Video Quality Assessment on Out of Distribution Overall
0.716SRCCLMM-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 | 0.716 | 0.752 | |
| LMM-PVQA (Soft Ranking Stage 2)Training data=PLVD-P1/ P2 (600k), Human Label=No, Setting=Zero-shot2025.05 | 0.704 | 0.741 | |
| LMM-PVQA (Soft Ranking Stage 1)Training data=PLVD-P1 (500k), Human Label=No, Setting=Zero-shot2025.05 | 0.65 | 0.693 | |
| LMM-PVQA (Hard Ranking)Training data=PLVD-P1 (500k), Human Label=No, Setting=Zero-shot2025.05 | 0.613 | 0.648 | |
| MinimalisticVQA(IX)Training data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.05 | 0.574 | 0.622 | |
| Q-AlignTraining data=fused [11, 17, 28, 40, 70], Human Label=Yes, Setting=Zero-shot2025.05 | 0.555 | 0.606 | |
| DOVERTraining data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.05 | 0.519 | 0.569 | |
| MinimalisticVQA(VII)Training data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.05 | 0.49 | 0.551 | |
| FAST-VQATraining data=LSVQ [70], Human Label=Yes, Setting=Zero-shot2025.05 | 0.486 | 0.512 | |
| NIQETraining data=None, Human Label=No, Setting=Zero-shot2025.05 | 0.183 | 0.154 | |
| STEMTraining data=None, Human Label=No, Setting=Zero-shot2025.05 | 0.172 | 0.147 | |
| VIIDEOTraining data=None, Human Label=No, Setting=Zero-shot2025.05 | 0.11 | 0.01 | |
| IL-NIQETraining data=None, Human Label=No, Setting=Zero-shot2025.05 | 0.083 | 0.036 |