Full-Reference Image Quality Assessment on PIPAL (test)
81AccuracyA-FINE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| A-FINEScenario=Generalized, Training Dataset=Combined, Fine-tuned=false2025.03 | 81 | — | — | |
| TOPIQScenario=Standard, Training Dataset=KADID, Fine-tuned=false2025.03 | 80.5 | — | — | |
| CKDNScenario=Generalized, Training Dataset=PIPAL, Fine-tuned=false2025.03 | 79.8 | — | — | |
| AHIQScenario=Standard, Training Dataset=PIPAL, Fine-tuned=false2025.03 | 79.3 | — | — | |
| TOPIQScenario=Standard, Training Dataset=Combined, Fine-tuned=true2025.03 | 79 | — | — | |
| FSIMScenario=Standard, Training Dataset=N.A., Fine-tuned=false2025.03 | 76.2 | — | — | |
| VSIScenario=Standard, Training Dataset=N.A., Fine-tuned=false2025.03 | 76.2 | — | — | |
| DISTSScenario=Standard, Training Dataset=KADID, Fine-tuned=false2025.03 | 75.3 | — | — | |
| AHIQScenario=Standard, Training Dataset=Combined, Fine-tuned=true2025.03 | 74.9 | — | — | |
| LPIPSScenario=Standard, Training Dataset=BAPPS, Fine-tuned=false2025.03 | 74.3 | — | — | |
| MS-SSIMScenario=Standard, Training Dataset=N.A., Fine-tuned=false2025.03 | 72.5 | — | — | |
| VIFScenario=Generalized, Training Dataset=N.A., Fine-tuned=false2025.03 | 72.4 | — | — | |
| SSIMScenario=Standard, Training Dataset=N.A., Fine-tuned=false2025.03 | 72.1 | — | — | |
| DISTSScenario=Standard, Training Dataset=Combined, Fine-tuned=true2025.03 | 72.1 | — | — | |
| LPIPSScenario=Standard, Training Dataset=Combined, Fine-tuned=true2025.03 | 71.7 | — | — | |
| PSNRScenario=Standard, Training Dataset=N.A., Fine-tuned=false2025.03 | 70.7 | — | — | |
| SFSNScenario=Generalized, Training Dataset=N.A., Fine-tuned=false2025.03 | 69.8 | — | — | |
| CKDNScenario=Generalized, Training Dataset=Combined, Fine-tuned=true2025.03 | 68.1 | — | — | |
| PCQIScenario=Generalized, Training Dataset=N.A., Fine-tuned=false2025.03 | 56.7 | — | — | |
| AHIQParams. (M)=132.62, MAC (G)=168.982023.10 | — | 0.823 | 0.813 | |
| DeepSSIM2026.04 | — | 0.734 | 0.699 | |
| DMM2026.04 | — | 0.752 | 0.729 | |
| FSIM2026.04 | — | 0.638 | 0.605 | |
| GMSD2026.04 | — | 0.656 | 0.609 | |
| MS-SSIM2026.04 | — | 0.59 | 0.558 | |
| MSDS2026.04 | — | 0.736 | 0.701 | |
| Ours-SBackbone=Swin-Small, Params. (M)=105.36, MAC (G)=98.622023.10 | — | 0.826 | 0.815 | |
| Ours-TBackbone=Swin-Tiny, Params. (M)=76.64, MAC (G)=80.562023.10 | — | 0.818 | 0.807 | |
| SSIM2026.04 | — | 0.529 | 0.518 |