Dynamic scene deblurring on HIDE (test)
31.62PSNRFFTFormer
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FFTFormerNFE=N/A, Params=16.6M2024.11 | 31.62 | 0.946 | 0.096 | 0.006 | |
| NAFNetNFE=N/A, Params=67.9M2024.11 | 31.32 | 0.943 | 0.103 | 0.024 | |
| DP-IRNFE=6, Params=33.2M2024.11 | 31.32 | 0.937 | 0.087 | 0.002 | |
| Restormerzero-shot generalization=true, training_dataset=GoPro2021.11 | 31.22 | 0.942 | — | — | |
| RestormerNFE=N/A, Params=26.1M2024.11 | 31.2 | 0.942 | 0.109 | 0.048 | |
| MPRNetNFE=N/A, Params=20.1M2024.11 | 30.96 | 0.939 | 0.114 | 0.059 | |
| MPRNet2021.11 | 30.96 | 0.939 | — | — | |
| HINetNFE=N/A, Params=N/A2024.11 | 30.33 | 0.932 | 0.12 | 0.044 | |
| SPAIR2021.11 | 30.29 | 0.931 | — | — | |
| MIMO-UNet+NFE=N/A, Params=16.1M2024.11 | 29.99 | 0.93 | 0.124 | 0.028 | |
| MIMO-UNet+2021.11 | 29.99 | 0.93 | — | — | |
| Suin et al.2021.11 | 29.98 | 0.93 | — | — | |
| DvSR+NFE=500, Params=26.1M2024.11 | 29.77 | 0.922 | 0.089 | — | |
| MT-RNN2021.11 | 29.15 | 0.918 | — | — | |
| icDPM+NFE=500, Params=52.0M2024.11 | 29.14 | 0.91 | 0.088 | — | |
| Gao et al.2021.11 | 29.11 | 0.913 | — | — | |
| DMPHN2021.11 | 29.09 | 0.924 | — | — | |
| DBGAN2021.11 | 28.94 | 0.915 | — | — | |
| Shen et al.2021.11 | 28.89 | 0.93 | — | — | |
| SRN2021.11 | 28.36 | 0.915 | — | — | |
| DeblurGAN-v2NFE=N/A, Params=60.9M2024.11 | 27.51 | 0.885 | 0.159 | 0.065 | |
| DeblurGAN-v22021.11 | 26.61 | 0.875 | — | — | |
| Nah et al.2021.11 | 25.73 | 0.874 | — | — | |
| DeblurGAN2021.11 | 24.51 | 0.871 | — | — |