No-Reference Image Quality Assessment on SPAQ Authentic (test)
0.859SROCCHiRQA (ResNet50)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| HiRQA (ResNet50)Backbone=ResNet-50, Evaluation Protocol=Zero-Shot2025.08 | 0.859 | 0.86 | |
| HiRQA-CLIPBackbone=CLIP Vision Encoder, Evaluation Protocol=Zero-Shot2025.08 | 0.844 | 0.845 | |
| QualiCLIPEvaluation Protocol=Zero-Shot2025.08 | 0.841 | 0.851 | |
| HiRQA-S (ResNet18)Backbone=ResNet-18, Evaluation Protocol=Zero-Shot2025.08 | 0.839 | 0.846 | |
| HiRQA-DinoV3Backbone=DinoV3, Evaluation Protocol=Zero-Shot2025.08 | 0.839 | 0.846 | |
| MD-FSEvaluation Protocol=Zero-Shot2025.08 | 0.805 | 0.812 | |
| GRepQ-OUEvaluation Protocol=Zero-Shot2025.08 | 0.802 | 0.805 | |
| ARNIQA-OUEvaluation Protocol=Zero-Shot2025.08 | 0.788 | 0.797 | |
| CLIP-IQAEvaluation Protocol=Zero-Shot2025.08 | 0.733 | 0.734 | |
| IL-NIQEEvaluation Protocol=Zero-Shot2025.08 | 0.713 | 0.724 | |
| CL-MIEvaluation Protocol=Zero-Shot2025.08 | 0.701 | 0.701 | |
| NIQEEvaluation Protocol=Zero-Shot2025.08 | 0.7 | 0.712 | |
| CONTRIQUE-OUEvaluation Protocol=Zero-Shot2025.08 | 0.677 | 0.685 | |
| ReIQA-OUEvaluation Protocol=Zero-Shot2025.08 | 0.613 | 0.616 |