No-Reference Image Quality Assessment on CSIQ Synthetic (test)
0.862SROCCHiRQA (ResNet50)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| HiRQA (ResNet50)Backbone=ResNet-50, Evaluation Protocol=Zero-Shot2025.08 | 0.862 | 0.874 | |
| IL-NIQEEvaluation Protocol=Zero-Shot2025.08 | 0.848 | 0.883 | |
| HiRQA-DinoV3Backbone=DinoV3, Evaluation Protocol=Zero-Shot2025.08 | 0.838 | 0.885 | |
| HiRQA-S (ResNet18)Backbone=ResNet-18, Evaluation Protocol=Zero-Shot2025.08 | 0.835 | 0.844 | |
| HiRQA-CLIPBackbone=CLIP Vision Encoder, Evaluation Protocol=Zero-Shot2025.08 | 0.834 | 0.853 | |
| ARNIQA-OUEvaluation Protocol=Zero-Shot2025.08 | 0.832 | 0.81 | |
| QualiCLIPEvaluation Protocol=Zero-Shot2025.08 | 0.804 | 0.842 | |
| MD-FSEvaluation Protocol=Zero-Shot2025.08 | 0.797 | 0.829 | |
| CLIP-IQAEvaluation Protocol=Zero-Shot2025.08 | 0.748 | 0.805 | |
| GRepQ-OUEvaluation Protocol=Zero-Shot2025.08 | 0.74 | 0.742 | |
| ReIQA-OUEvaluation Protocol=Zero-Shot2025.08 | 0.713 | 0.725 | |
| CONTRIQUE-OUEvaluation Protocol=Zero-Shot2025.08 | 0.684 | 0.7 | |
| NIQEEvaluation Protocol=Zero-Shot2025.08 | 0.642 | 0.727 | |
| CL-MIEvaluation Protocol=Zero-Shot2025.08 | 0.619 | 0.615 |