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Video Quality Assessment on YouTube-SFV SDR (test)

0.731SRCCMDS-VQA
0.66340.680950.69850.71605Mar 12, 2026

Evaluation results

MethodLinks
MDS-VQALabeling Budget=5%2026.030.7310.794
Sampling by RDLabeling Budget=5%2026.030.7290.778
ALCSLabeling Budget=5%2026.030.7270.781
NoiseStabilityLabeling Budget=5%2026.030.7270.78
FreeSelLabeling Budget=5%2026.030.7190.787
Greedy samplingLabeling Budget=5%2026.030.7110.774
MC dropoutLabeling Budget=5%2026.030.710.764
Random samplingLabeling Budget=5%2026.030.7030.761
Core-set selectionLabeling Budget=5%2026.030.70.76
Base modelLabeling Budget=5%2026.030.6660.718