# CS reconstruction on Set14 (test) Source: [CS reconstruction on Set14 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:55:21.890Z Evaluation of Compressed Sensing (CS) reconstruction performance on the Set14 test set, reporting PSNR, SSIM, and inference time. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | CS reconstruction | | Dataset (including any stated split) | Set14 (test) | | Metric | PSNR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 27 of 27 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [PSNR](): Higher is better; unit: SCALAR. - [SSIM](): Higher is better; unit: SCALAR. - [Inference Time (ms)](): Lower is better; unit: TIME. - [Network Depth (Layers)](): Higher is better; unit: SCALAR. ## Recorded results | Method | PSNR | Result date | Report paper | | --- | --- | --- | --- | | LapCSNet-4 | 29 | Not recorded | 68fa64481e209131cea03b2b | | LapCSNet-2 | 28.94 | Not recorded | 68fa64481e209131cea03b2b | | CSNet | 28.91 | Not recorded | 68fa64481e209131cea03b2b | | GSR | 27.5 | Not recorded | 68fa64481e209131cea03b2b | | BCSNet | 27.33 | Not recorded | 68fa64481e209131cea03b2b | | Cos | 27.2 | Not recorded | 68fa64481e209131cea03b2b | | MH | 26.38 | Not recorded | 68fa64481e209131cea03b2b | | LapCSNet-4 | 24.76 | Not recorded | 68fa64481e209131cea03b2b | | LapCSNet-2 | 24.55 | Not recorded | 68fa64481e209131cea03b2b | | CSNet | 24.33 | Not recorded | 68fa64481e209131cea03b2b | | LapCSNet-4 | 23.16 | Not recorded | 68fa64481e209131cea03b2b | | LapCSNet-2 | 23.03 | Not recorded | 68fa64481e209131cea03b2b | | ReconNet | 22.91 | Not recorded | 68fa64481e209131cea03b2b | | CSNet | 22.78 | Not recorded | 68fa64481e209131cea03b2b | | BCSNet | 22 | Not recorded | 68fa64481e209131cea03b2b | | BCSNet | 20.94 | Not recorded | 68fa64481e209131cea03b2b | | GSR | 20.89 | Not recorded | 68fa64481e209131cea03b2b | | ReconNet | 19.46 | Not recorded | 68fa64481e209131cea03b2b | | GSR | 19.41 | Not recorded | 68fa64481e209131cea03b2b | | MH | 19.2 | Not recorded | 68fa64481e209131cea03b2b | | Cos | 18.35 | Not recorded | 68fa64481e209131cea03b2b | | ReconNet | 18.09 | Not recorded | 68fa64481e209131cea03b2b | | TV | 17.96 | Not recorded | 68fa64481e209131cea03b2b | | TV | 17.2 | Not recorded | 68fa64481e209131cea03b2b | | Cos | 16.73 | Not recorded | 68fa64481e209131cea03b2b | | TV | 15.17 | Not recorded | 68fa64481e209131cea03b2b | | MH | 12.26 | Not recorded | 68fa64481e209131cea03b2b | ### LapCSNet-4 PSNR: 29. Result ID: 698c1d0cc330d5bfdbca833e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sampling ratio":"0.1"}. This record does not assert independent reproduction. ### LapCSNet-2 PSNR: 28.94. Result ID: 698c1d0cc330d5bfdbca833b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sampling ratio":"0.1"}. This record does not assert independent reproduction. ### CSNet PSNR: 28.91. Result ID: 698c1d0cc330d5bfdbca8338. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sampling ratio":"0.1"}. This record does not assert independent reproduction. ### GSR PSNR: 27.5. Result ID: 698c1d0cc330d5bfdbca832f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sampling ratio":"0.1"}. This record does not assert independent reproduction. ### BCSNet PSNR: 27.33. Result ID: 698c1d0cc330d5bfdbca8335. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sampling ratio":"0.1"}. This record does not assert independent reproduction. ### Cos PSNR: 27.2. Result ID: 698c1d0cc330d5bfdbca832c. [Reporting paper]() Recorded evaluation configuration: {"sampling ratio":"0.1"}. This record does not assert independent reproduction. ### MH PSNR: 26.38. Result ID: 698c1d0cc330d5bfdbca8329. [Reporting paper]() Recorded evaluation configuration: {"sampling ratio":"0.1"}. This record does not assert independent reproduction. ### LapCSNet-4 PSNR: 24.76. Result ID: 698c1d0cc330d5bfdbca833d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sampling ratio":"0.02"}. This record does not assert independent reproduction. ### LapCSNet-2 PSNR: 24.55. Result ID: 698c1d0cc330d5bfdbca833a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sampling ratio":"0.02"}. This record does not assert independent reproduction. ### CSNet PSNR: 24.33. Result ID: 698c1d0cc330d5bfdbca8337. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sampling ratio":"0.02"}. This record does not assert independent reproduction. ### LapCSNet-4 PSNR: 23.16. Result ID: 698c1d0cc330d5bfdbca833c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sampling ratio":"0.01"}. This record does not assert independent reproduction. ### LapCSNet-2 PSNR: 23.03. Result ID: 698c1d0cc330d5bfdbca8339. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sampling ratio":"0.01"}. This record does not assert independent reproduction. ### ReconNet PSNR: 22.91. Result ID: 698c1d0cc330d5bfdbca8332. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sampling ratio":"0.1"}. This record does not assert independent reproduction. ### CSNet PSNR: 22.78. Result ID: 698c1d0cc330d5bfdbca8336. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sampling ratio":"0.01"}. This record does not assert independent reproduction. ### BCSNet PSNR: 22. Result ID: 698c1d0cc330d5bfdbca8334. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sampling ratio":"0.02"}. This record does not assert independent reproduction. ### BCSNet PSNR: 20.94. Result ID: 698c1d0cc330d5bfdbca8333. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sampling ratio":"0.01"}. This record does not assert independent reproduction. ### GSR PSNR: 20.89. Result ID: 698c1d0cc330d5bfdbca832e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sampling ratio":"0.02"}. This record does not assert independent reproduction. ### ReconNet PSNR: 19.46. Result ID: 698c1d0cc330d5bfdbca8331. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sampling ratio":"0.02"}. This record does not assert independent reproduction. ### GSR PSNR: 19.41. Result ID: 698c1d0cc330d5bfdbca832d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sampling ratio":"0.01"}. This record does not assert independent reproduction. ### MH PSNR: 19.2. Result ID: 698c1d0cc330d5bfdbca8328. [Reporting paper]() Recorded evaluation configuration: {"sampling ratio":"0.02"}. This record does not assert independent reproduction. ### Cos PSNR: 18.35. Result ID: 698c1d0cc330d5bfdbca832b. [Reporting paper]() Recorded evaluation configuration: {"sampling ratio":"0.02"}. This record does not assert independent reproduction. ### ReconNet PSNR: 18.09. Result ID: 698c1d0cc330d5bfdbca8330. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sampling ratio":"0.01"}. This record does not assert independent reproduction. ### TV PSNR: 17.96. Result ID: 698c1d0cc330d5bfdbca8326. [Reporting paper]() Recorded evaluation configuration: {"sampling ratio":"0.1"}. This record does not assert independent reproduction. ### TV PSNR: 17.2. Result ID: 698c1d0cc330d5bfdbca8325. [Reporting paper]() Recorded evaluation configuration: {"sampling ratio":"0.02"}. This record does not assert independent reproduction. ### Cos PSNR: 16.73. Result ID: 698c1d0cc330d5bfdbca832a. [Reporting paper]() Recorded evaluation configuration: {"sampling ratio":"0.01"}. This record does not assert independent reproduction. ### TV PSNR: 15.17. Result ID: 698c1d0cc330d5bfdbca8324. [Reporting paper]() Recorded evaluation configuration: {"sampling ratio":"0.01"}. This record does not assert independent reproduction. ### MH PSNR: 12.26. Result ID: 698c1d0cc330d5bfdbca8327. [Reporting paper]() Recorded evaluation configuration: {"sampling ratio":"0.01"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.