Video Quality Assessment on CGVDS
0.81SRCCLMM-PVQA (Soft Ranking Stage 2)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LMM-PVQA (Soft Ranking Stage 2)Training data=PLVD-P1/ P2 (600k), Human Label=No, Setting=Zero-shot2025.05 | 0.81 | 0.834 | |
| LMM-PVQA (Soft Ranking Stage 1)Training data=PLVD-P1 (500k), Human Label=No, Setting=Zero-shot2025.05 | 0.799 | 0.829 | |
| MinimalisticVQA(IX)Training data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.05 | 0.797 | 0.816 | |
| LMM-PVQA (Hard Ranking)Training data=PLVD-P1 (500k), Human Label=No, Setting=Zero-shot2025.05 | 0.794 | 0.801 | |
| LMM-PVQA (Soft Ranking Stage 3)Training data=PLVD-P1/ P2/ P3 (700k), Human Label=No, Setting=Zero-shot2025.05 | 0.792 | 0.823 | |
| Q-AlignTraining data=fused [11, 17, 28, 40, 70], Human Label=Yes, Setting=Zero-shot2025.05 | 0.756 | 0.798 | |
| FAST-VQATraining data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.05 | 0.725 | 0.747 | |
| DOVERTraining data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.05 | 0.694 | 0.747 | |
| MinimalisticVQA(VII)Training data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.05 | 0.681 | 0.733 | |
| STEMTraining data=None, Human Label=No, Setting=Zero-shot2025.05 | 0.498 | 0.492 | |
| NIQETraining data=None, Human Label=No, Setting=Zero-shot2025.05 | 0.473 | 0.496 | |
| IL-NIQETraining data=None, Human Label=No, Setting=Zero-shot2025.05 | 0.34 | 0.303 | |
| VIIDEOTraining data=None, Human Label=No, Setting=Zero-shot2025.05 | 0.157 | -0.257 |