Image Deblurring on RealBlur-R (test)
5.17NIQEUFPNet
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| UFPNetparameters=80.3M, compact=false, training_set=GoPro2024.03 | 5.17 | — | 0.402 | 0.135 | 0.025 | — | — | |
| LoFormer-Lparameters=49.0M, compact=false, training_set=GoPro2024.03 | 5.17 | — | 0.454 | 0.157 | 0.027 | — | — | |
| DeblurDiNAT-Lparameters=16.1M, compact=true, training_set=GoPro2024.03 | 5.17 | — | 0.417 | 0.104 | 0.025 | — | — | |
| XYScanNet2024.12 | 5.21 | 0.266 | — | — | — | — | — | |
| DeblurDiNAT-Sparameters=9.1M, compact=true, training_set=GoPro2024.03 | 5.21 | — | 0.458 | 0.122 | 0.027 | — | — | |
| UFPNet2024.12 | 5.23 | 0.245 | — | — | — | — | — | |
| Restormerparameters=26.1M, compact=true, training_set=GoPro2024.03 | 5.23 | — | 0.436 | 0.166 | 0.026 | — | — | |
| FFTformerparameters=16.6M, compact=true, training_set=GoPro2024.03 | 5.24 | — | 0.5 | 0.157 | 0.027 | — | — | |
| Uformer-Bparameters=50.9M, compact=false, training_set=GoPro2024.03 | 5.28 | — | 0.421 | 0.129 | 0.024 | — | — | |
| DeepRFT+22024.12 | 5.3 | 0.24 | — | — | — | — | — | |
| LoFormer2024.12 | 5.31 | 0.251 | — | — | — | — | — | |
| MIMO-Unet+parameters=16.1M, compact=true, training_set=GoPro2024.03 | 5.34 | — | 0.637 | 0.273 | 0.034 | — | — | |
| NAFNetparameters=67.9M, compact=false, training_set=GoPro2024.03 | 5.36 | — | 0.467 | 0.133 | 0.03 | — | — | |
| MPRNetparameters=20.1M, compact=true, training_set=GoPro2024.03 | 5.44 | — | 0.55 | 0.243 | 0.031 | — | — | |
| FFTformer2024.12 | 5.45 | 0.249 | — | — | — | — | — | |
| MISC+22024.12 | 5.45 | 0.243 | — | — | — | — | — | |
| MPRNet2024.12 | 5.59 | 0.238 | — | — | — | — | — | |
| DBGAN2025.11 | — | — | — | — | — | 33.78 | 90.9 | |
| DeblurDiNAT-S2025.11 | — | — | — | — | — | 35.92 | 95.4 | |
| DeblurGAN2025.11 | — | — | — | — | — | 33.79 | 90.3 | |
| DeblurGANv22025.11 | — | — | — | — | — | 35.26 | 94.4 | |
| DMPHN2025.11 | — | — | — | — | — | 35.7 | 94.8 | |
| MIMO-UNet+2025.11 | — | — | — | — | — | 35.54 | 94.7 | |
| MPRNet2025.11 | — | — | — | — | — | 35.99 | 95.2 | |
| MT-RNN2025.11 | — | — | — | — | — | 35.79 | 95.1 | |
| NAFNet2025.11 | — | — | — | — | — | 35.01 | 92.8 | |
| Restormer2025.11 | — | — | — | — | — | 36.19 | 95.7 | |
| SRN2025.11 | — | — | — | — | — | 35.66 | 94.7 | |
| Stripformer2025.11 | — | — | — | — | — | 36.08 | 95.4 | |
| ViT+FFT-ReLU2025.11 | — | — | — | — | — | 36.21 | 95.7 |