Defocus Deblurring on RTF (test)
26.9PSNRRestormer
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| RestormerTrain Set=Ours2026.07 | 26.9 | 86.6 | 0.169 | 0.112 | 3.957 | 63.486 | 0.415 | 0.587 | 0.529 | |
| INIKNetTrain Set=Ours2026.07 | 26.72 | 85.6 | 0.218 | 0.116 | 4.523 | 60.784 | 0.372 | 0.518 | 0.501 | |
| NRKNetTrain Set=Ours2026.07 | 26.62 | 84.5 | 0.242 | 0.112 | 4.263 | 59.144 | 0.373 | 0.533 | 0.519 | |
| NRKNetTrain set=CLDefocus2026.07 | 26.62 | 84.5 | 0.242 | — | — | — | — | — | — | |
| NRKNetTrain Set=DPDD2026.07 | 25.95 | 83.3 | 0.207 | 0.112 | 4.196 | 58.822 | 0.358 | 0.531 | 0.419 | |
| NRKNetTrain set=DPDD2026.07 | 25.95 | 83.3 | 0.207 | — | — | — | — | — | — | |
| NRKNet2026.06 | 25.931 | 82.9 | 0.216 | — | — | — | — | — | — | |
| NAFNetTrain Set=Ours2026.07 | 25.85 | 85.6 | 0.18 | 0.113 | 3.87 | 61.535 | 0.395 | 0.57 | 0.507 | |
| GKMNetNoise σ=0, Training Dataset=Original DPD2021.10 | 25.72 | 81.1 | 0.211 | — | — | — | — | — | — | |
| GKMNetNoise σ=0, Training Dataset=Noisier DPD2021.10 | 25.69 | 80.8 | 0.212 | — | — | — | — | — | — | |
| GKMNetNoise σ=1, Training Dataset=Noisier DPD2021.10 | 25.6 | 80.2 | 0.206 | — | — | — | — | — | — | |
| GKMNetNoise σ=1, Training Dataset=Original DPD2021.10 | 25.56 | 79.8 | 0.207 | — | — | — | — | — | — | |
| ErAerror-aware mechanism=included, unrolling depth K=10, blur kernel size=61 x 612026.06 | 25.502 | 82.3 | 0.215 | — | — | — | — | — | — | |
| INIKNetTrain Set=DPDD2026.07 | 25.48 | 81.7 | 0.201 | 0.115 | 4.039 | 57.963 | 0.344 | 0.522 | 0.422 | |
| AttNetNoise σ=0, Training Dataset=Original DPD2021.10 | 25.45 | 80.2 | 0.219 | — | — | — | — | — | — | |
| AttNetNoise σ=0, Training Dataset=Noisier DPD2021.10 | 25.4 | 79.2 | 0.225 | — | — | — | — | — | — | |
| IRNeXT2026.06 | 25.333 | 85.4 | 0.249 | — | — | — | — | — | — | |
| P2IKT2026.06 | 25.26 | 81.9 | 0.207 | — | — | — | — | — | — | |
| GKMNetNoise σ=2.55, Training Dataset=Noisier DPD2021.10 | 25.21 | 78.7 | 0.21 | — | — | — | — | — | — | |
| ErA w/o Eerror-aware mechanism=excluded2026.06 | 25.084 | 82 | 0.243 | — | — | — | — | — | — | |
| AttNetNoise σ=1, Training Dataset=Noisier DPD2021.10 | 25.06 | 80 | 0.236 | — | — | — | — | — | — | |
| GKMNetNoise σ=2.55, Training Dataset=Original DPD2021.10 | 25.01 | 76.1 | 0.205 | — | — | — | — | — | — | |
| AttNetNoise σ=1, Training Dataset=Original DPD2021.10 | 24.99 | 79.7 | 0.243 | — | — | — | — | — | — | |
| INIKNetTrain Set=SYNDOF2026.07 | 24.7 | 74.8 | 0.267 | 0.116 | 3.709 | 57.783 | 0.368 | 0.547 | 0.491 | |
| NRKNetTrain Set=SYNDOF2026.07 | 24.55 | 74.3 | 0.261 | 0.12 | 3.855 | 57.279 | 0.349 | 0.539 | 0.48 | |
| NRKNetTrain set=SYNDOF2026.07 | 24.55 | 74.3 | 0.261 | — | — | — | — | — | — | |
| DRBNet2026.06 | 24.463 | 77.3 | 0.311 | — | — | — | — | — | — | |
| RestormerTrain Set=SYNDOF2026.07 | 24.45 | 73.4 | 0.274 | 0.122 | 3.824 | 56.532 | 0.355 | 0.545 | 0.506 | |
| NAFNetTrain Set=SYNDOF2026.07 | 24.45 | 74 | 0.22 | 0.109 | 3.542 | 58.928 | 0.38 | 0.567 | 0.494 | |
| AttNetNoise σ=2.55, Training Dataset=Noisier DPD2021.10 | 24.33 | 74.9 | 0.25 | — | — | — | — | — | — | |
| NAFNetTrain Set=DPDD2026.07 | 24.26 | 79.8 | 0.237 | 0.12 | 4.139 | 58.678 | 0.373 | 0.539 | 0.428 | |
| RestormerTrain Set=DPDD2026.07 | 24.24 | 80.7 | 0.205 | 0.11 | 3.968 | 59.934 | 0.375 | 0.553 | 0.426 | |
| AttNetNoise σ=2.55, Training Dataset=Original DPD2021.10 | 23.83 | 72.7 | 0.257 | — | — | — | — | — | — | |
| SRNNoise σ=0, Training Dataset=Original DPD2021.10 | 23.71 | 61.7 | 0.324 | — | — | — | — | — | — | |
| SRNNoise σ=0, Training Dataset=Noisier DPD2021.10 | 23.7 | 61.7 | 0.325 | — | — | — | — | — | — | |
| SRNNoise σ=1, Training Dataset=Original DPD2021.10 | 23.68 | 61.1 | 0.311 | — | — | — | — | — | — | |
| DPDNet-SNoise σ=0, Training Dataset=Noisier DPD2021.10 | 23.65 | 60.5 | 0.29 | — | — | — | — | — | — | |
| SRNNoise σ=1, Training Dataset=Noisier DPD2021.10 | 23.65 | 60.5 | 0.313 | — | — | — | — | — | — | |
| DPDNet-SNoise σ=0, Training Dataset=Original DPD2021.10 | 23.61 | 59.7 | 0.296 | — | — | — | — | — | — | |
| DPDNet-SNoise σ=1, Training Dataset=Noisier DPD2021.10 | 23.59 | 59.4 | 0.329 | — | — | — | — | — | — | |
| DPDNet-SNoise σ=1, Training Dataset=Original DPD2021.10 | 23.58 | 59.2 | 0.332 | — | — | — | — | — | — | |
| SRNNoise σ=2.55, Training Dataset=Noisier DPD2021.10 | 23.54 | 59.7 | 0.281 | — | — | — | — | — | — | |
| SRNNoise σ=2.55, Training Dataset=Original DPD2021.10 | 23.5 | 59.1 | 0.276 | — | — | — | — | — | — | |
| DPDNet-SNoise σ=2.55, Training Dataset=Noisier DPD2021.10 | 23.49 | 58.1 | 0.341 | — | — | — | — | — | — | |
| DPDNet-SNoise σ=2.55, Training Dataset=Original DPD2021.10 | 23.44 | 57.6 | 0.344 | — | — | — | — | — | — |