.65010.6619
LMM-PVQA (Soft Ranking Stage 2)Training data=PLVD-P1/ P2 (600k), Human Label=No, Setting=Zero-shot2025.050.6330.696
VersusQMethod Category=Reasoning or reinforcement-learning based LMM evaluators2026.050.5870.67
VQAThinkerMethod Category=Reasoning or reinforcement-learning based LMM evaluators2026.050.5730.624
BTURA2024.020.5620.625
LMM-PVQA (Soft Ranking Stage 1)Training data=PLVD-P1 (500k), Human Label=No, Setting=Zero-shot2025.050.5520.614
MS-SSIM2026.040.51980.5242
LPIPS2026.040.50980.5317
SSIM2026.040.49780.5119
LMM-PVQA (Hard Ranking)Training data=PLVD-P1 (500k), Human Label=No, Setting=Zero-shot2025.050.4920.542
PSNR2026.040.47060.4844
MinimalisticVQA(IX)Training data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.050.4590.502
MinimalisticVQAMethod Category=Supervised VQA/IQA models2026.050.4590.502
VQA2-ScorerMethod Category=Supervised VQA/IQA models2026.050.4150.474
Q-AlignTraining data=fused [11, 17, 28, 40, 70], Human Label=Yes, Setting=Zero-shot2025.050.4140.497
Q-AlignMethod Category=Supervised VQA/IQA models2026.050.4140.497
SimpleVQAMethod Category=Supervised VQA/IQA models2026.050.3790.425
DOVERTraining data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.050.3680.418
DOVERMethod Category=Supervised VQA/IQA models2026.050.3680.418
FAST-VQATraining data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.050.3270.363
FAST-VQAMethod Category=Supervised VQA/IQA models2026.050.3270.363
MinimalisticVQA(VII)Training data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.050.2750.338
VisualQuality-R1Method Category=Reasoning or reinforcement-learning based LMM evaluators2026.050.2270.298
Q-InsightMethod Category=Reasoning or reinforcement-learning based LMM evaluators2026.050.2180.206
STEMTraining data=None, Human Label=No, Setting=Zero-shot2025.050.1840.097
STEMMethod Category=Training-free / unsupervised quality models2026.050.1840.097
BRISQUE2024.020.1540.248
CLIP-IQAMethod Category=Training-free / unsupervised quality models2026.050.1330.213
VSFA2024.020.1220.148
VIIDEOTraining data=None, Human Label=No, Setting=Zero-shot2025.050.1140.078
VIIDEOMethod Category=Training-free / unsupervised quality models2026.050.1140.078
NIQE2024.020.0990.16
IL-NIQETraining data=None, Human Label=No, Setting=Zero-shot2025.050.079-0.008
NIQETraining data=None, Human Label=No, Setting=Zero-shot2025.050.0480.002
NIQEMethod Category=Training-free / unsupervised quality models2026.050.0480.002