Image Restoration on CoTIR-Bench
0.6335CLIP-IQA+CoTIR
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| CoTIRBackbone=Flux.2-9B, Category=Diffusion/Flow-based, Degradation Prompts=true2026.06 | 0.6335 | 3.878 | 3.7329 | 0.5546 | 0.5291 | 25.34 | 84.15 | 0.1023 | |
| CoTIRBackbone=Flux.2-9B, Category=Diffusion/Flow-based, Degradation Prompts=false2026.06 | 0.6319 | 3.8974 | 3.7474 | 0.554 | 0.526 | 24.61 | 83.15 | 0.1143 | |
| HYPIRVenue=TOG25, Category=Diffusion/Flow-based, Degradation Prompts=true2026.06 | 0.6318 | 3.8116 | 3.5813 | 0.5434 | 0.5081 | 21.55 | 69.3 | 0.1737 | |
| CoTIRBackbone=Flux.2-4B, Category=Diffusion/Flow-based, Degradation Prompts=false2026.06 | 0.6272 | 3.8849 | 3.7061 | 0.555 | 0.5291 | 24.52 | 83.6 | 0.1206 | |
| CoTIRBackbone=Flux.2-4B, Category=Diffusion/Flow-based, Degradation Prompts=true2026.06 | 0.6262 | 3.8676 | 3.7016 | 0.5547 | 0.5295 | 25.19 | 84.54 | 0.1128 | |
| CoTIRBackbone=Flux.1-12B, Category=Diffusion/Flow-based, Degradation Prompts=true2026.06 | 0.6137 | 3.7835 | 3.5136 | 0.537 | 0.5011 | 24.36 | 80.15 | 0.1243 | |
| CoTIRBackbone=Flux.1-12B, Category=Diffusion/Flow-based, Degradation Prompts=false2026.06 | 0.6115 | 3.77 | 3.4767 | 0.5352 | 0.4961 | 23.73 | 79.3 | 0.1368 | |
| DA-CLIPVenue=ICLR24, Category=Diffusion/Flow-based, Degradation Prompts=false2026.06 | 0.5765 | 3.5149 | 3.1581 | 0.5119 | 0.4609 | 24 | 81.71 | 0.1593 | |
| LucidFluxVenue=ICLR26, Category=Diffusion/Flow-based, Degradation Prompts=false2026.06 | 0.5632 | 3.5314 | 3.3671 | 0.5135 | 0.4537 | 17.13 | 53.64 | 0.3798 | |
| OneRestoreVenue=ECCV24, Category=CNN/Transformer-based, Degradation Prompts=true2026.06 | 0.5443 | 3.4235 | 2.9409 | 0.5081 | 0.4335 | 24.76 | 85.84 | 0.1676 | |
| InstructIRVenue=ECCV24, Category=CNN/Transformer-based, Degradation Prompts=false2026.06 | 0.5404 | 3.3228 | 2.7986 | 0.5066 | 0.4359 | 22.94 | 80.7 | 0.2161 | |
| InstructIRVenue=ECCV24, Category=CNN/Transformer-based, Degradation Prompts=true2026.06 | 0.5353 | 3.3667 | 2.7914 | 0.5029 | 0.4262 | 25.13 | 86.03 | 0.1763 | |
| PromptIRVenue=NeurIPS23, Category=CNN/Transformer-based, Degradation Prompts=false2026.06 | 0.5343 | 3.2822 | 2.7011 | 0.5081 | 0.4314 | 22.78 | 80.28 | 0.2325 |