Full-Reference Image Quality Assessment on DiffIQA (test)
79.4Accuracy (Ref < Test)CKDN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CKDNScenario=Generalized, Training Dataset=Combined, Fine-tuned=true2025.03 | 79.4 | 71 | 76.4 | |
| TOPIQScenario=Standard, Training Dataset=Combined, Fine-tuned=true2025.03 | 78.6 | 74.2 | 77 | |
| A-FINEScenario=Generalized, Training Dataset=Combined, Fine-tuned=false2025.03 | 78.5 | 82.3 | 79.9 | |
| AHIQScenario=Standard, Training Dataset=Combined, Fine-tuned=true2025.03 | 78.4 | 73.8 | 76.7 | |
| DISTSScenario=Standard, Training Dataset=Combined, Fine-tuned=true2025.03 | 38.2 | 89.5 | 56.7 | |
| LPIPSScenario=Standard, Training Dataset=Combined, Fine-tuned=true2025.03 | 35.4 | 91.6 | 55.6 | |
| AHIQScenario=Standard, Training Dataset=PIPAL, Fine-tuned=false2025.03 | 34.1 | 88.1 | 54.1 | |
| CKDNScenario=Generalized, Training Dataset=PIPAL, Fine-tuned=false2025.03 | 33.3 | 82.4 | 51.4 | |
| LPIPSScenario=Standard, Training Dataset=BAPPS, Fine-tuned=false2025.03 | 23.7 | 94.7 | 50 | |
| TOPIQScenario=Standard, Training Dataset=KADID, Fine-tuned=false2025.03 | 22.1 | 95.1 | 49.1 | |
| DISTSScenario=Standard, Training Dataset=KADID, Fine-tuned=false2025.03 | 21.4 | 94.8 | 48.6 | |
| FSIMScenario=Standard, Training Dataset=N.A., Fine-tuned=false2025.03 | 20.2 | 93.1 | 47.2 | |
| SSIMScenario=Standard, Training Dataset=N.A., Fine-tuned=false2025.03 | 20.1 | 93 | 47.1 | |
| MS-SSIMScenario=Standard, Training Dataset=N.A., Fine-tuned=false2025.03 | 20.1 | 93 | 47.1 | |
| VIFScenario=Generalized, Training Dataset=N.A., Fine-tuned=false2025.03 | 20 | 92.8 | 46.9 | |
| VSIScenario=Standard, Training Dataset=N.A., Fine-tuned=false2025.03 | 19.7 | 93.1 | 46.9 | |
| SFSNScenario=Generalized, Training Dataset=N.A., Fine-tuned=false2025.03 | 19.5 | 89.6 | 45.4 | |
| PSNRScenario=Standard, Training Dataset=N.A., Fine-tuned=false2025.03 | 18.2 | 92.1 | 45.6 | |
| PCQIScenario=Generalized, Training Dataset=N.A., Fine-tuned=false2025.03 | 17.3 | 90.3 | 44.3 |