Defocus Deblurring on DPDD (test)
26.687PSNRErA
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| ErAerror-aware mechanism=included, unrolling depth K=10, blur kernel size=61 x 612026.06 | 26.687 | 0.815 | 0.219 | — | — | — | — | — | — | — | |
| DGNO-Face2026.05 | 26.42 | 81.4 | 0.173 | — | — | — | — | — | — | — | |
| ErA w/o Eerror-aware mechanism=excluded2026.06 | 26.361 | 0.812 | 0.226 | — | — | — | — | — | — | — | |
| ConvIR2026.05 | 26.36 | 82 | 0.174 | — | — | — | — | — | — | — | |
| IRNeXT2026.06 | 26.3 | 0.814 | 0.206 | — | — | — | — | — | — | — | |
| P2IKT2026.06 | 26.28 | 0.807 | 0.191 | — | — | — | — | — | — | — | |
| FSNet2026.05 | 26.22 | 81.1 | 0.207 | — | — | — | — | — | — | — | |
| MPT2026.05 | 26.21 | 82.6 | 0.175 | — | — | — | — | — | — | — | |
| MambaIR2026.05 | 26.11 | 80.9 | 0.202 | — | — | — | — | — | — | — | |
| NRKNet2026.06 | 26.11 | 0.81 | 0.22 | — | — | — | — | — | — | — | |
| NRKNetTrain Set=DPDD2026.07 | 26.11 | 0.817 | 0.223 | — | 0.14 | 4.746 | 59.473 | 0.358 | 0.507 | 0.406 | |
| NRKNetTrain set=DPDD2026.07 | 26.11 | 81.7 | 0.223 | — | — | — | — | — | — | — | |
| INIKNetTrain Set=DPDD2026.07 | 26.1 | 0.818 | 0.184 | — | 0.123 | 4.584 | 59.305 | 0.35 | 0.502 | 0.409 | |
| Restormer2026.05 | 25.98 | 81.1 | 0.178 | — | — | — | — | — | — | — | |
| RestormerTrain Set=DPDD2026.07 | 25.98 | 0.822 | 0.176 | — | 0.12 | 4.985 | 61.779 | 0.389 | 0.539 | 0.441 | |
| NAFNetTrain Set=DPDD2026.07 | 25.6 | 0.814 | 0.184 | — | 0.119 | 4.736 | 61.869 | 0.39 | 0.544 | 0.46 | |
| OursInput=DP views2022.11 | 25.56 | 0.786 | 0.111 | 0.039 | — | — | — | — | — | — | |
| DRBNet2026.06 | 25.485 | 0.792 | 0.254 | — | — | — | — | — | — | — | |
| GKMNet2026.05 | 25.47 | 78.9 | 0.219 | — | — | — | — | — | — | — | |
| RDPDNetInput=DP views2022.11 | 25.39 | 0.772 | 0.179 | 0.04 | — | — | — | — | — | — | |
| NAFNetTrain Set=Ours2026.07 | 25.16 | 0.794 | 0.228 | — | 0.135 | 4.758 | 59.625 | 0.35 | 0.481 | 0.436 | |
| DPDNETInput=DP views2022.11 | 25.13 | 0.786 | 0.223 | 0.041 | — | — | — | — | — | — | |
| RestormerTrain Set=Ours2026.07 | 24.91 | 0.779 | 0.277 | — | 0.164 | 5.326 | 56.752 | 0.334 | 0.458 | 0.399 | |
| NRKNetTrain Set=Ours2026.07 | 24.73 | 0.776 | 0.265 | — | 0.146 | 4.657 | 56.696 | 0.338 | 0.487 | 0.408 | |
| NRKNetTrain set=CLDefocus2026.07 | 24.73 | 77.6 | 0.265 | — | — | — | — | — | — | — | |
| INIKNetTrain Set=Ours2026.07 | 24.57 | 0.772 | 0.273 | — | 0.161 | 5.161 | 55.854 | 0.317 | 0.428 | 0.415 | |
| RestormerTrain Set=SYNDOF2026.07 | 23.89 | 0.745 | 0.348 | — | 0.182 | 5.5 | 55.413 | 0.354 | 0.495 | 0.474 | |
| NAFNetTrain Set=SYNDOF2026.07 | 23.88 | 0.746 | 0.344 | — | 0.179 | 5.51 | 55.83 | 0.359 | 0.502 | 0.479 | |
| INIKNetTrain Set=SYNDOF2026.07 | 23.81 | 0.743 | 0.316 | — | 0.158 | 5.094 | 56.147 | 0.351 | 0.5 | 0.441 | |
| NRKNetTrain Set=SYNDOF2026.07 | 23.77 | 0.743 | 0.315 | — | 0.157 | 5.067 | 55.819 | 0.345 | 0.493 | 0.446 | |
| NRKNetTrain set=SYNDOF2026.07 | 23.77 | 74.3 | 0.315 | — | — | — | — | — | — | — |