Video Quality Assessment on YouTube-SFV HDR2SDR (test)
51.8SRCCRandom sampling
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Random samplingLabeling Budget=5%2026.03 | 51.8 | 58.8 | |
| Core-set selectionLabeling Budget=5%2026.03 | 51.7 | 59.3 | |
| Sampling by RDLabeling Budget=5%2026.03 | 51.7 | 58.7 | |
| ALCSLabeling Budget=5%2026.03 | 51.3 | 57.9 | |
| MC dropoutLabeling Budget=5%2026.03 | 50.8 | 58.5 | |
| MDS-VQALabeling Budget=5%2026.03 | 50.7 | 59.5 | |
| Greedy samplingLabeling Budget=5%2026.03 | 50 | 58 | |
| NoiseStabilityLabeling Budget=5%2026.03 | 50 | 59.4 | |
| FreeSelLabeling Budget=5%2026.03 | 49.8 | 59 | |
| Base modelLabeling Budget=5%2026.03 | 49.5 | 55.7 | |
| FAST-VQA2026.05 | 0.543 | 0.664 | |
| FGSVQA2026.05 | 0.543 | 0.666 | |
| DOVER2026.05 | 0.496 | 0.618 | |
| FasterVQA2026.05 | 0.493 | 0.585 |