Image Deblurring on RB2V
29.62PSNRBluRef + Blur2Blur
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BluRef + Blur2BlurIntermediate domain=RSBlur2026.03 | 29.62 | 87.2 | |
| NAFNetSupervision=Supervised - Upperbound2026.03 | 28.54 | 82.4 | |
| Supervised - upperboundEvaluation protocol=Supervised2026.03 | 28.54 | 82.4 | |
| Blur2BlurIntermediate domain=RSBlur2026.03 | 27.97 | 81.2 | |
| NAFNet - BluRef (Prog.)Supervision=Unsupervised, Backbone=NAFNet, Variant=Prog., Delta (Δ)=1 frame2026.03 | 27.87 | 82.1 | |
| NAFNet - BluRef (Prog.)Supervision=Unsupervised, Backbone=NAFNet, Variant=Prog., Delta (Δ)=10 frames2026.03 | 27.72 | 82 | |
| BluRef2026.03 | 27.72 | 80.8 | |
| RestormerSupervision=Supervised - Upperbound2026.03 | 27.43 | 84.9 | |
| NAFNet - BluRef (Prog.)Supervision=Unsupervised, Backbone=NAFNet, Variant=Prog., Delta (Δ)=20 frames2026.03 | 27.24 | 81.2 | |
| Restormer - BluRef (Prog.)Supervision=Unsupervised, Backbone=Restormer, Variant=Prog., Delta (Δ)=1 frame2026.03 | 26.82 | 83.9 | |
| Restormer - BluRef (Prog.)Supervision=Unsupervised, Backbone=Restormer, Variant=Prog., Delta (Δ)=10 frames2026.03 | 26.76 | 83.2 | |
| NAFNet - BluRef (Seq.)Supervision=Unsupervised, Backbone=NAFNet, Variant=Seq., Delta (Δ)=1 frame2026.03 | 26.14 | 79 | |
| Restormer - BluRef (Prog.)Supervision=Unsupervised, Backbone=Restormer, Variant=Prog., Delta (Δ)=20 frames2026.03 | 26.13 | 82.9 | |
| NAFNet - BluRef (Seq.)Supervision=Unsupervised, Backbone=NAFNet, Variant=Seq., Delta (Δ)=10 frames2026.03 | 26.02 | 78.7 | |
| NAFNet - BluRef (Avg.)Supervision=Unsupervised, Backbone=NAFNet, Variant=Avg., Delta (Δ)=1 frame2026.03 | 25.97 | 78.3 | |
| NAFNet - BluRef (Avg.)Supervision=Unsupervised, Backbone=NAFNet, Variant=Avg., Delta (Δ)=10 frames2026.03 | 25.96 | 78.3 | |
| NAFNet - BluRef (Seq.)Supervision=Unsupervised, Backbone=NAFNet, Variant=Seq., Delta (Δ)=20 frames2026.03 | 25.93 | 78 | |
| NAFNet - BluRef (Avg.)Supervision=Unsupervised, Backbone=NAFNet, Variant=Avg., Delta (Δ)=20 frames2026.03 | 25.65 | 77.5 | |
| UAUDSupervision=Unsupervised, Delta (Δ)=1 frame2026.03 | 22.87 | 59 | |
| UAUDSupervision=Unsupervised, Delta (Δ)=10 frames2026.03 | 22.29 | 58.1 | |
| UAUDSupervision=Unsupervised, Delta (Δ)=20 frames2026.03 | 22.28 | 58.1 | |
| UID-GANSupervision=Unsupervised, Delta (Δ)=1 frame2026.03 | 22.22 | 57.8 | |
| UID-GANSupervision=Unsupervised, Delta (Δ)=20 frames2026.03 | 22.13 | 56.9 | |
| UID-GANSupervision=Unsupervised, Delta (Δ)=10 frames2026.03 | 22.01 | 55.1 | |
| DualGANSupervision=Unsupervised, Delta (Δ)=1 frame2026.03 | 21.01 | 51.2 | |
| DualGANSupervision=Unsupervised, Delta (Δ)=20 frames2026.03 | 20.92 | 50.5 | |
| DualGANSupervision=Unsupervised, Delta (Δ)=10 frames2026.03 | 20.87 | 50 |