Defocus Deblurring on DPD Outdoor Scenes
24.46PSNRHi-IRD-B
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Hi-IRD-BDefocus Type=Dual-Pixel2024.11 | 24.46 | 79.8 | 0.045 | 0.154 | |
| ENS-DeblurringPixel Configuration=Dual-pixel2026.05 | 24 | 76.8 | 0.046 | 0.2 | |
| RestormerDDefocus Type=Dual-Pixel2024.11 | 23.97 | 77.3 | 0.047 | 0.175 | |
| RestormerDPixel Configuration=Dual-pixel2026.05 | 23.97 | 77.3 | 0.047 | 0.175 | |
| IFANDDefocus Type=Dual-Pixel2024.11 | 23.46 | 74.3 | 0.049 | 0.24 | |
| IFANDPixel Configuration=Dual-pixel2026.05 | 23.46 | 74.3 | 0.049 | 0.24 | |
| ENS-DeblurringPixel Configuration=Single-pixel2026.05 | 23.34 | 74.1 | 0.05 | 0.243 | |
| KBNetMACs=108G2026.01 | 23.32 | 74.9 | — | — | |
| RestormerMACs=141G2026.01 | 23.24 | 74.3 | — | — | |
| RestormerSPixel Configuration=Single-pixel2026.05 | 23.24 | 74.3 | 0.05 | 0.209 | |
| UformerDefocus Type=Dual-Pixel2024.11 | 23.1 | 72.8 | 0.051 | 0.285 | |
| KBNetSPixel Configuration=Single-pixel2026.05 | 23.1 | 73.6 | 0.05 | 0.233 | |
| UformerDPixel Configuration=Dual-pixel2026.05 | 23.1 | 72.8 | 0.051 | 0.285 | |
| MambaIRS (ours)Pixel Configuration=Single-pixel2026.05 | 22.99 | 73.9 | 0.051 | 0.278 | |
| DPDNetDDefocus Type=Dual-Pixel2024.11 | 22.9 | 72.6 | 0.052 | 0.255 | |
| DPDNetDPixel Configuration=Dual-pixel2026.05 | 22.9 | 72.6 | 0.052 | 0.255 | |
| RDPDDDefocus Type=Dual-Pixel2024.11 | 22.82 | 70.4 | 0.053 | 0.298 | |
| RDPDDPixel Configuration=Dual-pixel2026.05 | 22.82 | 70.4 | 0.053 | 0.298 | |
| IFANMACs=363G2026.01 | 22.76 | 72 | — | — | |
| IFANSPixel Configuration=Single-pixel2026.05 | 22.76 | 72 | 0.052 | 0.254 | |
| KPAC2026.01 | 22.62 | 70.1 | — | — | |
| KPACSPixel Configuration=Single-pixel2026.05 | 22.62 | 70.1 | 0.053 | 0.269 | |
| MambaIRD (ours)Pixel Configuration=Dual-pixel2026.05 | 22.39 | 69.9 | 0.053 | 0.342 | |
| DPDNetMACs=991G2026.01 | 22.25 | 68.2 | — | — | |
| DPDNetSPixel Configuration=Single-pixel2026.05 | 22.25 | 68.2 | 0.056 | 0.313 | |
| Ours (Fine-tuned)MACs=63G, Fine-tuned=true2026.01 | 21.89 | 65.6 | — | — | |
| DMENetMACs=11732026.01 | 21.43 | 64.4 | — | — | |
| DMENetSPixel Configuration=Single-pixel2026.05 | 21.43 | 64.4 | 0.063 | 0.397 | |
| EBDB2026.01 | 21.25 | 59.9 | — | — | |
| EBDBSPixel Configuration=Single-pixel2026.05 | 21.25 | 59.9 | 0.058 | 0.373 | |
| JNB2026.01 | 21.1 | 60.8 | — | — | |
| JNBsPixel Configuration=Single-pixel2026.05 | 21.1 | 60.8 | 0.064 | 0.355 | |
| Ours (Trained on GoPro)MACs=63G, Fine-tuned=false2026.01 | 18.89 | 56.7 | — | — | |
| NAFNetMACs=65G2026.01 | 18.83 | 57.4 | — | — |