Video Quality Assessment on LIVE-VQC, KoNViD-1k, YouTube-UGC (Weighted Average)
0.905SROCCFineVQ
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FineVQ2026.01 | 0.905 | 0.905 | |
| DAGR-VQA2026.01 | 0.9 | 0.896 | |
| DOVERSource (Pre-training) Quality Dataset=LSVQ [1], Fine-tuning=true2022.11 | 0.891 | 0.891 | |
| DOVER2026.01 | 0.888 | 0.89 | |
| ViNet-SIntegrated with=SpatiotempVQA2026.01 | 0.882 | 0.881 | |
| MaxVQA2026.01 | 0.881 | 0.886 | |
| DiffSalIntegrated with=SpatiotempVQA2026.01 | 0.876 | 0.877 | |
| UNISALIntegrated with=SpatiotempVQA2026.01 | 0.87 | 0.874 | |
| FAST-VQASource (Pre-training) Quality Dataset=LSVQ [1], Fine-tuning=true2022.11 | 0.868 | 0.869 | |
| KVQ2026.01 | 0.868 | 0.877 | |
| FastVQA2026.01 | 0.853 | 0.857 | |
| PTM-VQA2026.01 | 0.845 | 0.853 | |
| Li et al.Source (Pre-training) Quality Dataset=fused ([15,73-75]), Fine-tuning=true2022.11 | 0.823 | 0.833 | |
| CNN-TLVQMSource (Pre-training) Quality Dataset=handcraft + KoNiQ [73], Fine-tuning=true2022.11 | 0.815 | 0.814 | |
| Patch-VQ2026.01 | 0.815 | 0.817 | |
| CNN-VIDEVALSource (Pre-training) Quality Dataset=handcraft + KoNiQ [73], Fine-tuning=true2022.11 | 0.806 | 0.81 | |
| StarVQA2026.01 | 0.798 | 0.82 | |
| VIDEVAL2026.01 | 0.777 | 0.772 | |
| RAPIQUESource (Pre-training) Quality Dataset=handcraft + KoNiQ [73], Fine-tuning=true2022.11 | 0.774 | 0.79 | |
| VIDEVALSource (Pre-training) Quality Dataset=NA (pure handcraft), Fine-tuning=true2022.11 | 0.772 | 0.772 | |
| VSFASource (Pre-training) Quality Dataset=None, Fine-tuning=true2022.11 | 0.752 | 0.765 | |
| TLVQMSource (Pre-training) Quality Dataset=NA (pure handcraft), Fine-tuning=true2022.11 | 0.732 | 0.726 | |
| BRISQUE2026.01 | 0.553 | 0.567 |