JPEG Image Artifacts Removal on LIVE1
34.7PSNRMambaIR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MambaIRq=402026.03 | 34.7 | 0.932 | — | |
| ARTq=402026.03 | 34.69 | 0.9317 | — | |
| ATD-Uq=402026.03 | 34.69 | 0.9321 | — | |
| SwinIRq=402026.03 | 34.67 | 0.9317 | — | |
| DRUNetq=402026.03 | 34.58 | 0.9312 | — | |
| FBCNNq=402026.03 | 34.53 | 0.9307 | — | |
| RNANq=402026.03 | 34.47 | 0.9299 | — | |
| MWCNNQuality factor (Q)=402018.05 | 34.45 | 0.9301 | — | |
| TNRDQuality factor (Q)=402018.05 | 33.96 | 0.9247 | — | |
| DnCNN-3Quality Factor=402016.08 | 33.96 | 0.9247 | — | |
| DnCNNq=402026.03 | 33.96 | 0.9247 | — | |
| MambaIRq=302026.03 | 33.72 | 0.9179 | — | |
| ATD-Uq=302026.03 | 33.72 | 0.918 | — | |
| ARTq=302026.03 | 33.71 | 0.9178 | — | |
| SwinIRq=302026.03 | 33.69 | 0.9174 | — | |
| ARCNNQuality factor (Q)=402018.05 | 33.63 | 0.9198 | — | |
| AR-CNNQuality Factor=402016.08 | 33.63 | 0.9198 | — | |
| ARCNNq=402026.03 | 33.63 | 0.9198 | — | |
| DRUNetq=302026.03 | 33.59 | 0.9166 | — | |
| FBCNNq=302026.03 | 33.54 | 0.9161 | — | |
| MWCNNQuality factor (Q)=302018.05 | 33.45 | 0.9153 | — | |
| RNANq=302026.03 | 33.45 | 0.9149 | — | |
| DnCNNQuality factor (Q)=302018.05 | 32.98 | 0.909 | — | |
| DnCNN-3Quality Factor=302016.08 | 32.98 | 0.909 | — | |
| DnCNNq=302026.03 | 32.98 | 0.909 | — | |
| GRL-SQF=402023.03 | 32.86 | 0.919 | — | |
| TNRDQuality factor (Q)=302018.05 | 32.84 | 0.9059 | — | |
| TNRDQuality Factor=302016.08 | 32.84 | 0.9059 | — | |
| ARCNNQuality factor (Q)=302018.05 | 32.67 | 0.9043 | — | |
| AR-CNNQuality Factor=302016.08 | 32.67 | 0.9043 | — | |
| ARCNNq=302026.03 | 32.67 | 0.9043 | — | |
| FBCNNQF=402023.03 | 32.36 | 0.913 | — | |
| JPEGQuality factor (Q)=402018.05 | 32.35 | 0.9173 | — | |
| ATD-Uq=202026.03 | 32.29 | 0.8917 | — | |
| QGACQF=402023.03 | 32.25 | 0.915 | — | |
| SwinIRq=202026.03 | 32.25 | 0.8909 | — | |
| DRUNetq=202026.03 | 32.17 | 0.8899 | — | |
| FBCNNq=202026.03 | 32.13 | 0.8893 | — | |
| MWCNNQuality factor (Q)=202018.05 | 32.04 | 0.8885 | — | |
| RNANq=202026.03 | 32.03 | 0.8877 | — | |
| GRL-SQF=302023.03 | 31.92 | 0.903 | — | |
| MemNetQuality factor (Q)=202018.05 | 31.83 | 0.8846 | — | |
| DnCNNQuality factor (Q)=202018.05 | 31.59 | 0.8802 | — | |
| DnCNN-3Quality Factor=202016.08 | 31.59 | 0.8802 | — | |
| DnCNNq=202026.03 | 31.59 | 0.8802 | — | |
| TNRDQuality factor (Q)=202018.05 | 31.46 | 0.8769 | — | |
| TNRDQuality Factor=202016.08 | 31.46 | 0.8769 | — | |
| FBCNNQF=302023.03 | 31.45 | 0.897 | — | |
| JPEGQuality factor (Q)=302018.05 | 31.41 | 0.9 | — | |
| QGACQF=302023.03 | 31.33 | 0.898 | — | |
| ARCNNQuality factor (Q)=202018.05 | 31.29 | 0.8733 | — | |
| AR-CNNQuality Factor=202016.08 | 31.29 | 0.8733 | — | |
| ARCNNq=202026.03 | 31.29 | 0.8733 | — | |
| ABAIR (OH)Scenario=Lightweight re-training, Variant=OH2024.11 | 30.82 | 0.943 | — | |
| ABAIR (SW)Scenario=Lightweight re-training, Variant=SW2024.11 | 30.71 | 0.939 | — | |
| GRL-SQF=202023.03 | 30.57 | 0.875 | — | |
| JPEGQF=402023.03 | 30.52 | 0.887 | — | |
| FBCNNQF=202023.03 | 30.14 | 0.867 | — | |
| JPEGQuality factor (Q)=202018.05 | 30.07 | 0.8512 | — | |
| QGACQF=202023.03 | 30.01 | 0.869 | — | |
| ATD-Uq=102026.03 | 29.91 | 0.8304 | — | |
| ARTq=102026.03 | 29.89 | 0.83 | — | |
| MambaIRq=102026.03 | 29.88 | 0.8301 | — | |
| SwinIRq=102026.03 | 29.86 | 0.8287 | — | |
| SwinIRCategory=FP, Quality factor (q)=10, Input Resolution=1280 x 7202026.06 | 29.86 | — | 21 | |
| DRUNetq=102026.03 | 29.79 | 0.8278 | — | |
| FBCNNq=102026.03 | 29.75 | 0.8268 | — | |
| MWCNNQuality factor (Q)=102018.05 | 29.69 | 0.8254 | — | |
| RNANq=102026.03 | 29.63 | 0.8239 | — | |
| JPEGQF=302023.03 | 29.57 | 0.865 | — | |
| MemNetQuality factor (Q)=102018.05 | 29.45 | 0.8193 | — | |
| DnCNNCategory=FP, Quality factor (q)=10, Input Resolution=1280 x 7202026.06 | 29.4 | — | 1 | |
| ABAIR (SW)Scenario=Unseen tasks, Variant=SW2024.11 | 29.35 | 0.926 | — | |
| ABAIR (OH)Scenario=Unseen tasks, Variant=OH2024.11 | 29.2 | 0.931 | — | |
| DnCNNQuality factor (Q)=102018.05 | 29.19 | 0.8123 | — | |
| DnCNN-3Quality Factor=102016.08 | 29.19 | 0.8123 | — | |
| DnCNNq=102026.03 | 29.19 | 0.8123 | — | |
| TNRDQuality factor (Q)=102018.05 | 29.15 | 0.8111 | — | |
| TNRDQuality Factor=102016.08 | 29.15 | 0.8111 | — | |
| BBCUCategory=BNN, Quality factor (q)=10, Input Resolution=1280 x 7202026.06 | 29.06 | — | 9 | |
| ARCNNQuality factor (Q)=102018.05 | 28.96 | 0.8076 | — | |
| AR-CNNQuality Factor=102016.08 | 28.96 | 0.8076 | — | |
| ARCNNq=102026.03 | 28.96 | 0.8076 | — | |
| DnCNN-liteCategory=FP, Quality factor (q)=10, Input Resolution=1280 x 7202026.06 | 28.78 | — | 36.6 | |
| LogicIR-S-4RTCategory=Logic, Rotational Ensembles=4, Quality factor (q)=10, Input Resolution=1280 x 7202026.06 | 28.62 | — | 184.6 | |
| LogicIR-S-2RTCategory=Logic, Rotational Ensembles=2, Quality factor (q)=10, Input Resolution=1280 x 7202026.06 | 28.57 | — | 92.3 | |
| HKLUTCategory=LUT, Quality factor (q)=10, Input Resolution=1280 x 7202026.06 | 28.54 | — | 502.7 | |
| LogicIR-LCategory=Logic, Quality factor (q)=10, Input Resolution=1280 x 7202026.06 | 28.54 | — | 73.6 | |
| TinyLUTCategory=LUT, Quality factor (q)=10, Input Resolution=1280 x 7202026.06 | 28.52 | — | 715.4 | |
| SR-LUTCategory=LUT, Quality factor (q)=10, Input Resolution=1280 x 7202026.06 | 28.51 | — | 1 | |
| LogicIR-SCategory=Logic, Quality factor (q)=10, Input Resolution=1280 x 7202026.06 | 28.48 | — | 45.2 | |
| BBCU-liteCategory=BNN, Quality factor (q)=10, Input Resolution=1280 x 7202026.06 | 28.43 | — | 1 | |
| ReActNetCategory=BNN, Quality factor (q)=10, Input Resolution=1280 x 7202026.06 | 28.4 | — | 1 | |
| Bi-RealCategory=BNN, Quality factor (q)=10, Input Resolution=1280 x 7202026.06 | 28.31 | — | 1 | |
| GRL-SQF=102023.03 | 28.26 | 0.808 | — | |
| JPEGQF=202023.03 | 28.21 | 0.827 | — | |
| BBCU-lite-fullyCategory=BNN, All Layers Binarized=true, Quality factor (q)=10, Input Resolution=1280 x 7202026.06 | 28.13 | — | 700.6 | |
| FBCNNQF=102023.03 | 27.85 | 0.799 | — | |
| JPEGQuality factor (Q)=102018.05 | 27.77 | 0.773 | — | |
| QGACQF=102023.03 | 27.74 | 0.802 | — |