Video Quality Assessment on In-domain Overall
0.861SRCCLMM-PVQA (Soft Ranking Stage 3)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LMM-PVQA (Soft Ranking Stage 3)Training data=PLVD-P1/ P2/ P3 (700k), Human Label=No, Setting=Zero-shot2025.05 | 0.861 | 0.868 | |
| LMM-PVQA (Soft Ranking Stage 2)Training data=PLVD-P1/ P2 (600k), Human Label=No, Setting=Zero-shot2025.05 | 0.859 | 0.864 | |
| LMM-PVQA (Soft Ranking Stage 1)Training data=PLVD-P1 (500k), Human Label=No, Setting=Zero-shot2025.05 | 0.858 | 0.863 | |
| LMM-PVQA (Hard Ranking)Training data=PLVD-P1 (500k), Human Label=No, Setting=Zero-shot2025.05 | 0.854 | 0.85 | |
| MinimalisticVQA(IX)Training data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.05 | 0.849 | 0.859 | |
| Q-AlignTraining data=fused [11, 17, 28, 40, 70], Human Label=Yes, Setting=Zero-shot2025.05 | 0.844 | 0.861 | |
| DOVERTraining data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.05 | 0.842 | 0.845 | |
| FAST-VQATraining data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.05 | 0.838 | 0.849 | |
| MinimalisticVQA(VII)Training data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.05 | 0.817 | 0.83 | |
| BUONA-VISTATraining data=None, Human Label=No, Setting=Zero-shot2025.05 | 0.68 | 0.693 | |
| NIQETraining data=None, Human Label=No, Setting=Zero-shot2025.05 | 0.457 | 0.395 | |
| IL-NIQETraining data=None, Human Label=No, Setting=Zero-shot2025.05 | 0.454 | 0.39 | |
| TPQITraining data=None, Human Label=No, Setting=Zero-shot2025.05 | 0.411 | 0.449 | |
| STEMTraining data=None, Human Label=No, Setting=Zero-shot2025.05 | 0.325 | 0.336 | |
| VIIDEOTraining data=None, Human Label=No, Setting=Zero-shot2025.05 | 0.077 | 0.095 |