Blind Deconvolution on BSD100 synthetic blur (test)
24.38PSNRPhD-Net
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PhD-NetPhoton Level (alpha)=40, Blind=false, End-to-End Trained=true2023.03 | 24.38 | 0.593 | 0.446 | 0.503 | |
| PhD-NetPhoton Level (alpha)=20, Blind=false, End-to-End Trained=true2023.03 | 23.63 | 0.54 | 0.5 | 0.539 | |
| PURE-LETPhoton Level (alpha)=40, Blind=false, End-to-End Trained=false2023.03 | 23.48 | 0.561 | 0.467 | 0.557 | |
| PhD-NetPhoton Level (alpha)=10, Blind=false, End-to-End Trained=true2023.03 | 23 | 0.5 | 0.544 | 0.567 | |
| PURE-LETPhoton Level (alpha)=20, Blind=false, End-to-End Trained=false2023.03 | 22.94 | 0.516 | 0.526 | 0.584 | |
| PURE-LETPhoton Level (alpha)=10, Blind=false, End-to-End Trained=false2023.03 | 22.49 | 0.485 | 0.588 | 0.607 | |
| Kernel Trajectory NetworkPhoton Level (alpha)=20, Blind=true, End-to-End Trained=false2023.03 | 21.93 | 0.483 | 0.542 | 0.578 | |
| MIMO-UNet+Photon Level (alpha)=40, Blind=true, End-to-End Trained=true2023.03 | 21.63 | 0.441 | 0.586 | 0.639 | |
| Kernel Trajectory NetworkPhoton Level (alpha)=40, Blind=true, End-to-End Trained=false2023.03 | 21.62 | 0.527 | 0.488 | 0.549 | |
| Kernel Trajectory NetworkPhoton Level (alpha)=10, Blind=true, End-to-End Trained=false2023.03 | 21.57 | 0.471 | 0.56 | 0.587 | |
| Deep-DeblurPhoton Level (alpha)=40, Blind=true, End-to-End Trained=true2023.03 | 21.43 | 0.425 | 0.673 | 0.612 | |
| MPRNetPhoton Level (alpha)=40, Blind=true, End-to-End Trained=true2023.03 | 21.41 | 0.428 | 0.647 | 0.613 | |
| MIMO-UNet+Photon Level (alpha)=20, Blind=true, End-to-End Trained=true2023.03 | 21.36 | 0.396 | 0.66 | 0.663 | |
| Deep-DeblurPhoton Level (alpha)=20, Blind=true, End-to-End Trained=true2023.03 | 21.3 | 0.41 | 0.666 | 0.621 | |
| MPRNetPhoton Level (alpha)=20, Blind=true, End-to-End Trained=true2023.03 | 21.25 | 0.405 | 0.667 | 0.631 | |
| Deep-DeblurPhoton Level (alpha)=10, Blind=true, End-to-End Trained=true2023.03 | 21.17 | 0.401 | 0.656 | 0.627 | |
| DHMPNPhoton Level (alpha)=40, Blind=true, End-to-End Trained=true2023.03 | 21.15 | 0.418 | 0.673 | 0.626 | |
| MPRNetPhoton Level (alpha)=10, Blind=true, End-to-End Trained=true2023.03 | 21.09 | 0.393 | 0.678 | 0.641 | |
| MIMO-UNet+Photon Level (alpha)=10, Blind=true, End-to-End Trained=true2023.03 | 21.04 | 0.356 | 0.733 | 0.683 | |
| DHMPNPhoton Level (alpha)=20, Blind=true, End-to-End Trained=true2023.03 | 21.03 | 0.401 | 0.688 | 0.64 | |
| DHMPNPhoton Level (alpha)=10, Blind=true, End-to-End Trained=true2023.03 | 20.89 | 0.391 | 0.702 | 0.652 | |
| SRNPhoton Level (alpha)=40, Blind=true, End-to-End Trained=true2023.03 | 20.89 | 0.409 | 0.677 | 0.629 | |
| SRNPhoton Level (alpha)=20, Blind=true, End-to-End Trained=true2023.03 | 20.79 | 0.392 | 0.683 | 0.639 | |
| SRNPhoton Level (alpha)=10, Blind=true, End-to-End Trained=true2023.03 | 20.71 | 0.386 | 0.681 | 0.646 | |
| P4IPPhoton Level (alpha)=40, Blind=false, End-to-End Trained=false2023.03 | 20.18 | 0.372 | 0.706 | 0.66 | |
| P4IPPhoton Level (alpha)=20, Blind=false, End-to-End Trained=false2023.03 | 19.45 | 0.353 | 0.726 | 0.668 | |
| P4IPPhoton Level (alpha)=10, Blind=false, End-to-End Trained=false2023.03 | 19.26 | 0.348 | 0.733 | 0.674 |