Image Demoiréing on UHDM (test)
23.34PSNRIERR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| IERRParameter=0.503M2026.04 | 23.34 | 0.822 | — | — | |
| ERRParameter=1.131M2026.04 | 22.77 | 0.821 | — | — | |
| ESDNet-LParams (M)=10.6232022.07 | 22.422 | 0.7985 | 0.2454 | — | |
| ESDNet-LParameter=10.623M2026.04 | 22.42 | 0.798 | — | — | |
| ESDNet-LParams (M)=10.6232025.05 | 22.42 | 0.7985 | 0.2454 | — | |
| FreqformerParams (M)=6.0652025.05 | 22.24 | 0.8021 | 0.2424 | — | |
| FreqformerParams (M)=6.0652025.05 | 22.24 | 0.8021 | 0.2424 | — | |
| ESDNetParams (M)=5.93, Ops (G)=17.592026.02 | 22.12 | 0.7956 | 0.2551 | — | |
| ESDNetParameter=5.934M2026.04 | 22.12 | 0.795 | — | — | |
| ESDNetParams (M)=5.9342025.05 | 22.12 | 0.7956 | 0.2551 | — | |
| ESDNetParams (M)=5.9342022.07 | 22.119 | 0.7956 | 0.2551 | — | |
| RRIDParams (M)=1.4482025.05 | 21.98 | 0.7935 | 0.3032 | — | |
| RRIDParams (M)=1.4482025.05 | 21.98 | 0.7935 | 0.3032 | — | |
| MBCNNParams (M)=14.1922022.07 | 21.414 | 0.7932 | 0.3318 | — | |
| MBCNNParameter=14.192M2026.04 | 21.41 | 0.793 | — | — | |
| MBCNNParams (M)=14.1922025.05 | 21.41 | 0.7932 | 0.3318 | — | |
| UHDFormerParameter=0.339M2026.04 | 21.34 | 0.811 | — | — | |
| BinaryDemoireParams (M)=0.31, Ops (G)=0.782026.02 | 20.97 | 0.7856 | 0.2845 | — | |
| AdaIRParams (M)=28.7852025.05 | 20.96 | 0.7807 | 0.304 | — | |
| AdaIRParams (M)=28.7852025.05 | 20.96 | 0.7807 | 0.304 | — | |
| OSEDiffParams (M)=9502025.05 | 20.66 | 0.7607 | 0.2394 | — | |
| OSEDiffParams (M)=9502025.05 | 20.66 | 0.7607 | 0.2394 | — | |
| BiMaCoSRParams (M)=0.31, Ops (G)=0.852026.02 | 20.5 | 0.7782 | 0.2896 | — | |
| MoCE-IRParams (M)=11.4782025.05 | 20.46 | 0.7644 | 0.3249 | — | |
| MoCE-IRParams (M)=11.4782025.05 | 20.46 | 0.7644 | 0.3249 | — | |
| WDNetParams (M)=3.3602022.07 | 20.364 | 0.6497 | 0.4882 | — | |
| WDNetParams (M)=3.3602025.05 | 20.36 | 0.6497 | 0.4882 | — | |
| FHDe2NetParams (M)=13.57, Ops (G)=360.612026.02 | 20.34 | 0.7496 | 0.3519 | — | |
| FHDe2NetParameter=13.571M2026.04 | 20.34 | 0.749 | — | — | |
| FHDe2NetParams (M)=13.5712025.05 | 20.34 | 0.7496 | 0.3519 | — | |
| FHDe2NetParams (M)=13.5712022.07 | 20.338 | 0.7496 | 0.3519 | — | |
| MDDMParams (M)=7.64, Ops (G)=30.662026.02 | 20.09 | 0.7441 | 0.3409 | — | |
| MDDMParams (M)=7.6372025.05 | 20.09 | 0.7441 | 0.3409 | — | |
| MDDMParams (M)=7.6372022.07 | 20.088 | 0.7441 | 0.3409 | — | |
| DMCNNParams (M)=1.4262022.07 | 19.914 | 0.7575 | 0.3764 | — | |
| DMCNNParams (M)=1.4262025.05 | 19.91 | 0.7575 | 0.3764 | — | |
| DTNetParams (M)=7.3602025.05 | 19.74 | 0.7637 | 0.2624 | — | |
| DTNetParams (M)=7.3602025.05 | 19.74 | 0.7637 | 0.2624 | — | |
| BiSRNetParams (M)=0.33, Ops (G)=0.862026.02 | 19.7 | 0.7278 | 0.3305 | — | |
| MopNetParams (M)=58.57, Ops (G)=197.852026.02 | 19.49 | 0.7572 | 0.3857 | — | |
| MopNetParams (M)=58.5652025.05 | 19.49 | 0.7572 | 0.3857 | — | |
| MopNetParams (M)=58.5652022.07 | 19.489 | 0.7572 | 0.3857 | — | |
| BiperParams (M)=0.31, Ops (G)=0.862026.02 | 19.46 | 0.7319 | 0.3308 | — | |
| ReActNetParams (M)=0.31, Ops (G)=0.862026.02 | 19.42 | 0.7274 | 0.3353 | — | |
| BBCUParams (M)=0.31, Ops (G)=0.862026.02 | 19.36 | 0.7251 | 0.3428 | — | |
| Input2025.05 | 17.12 | 0.5089 | 0.5314 | — | |
| MoCE-IR*Params (M)=11.4782025.05 | 16.97 | 0.4971 | 0.5366 | — | |
| MoCE-IR*Params (M)=11.4782025.05 | 16.97 | 0.4971 | 0.5366 | — | |
| AdaIR*Params (M)=28.7852025.05 | 16.68 | 0.4949 | 0.544 | — | |
| AdaIR*Params (M)=28.7852025.05 | 16.68 | 0.4949 | 0.544 | — | |
| T2T-VICLModel=Gemini 2.5 Flash, Prompt Strategy=Qwen-generated2025.11 | 14.6 | 0.605 | — | 6.25 | |
| Fixed-prompt baselineModel=Gemini 2.5 Flash, Prompt Strategy=Fixed2025.11 | 14.45 | 0.606 | — | 5.7 | |
| T2T-VICLModel=Seedream 4.0, Prompt Strategy=Qwen-generated2025.11 | 11.45 | 0.477 | — | 7.36 | |
| Fixed-prompt baselineModel=Seedream 4.0, Prompt Strategy=Fixed2025.11 | 10.99 | 0.435 | — | 6.56 |