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Video Quality Assessment on CGVDS (test)

0.874SRCCMDS-VQA
0.761680.790840.820.84916Mar 12, 2026

Evaluation results

MethodLinks
MDS-VQALabeling Budget=5%2026.030.8740.875
Core-set selectionLabeling Budget=5%2026.030.8320.842
FreeSelLabeling Budget=5%2026.030.8320.849
Greedy samplingLabeling Budget=5%2026.030.8310.834
NoiseStabilityLabeling Budget=5%2026.030.8260.847
MC dropoutLabeling Budget=5%2026.030.8190.831
Random samplingLabeling Budget=5%2026.030.8070.804
ALCSLabeling Budget=5%2026.030.8070.823
Sampling by RDLabeling Budget=5%2026.030.780.825
Base modelLabeling Budget=5%2026.030.7660.78