Lensless Image Reconstruction on PhlatCam (test)
0.62SSIMlocal-to-global hierarchical framework
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| local-to-global hierarchical frameworkTime (s)=0.212025.11 | 0.62 | 22.07 | 0.36 | — | — | — | — | |
| PhoCoLens2024.09 | 0.601 | 22.07 | 0.215 | 0.357 | 0.565 | 62.2 | — | |
| MWDNTime (s)=0.382025.11 | 0.59 | 21.17 | 0.42 | — | — | — | — | |
| DeepLIRTime (s)=0.402025.11 | 0.58 | 20.82 | 0.46 | — | — | — | — | |
| FlatNetTime (s)=0.202025.11 | 0.55 | 19.03 | 0.31 | — | — | — | — | |
| FlatNet-gen2024.09 | 0.549 | 20.53 | 0.375 | 0.203 | 0.287 | 44.94 | — | |
| FlatNet+DiffBIRrestoration model=pre-trained blind image restoration model DiffBIR2024.09 | 0.544 | 19.96 | 0.391 | 0.335 | 0.523 | 57.13 | — | |
| UPDN2024.09 | 0.533 | 20.48 | 0.352 | 0.158 | 0.215 | 29.32 | — | |
| MMCN2024.09 | 0.524 | 20.39 | 0.346 | 0.145 | 0.206 | 27.65 | — | |
| Le-ADMM-U2024.09 | 0.515 | 20.12 | 0.405 | 0.138 | 0.18 | 24.64 | — | |
| DDNM+sampling=zero-shot inverse imaging, foundation model=Stable Diffusion2024.09 | 0.485 | 15.22 | 0.623 | 0.297 | 0.412 | 45.32 | — | |
| LeADMM-USupervision Level=Supervised, Time (s)=0.06062025.11 | 0.4498 | — | 0.4658 | — | 0.5097 | — | 2.0479 | |
| FlatNetSupervision Level=Supervised, Time (s)=0.01342025.11 | 0.4474 | — | 0.4929 | — | 0.5988 | — | 1.9134 | |
| NSDDSupervision Level=Unsupervised, Time (s)=0.03422025.11 | 0.4464 | — | 0.5633 | — | 0.238 | — | 0.4128 | |
| DDNM+Supervision Level=Unsupervised, Time (s)=20.89082025.11 | 0.4462 | — | 0.5245 | — | 0.2777 | — | 0.3268 | |
| MultiWienerNetSupervision Level=Supervised, Time (s)=0.01182025.11 | 0.445 | — | 0.4952 | — | 0.4799 | — | 2.1277 | |
| WienerSupervision Level=Unsupervised, Time (s)=0.00032025.11 | 0.4141 | — | 0.6043 | — | 0.1576 | — | 1.0721 | |
| ADMMSupervision Level=Unsupervised, Time (s)=0.14712025.11 | 0.4031 | — | 0.6033 | — | 0.0737 | — | 0.6235 | |
| UNetSupervision Level=Supervised, Time (s)=0.01322025.11 | 0.3917 | — | 0.5661 | — | 0.4648 | — | 1.9989 | |
| PhoCoLensSupervision Level=Supervised, Time (s)=118.34322025.11 | 0.3832 | — | 0.4622 | — | 0.7717 | — | 1.8959 | |
| ADMM2024.09 | 0.301 | 13.45 | 0.877 | 0.132 | 0.159 | 16.45 | — | |
| WienerDeconv2024.09 | 0.27 | 12.19 | 0.922 | 0.111 | 0.149 | 15.47 | — | |
| PrimalDualNetSupervision Level=Supervised, Time (s)=0.02922025.11 | 0.253 | — | 0.6202 | — | 0.2734 | — | 2.2606 | |
| DPSSupervision Level=Unsupervised, Time (s)=116.42882025.11 | 0.2088 | — | 0.7352 | — | 0.7052 | — | 0.4422 | |
| Ground Truth2024.09 | — | — | — | 0.431 | 0.583 | 63.4 | — |