Image Deblurring on CBSD68 (val)
26.47PSNRPnP-MM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PnP-MMNoise level (ζ)=60, Blur kernel=Kernel 32026.03 | 26.47 | 73.8 | 0.311 | |
| PnP-MMNoise level (ζ)=40, Blur kernel=Kernel 32026.03 | 25.99 | 71.5 | 0.319 | |
| B-PnPNoise level (ζ)=60, Blur kernel=Kernel 32026.03 | 25.9 | 70.7 | 0.398 | |
| PnP-MMNoise level (ζ)=60, Blur kernel=Kernel 12026.03 | 25.63 | 70.3 | 0.409 | |
| DPIRNoise level (ζ)=60, Blur kernel=Kernel 32026.03 | 25.56 | 68.6 | 0.394 | |
| B-PnPNoise level (ζ)=40, Blur kernel=Kernel 32026.03 | 25.5 | 69.7 | 0.41 | |
| DPIRNoise level (ζ)=60, Blur kernel=Kernel 12026.03 | 25.39 | 69 | 0.442 | |
| PnP-MMNoise level (ζ)=40, Blur kernel=Kernel 12026.03 | 25.37 | 69.1 | 0.414 | |
| PnP-MMNoise level (ζ)=60, Blur kernel=Average2026.03 | 25.34 | 68.3 | 0.406 | |
| B-PnPNoise level (ζ)=60, Blur kernel=Kernel 12026.03 | 25.26 | 68.6 | 0.463 | |
| Prox-DiffPIRNoise level (ζ)=60, Blur kernel=Kernel 32026.03 | 25.18 | 67.5 | 0.275 | |
| PnP-MMNoise level (ζ)=60, Blur kernel=Kernel 22026.03 | 25.12 | 67.2 | 0.388 | |
| PnP-MMNoise level (ζ)=20, Blur kernel=Kernel 32026.03 | 25.11 | 67.6 | 0.391 | |
| DPIRNoise level (ζ)=40, Blur kernel=Kernel 12026.03 | 25.09 | 67.4 | 0.458 | |
| PnP-MMNoise level (ζ)=40, Blur kernel=Average2026.03 | 25 | 66.6 | 0.411 | |
| Prox-DiffPIRNoise level (ζ)=60, Blur kernel=Kernel 12026.03 | 24.98 | 68.2 | 0.374 | |
| PhD-NetNoise level (ζ)=60, Blur kernel=Kernel 12026.03 | 24.98 | 67 | 0.465 | |
| B-PnPNoise level (ζ)=40, Blur kernel=Kernel 12026.03 | 24.97 | 67.8 | 0.484 | |
| DPIRNoise level (ζ)=40, Blur kernel=Kernel 32026.03 | 24.84 | 66 | 0.423 | |
| B-PnPNoise level (ζ)=60, Blur kernel=Average2026.03 | 24.82 | 65.7 | 0.472 | |
| DPIRNoise level (ζ)=60, Blur kernel=Average2026.03 | 24.79 | 65.2 | 0.466 | |
| PnP-MMNoise level (ζ)=20, Blur kernel=Kernel 12026.03 | 24.78 | 66.3 | 0.448 | |
| PhD-NetNoise level (ζ)=60, Blur kernel=Kernel 32026.03 | 24.75 | 64.7 | 0.472 | |
| Prox-DiffPIRNoise level (ζ)=40, Blur kernel=Kernel 32026.03 | 24.73 | 65.2 | 0.312 | |
| PnP-MMNoise level (ζ)=40, Blur kernel=Kernel 22026.03 | 24.71 | 65 | 0.388 | |
| PhD-NetNoise level (ζ)=40, Blur kernel=Kernel 12026.03 | 24.66 | 65.5 | 0.486 | |
| Prox-DiffPIRNoise level (ζ)=40, Blur kernel=Kernel 12026.03 | 24.63 | 66.3 | 0.39 | |
| DPIRNoise level (ζ)=20, Blur kernel=Kernel 32026.03 | 24.6 | 63.8 | 0.472 | |
| B-PnPNoise level (ζ)=40, Blur kernel=Average2026.03 | 24.55 | 65 | 0.481 | |
| DPIRNoise level (ζ)=60, Blur kernel=Kernel 22026.03 | 24.53 | 63.5 | 0.462 | |
| Prox-DiffPIRNoise level (ζ)=60, Blur kernel=Average2026.03 | 24.5 | 64.4 | 0.356 | |
| B-PnPNoise level (ζ)=60, Blur kernel=Kernel 22026.03 | 24.42 | 63.8 | 0.463 | |
| DPIRNoise level (ζ)=20, Blur kernel=Kernel 12026.03 | 24.42 | 63.7 | 0.498 | |
| PhD-NetNoise level (ζ)=40, Blur kernel=Kernel 32026.03 | 24.35 | 62.6 | 0.543 | |
| DPIRNoise level (ζ)=40, Blur kernel=Average2026.03 | 24.35 | 63.2 | 0.489 | |
| PnP-MMNoise level (ζ)=20, Blur kernel=Average2026.03 | 24.32 | 63.5 | 0.464 | |
| PhD-NetNoise level (ζ)=60, Blur kernel=Average2026.03 | 24.23 | 62.5 | 0.503 | |
| B-PnPNoise level (ζ)=40, Blur kernel=Kernel 22026.03 | 24.18 | 63.1 | 0.462 | |
| PnP-MMNoise level (ζ)=60, Blur kernel=Kernel 42026.03 | 24.13 | 61.7 | 0.516 | |
| Prox-DiffPIRNoise level (ζ)=40, Blur kernel=Average2026.03 | 24.13 | 62.5 | 0.386 | |
| Prox-DiffPIRNoise level (ζ)=60, Blur kernel=Kernel 22026.03 | 24.1 | 61.5 | 0.326 | |
| PhD-NetNoise level (ζ)=20, Blur kernel=Kernel 12026.03 | 24.06 | 62.7 | 0.518 | |
| DPIRNoise level (ζ)=40, Blur kernel=Kernel 22026.03 | 24.04 | 61.2 | 0.491 | |
| RL-TVNoise level (ζ)=60, Blur kernel=Kernel 12026.03 | 24.02 | 60.8 | 0.424 | |
| Prox-DiffPIRNoise level (ζ)=20, Blur kernel=Kernel 12026.03 | 24 | 62.9 | 0.423 | |
| Prox-DiffPIRNoise level (ζ)=20, Blur kernel=Kernel 32026.03 | 23.98 | 61.6 | 0.378 | |
| PnP-MMNoise level (ζ)=20, Blur kernel=Kernel 22026.03 | 23.94 | 61.4 | 0.459 | |
| PnP-MMNoise level (ζ)=40, Blur kernel=Kernel 42026.03 | 23.92 | 60.8 | 0.516 | |
| PhD-NetNoise level (ζ)=40, Blur kernel=Average2026.03 | 23.91 | 60.9 | 0.524 | |
| DPIRNoise level (ζ)=20, Blur kernel=Average2026.03 | 23.82 | 60.3 | 0.535 | |
| RL-TVNoise level (ζ)=40, Blur kernel=Kernel 12026.03 | 23.81 | 59.9 | 0.441 | |
| PhD-NetNoise level (ζ)=20, Blur kernel=Kernel 32026.03 | 23.76 | 59.9 | 0.533 | |
| Prox-DiffPIRNoise level (ζ)=60, Blur kernel=Kernel 42026.03 | 23.73 | 60.3 | 0.449 | |
| Prox-DiffPIRNoise level (ζ)=40, Blur kernel=Kernel 22026.03 | 23.73 | 59.9 | 0.37 | |
| B-PnPNoise level (ζ)=60, Blur kernel=Kernel 42026.03 | 23.7 | 59.9 | 0.562 | |
| DPIRNoise level (ζ)=60, Blur kernel=Kernel 42026.03 | 23.68 | 59.5 | 0.565 | |
| PhD-NetNoise level (ζ)=60, Blur kernel=Kernel 42026.03 | 23.65 | 59.5 | 0.559 | |
| B-PnPNoise level (ζ)=40, Blur kernel=Kernel 42026.03 | 23.56 | 59.5 | 0.571 | |
| PhD-NetNoise level (ζ)=60, Blur kernel=Kernel 22026.03 | 23.52 | 58.8 | 0.515 | |
| RL-TVNoise level (ζ)=40, Blur kernel=Kernel 32026.03 | 23.51 | 57.1 | 0.442 | |
| PnP-MMNoise level (ζ)=5, Blur kernel=Kernel 12026.03 | 23.5 | 60.1 | 0.513 | |
| PnP-MMNoise level (ζ)=5, Blur kernel=Kernel 32026.03 | 23.48 | 59.8 | 0.493 | |
| Prox-DiffPIRNoise level (ζ)=20, Blur kernel=Average2026.03 | 23.47 | 59.2 | 0.44 | |
| B-PnPNoise level (ζ)=20, Blur kernel=Kernel 12026.03 | 23.43 | 59.8 | 0.627 | |
| PnP-MMNoise level (ζ)=20, Blur kernel=Kernel 42026.03 | 23.43 | 58.5 | 0.557 | |
| Prox-DiffPIRNoise level (ζ)=40, Blur kernel=Kernel 42026.03 | 23.42 | 58.7 | 0.471 | |
| DPIRNoise level (ζ)=40, Blur kernel=Kernel 42026.03 | 23.42 | 58.3 | 0.582 | |
| PhD-NetNoise level (ζ)=40, Blur kernel=Kernel 42026.03 | 23.41 | 58.4 | 0.573 | |
| PhD-NetNoise level (ζ)=20, Blur kernel=Average2026.03 | 23.39 | 58.5 | 0.556 | |
| DPIRNoise level (ζ)=20, Blur kernel=Kernel 22026.03 | 23.36 | 58.1 | 0.553 | |
| RL-TVNoise level (ζ)=60, Blur kernel=Kernel 32026.03 | 23.35 | 55.3 | 0.429 | |
| RL-TVNoise level (ζ)=20, Blur kernel=Kernel 12026.03 | 23.29 | 57.5 | 0.477 | |
| PhD-NetNoise level (ζ)=40, Blur kernel=Kernel 22026.03 | 23.23 | 57.3 | 0.543 | |
| RL-TVNoise level (ζ)=60, Blur kernel=Average2026.03 | 23.22 | 55.6 | 0.457 | |
| RL-TVNoise level (ζ)=20, Blur kernel=Kernel 32026.03 | 23.2 | 56.5 | 0.469 | |
| RL-TVNoise level (ζ)=40, Blur kernel=Average2026.03 | 23.17 | 56 | 0.468 | |
| B-PnPNoise level (ζ)=20, Blur kernel=Average2026.03 | 23.15 | 58.5 | 0.582 | |
| B-PnPNoise level (ζ)=20, Blur kernel=Kernel 22026.03 | 23.12 | 58.8 | 0.506 | |
| B-PnPNoise level (ζ)=20, Blur kernel=Kernel 32026.03 | 23.09 | 58.3 | 0.57 | |
| Prox-DiffPIRNoise level (ζ)=20, Blur kernel=Kernel 22026.03 | 23.06 | 56.7 | 0.441 | |
| PnP-MMNoise level (ζ)=5, Blur kernel=Average2026.03 | 23.01 | 57.3 | 0.541 | |
| B-PnPNoise level (ζ)=20, Blur kernel=Kernel 42026.03 | 22.97 | 57.2 | 0.627 | |
| PhD-NetNoise level (ζ)=20, Blur kernel=Kernel 42026.03 | 22.94 | 56.3 | 0.597 | |
| RL-TVNoise level (ζ)=60, Blur kernel=Kernel 42026.03 | 22.93 | 54.9 | 0.488 | |
| DPIRNoise level (ζ)=20, Blur kernel=Kernel 42026.03 | 22.92 | 55.8 | 0.617 | |
| Prox-DiffPIRNoise level (ζ)=20, Blur kernel=Kernel 42026.03 | 22.84 | 55.5 | 0.518 | |
| PhD-NetNoise level (ζ)=20, Blur kernel=Kernel 22026.03 | 22.81 | 55.4 | 0.577 | |
| RL-TVNoise level (ζ)=20, Blur kernel=Average2026.03 | 22.76 | 54.5 | 0.498 | |
| PhD-NetNoise level (ζ)=5, Blur kernel=Kernel 12026.03 | 22.71 | 56.6 | 0.579 | |
| RL-TVNoise level (ζ)=40, Blur kernel=Kernel 42026.03 | 22.7 | 53.9 | 0.506 | |
| RL-TVNoise level (ζ)=40, Blur kernel=Kernel 22026.03 | 22.67 | 53 | 0.483 | |
| Prox-DiffPIRNoise level (ζ)=5, Blur kernel=Kernel 12026.03 | 22.65 | 55.6 | 0.503 | |
| RL-TVNoise level (ζ)=60, Blur kernel=Kernel 22026.03 | 22.59 | 51.6 | 0.485 | |
| PnP-MMNoise level (ζ)=5, Blur kernel=Kernel 22026.03 | 22.56 | 55 | 0.55 | |
| Prox-DiffPIRNoise level (ζ)=5, Blur kernel=Kernel 32026.03 | 22.54 | 54.6 | 0.497 | |
| PnP-MMNoise level (ζ)=5, Blur kernel=Kernel 42026.03 | 22.49 | 54.1 | 0.607 | |
| PhD-NetNoise level (ζ)=5, Blur kernel=Kernel 32026.03 | 22.4 | 53.9 | 0.596 | |
| RL-TVNoise level (ζ)=20, Blur kernel=Kernel 22026.03 | 22.29 | 52.1 | 0.508 | |
| RL-TVNoise level (ζ)=20, Blur kernel=Kernel 42026.03 | 22.24 | 51.8 | 0.538 | |
| Prox-DiffPIRNoise level (ζ)=5, Blur kernel=Average2026.03 | 22.22 | 52.9 | 0.533 |