No-Reference Image Quality Assessment on PIPAL (test)
0.669PLCCOurs-S
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Ours-SBackbone=Swin-Small, Params. (M)=105.36, MAC (G)=98.622023.10 | 0.669 | 0.703 | |
| MANIQAParams. (M)=127.73, MAC (G)=108.622023.10 | 0.667 | 0.702 | |
| ARNIQAOpinion-Unaware=false2024.03 | 0.666 | 0.634 | |
| Ours-TBackbone=Swin-Tiny, Params. (M)=76.64, MAC (G)=80.562023.10 | 0.662 | 0.696 | |
| CONTRIQUEOpinion-Unaware=false2024.03 | 0.611 | 0.581 | |
| Re-IQAOpinion-Unaware=false2024.03 | 0.587 | 0.568 | |
| GRepQOpinion-Unaware=false2024.03 | 0.568 | 0.554 | |
| CLIP-IQA+Opinion-Unaware=false2024.03 | 0.558 | 0.552 | |
| QualiCLIPOpinion-Unaware=true2024.03 | 0.424 | 0.41 | |
| GRepQ-OUOpinion-Unaware=true2024.03 | 0.419 | 0.434 | |
| ARNIQA-OUOpinion-Unaware=true2024.03 | 0.331 | 0.327 | |
| CL-MIOpinion-Unaware=true2024.03 | 0.282 | 0.281 | |
| CLIP-IQAOpinion-Unaware=true2024.03 | 0.279 | 0.274 | |
| MDFSOpinion-Unaware=true2024.03 | 0.262 | 0.255 | |
| IL-NIQEOpinion-Unaware=true2024.03 | 0.22 | 0.231 | |
| CONTRIQUE-OUOpinion-Unaware=true2024.03 | 0.218 | 0.225 | |
| NIQEOpinion-Unaware=true2024.03 | 0.181 | 0.167 | |
| Re-IQA-OUOpinion-Unaware=true2024.03 | 0.151 | 0.152 |