# Image Restoration on Cameraman gray scale image Source: [Image Restoration on Cameraman gray scale image]() Collection index: [llms.txt]() Data updated: 2026-06-05T06:30:20.387Z Evaluation of Image Restoration performance on the Cameraman gray scale image dataset, measured using PSNR, Computational time (s), and Maximum iterations. 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 | Image Restoration | | Dataset (including any stated split) | Cameraman gray scale image | | Metric | PSNR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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. - [Computational Time (s)](): Lower is better; unit: TIME. - [Max Iterations](): Higher is better; unit: SCALAR. ## Recorded results | Method | PSNR | Result date | Report paper | | --- | --- | --- | --- | | OR1MP | 27.8565 | Not recorded | 68fa50e51e209131ce96f43f | | EOR1MP | 27.8283 | Not recorded | 68fa50e51e209131ce96f43f | | ADMiRA | 26.7645 | Not recorded | 68fa50e51e209131ce96f43f | | SoftImpute | 26.7183 | Not recorded | 68fa50e51e209131ce96f43f | | SVP | 25.9444 | Not recorded | 68fa50e51e209131ce96f43f | | SVT | 25.6273 | Not recorded | 68fa50e51e209131ce96f43f | | Split Breg. | 25.4 | Not recorded | 68fa545b1e209131ce98ae93 | | LMaFit | 24.8956 | Not recorded | 68fa50e51e209131ce96f43f | | JS | 24.6238 | Not recorded | 68fa50e51e209131ce96f43f | | Split Breg. | 23.82 | Not recorded | 68fa545b1e209131ce98ae93 | | ADMM | 21.85 | Not recorded | 68fa545b1e209131ce98ae93 | | PDHG | 21.61 | Not recorded | 68fa545b1e209131ce98ae93 | | Proj. Grad. | 21.58 | Not recorded | 68fa545b1e209131ce98ae93 | | PDHG | 20.46 | Not recorded | 68fa545b1e209131ce98ae93 | | Proj. Grad. | 20.29 | Not recorded | 68fa545b1e209131ce98ae93 | | FGP | 20.21 | Not recorded | 68fa545b1e209131ce98ae93 | | FGP | 20.12 | Not recorded | 68fa545b1e209131ce98ae93 | | ADMM | 20.05 | Not recorded | 68fa545b1e209131ce98ae93 | | Split Breg. | 17.92 | Not recorded | 68fa545b1e209131ce98ae93 | | ADMM | 17.73 | Not recorded | 68fa545b1e209131ce98ae93 | | PDHG | 17.01 | Not recorded | 68fa545b1e209131ce98ae93 | | Proj. Grad. | 16.88 | Not recorded | 68fa545b1e209131ce98ae93 | | FGP | 16.26 | Not recorded | 68fa545b1e209131ce98ae93 | | Split Breg. | 12.67 | Not recorded | 68fa545b1e209131ce98ae93 | | FGP | 11.93 | Not recorded | 68fa545b1e209131ce98ae93 | | Proj. Grad. | 11.71 | Not recorded | 68fa545b1e209131ce98ae93 | | ADMM | 11.05 | Not recorded | 68fa545b1e209131ce98ae93 | | PDHG | 10.77 | Not recorded | 68fa545b1e209131ce98ae93 | ### OR1MP PSNR: 27.8565. Result ID: 6a226cacfbc373592c1f95e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Rank":"50","Iterations":"150"}. This record does not assert independent reproduction. ### EOR1MP PSNR: 27.8283. Result ID: 6a226cacfbc373592c1f95e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Rank":"50","Iterations":"150","Recovery Time":"around 3.5 seconds"}. This record does not assert independent reproduction. ### ADMiRA PSNR: 26.7645. Result ID: 6a226cacfbc373592c1f95e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Rank":"50"}. This record does not assert independent reproduction. ### SoftImpute PSNR: 26.7183. Result ID: 6a226cacfbc373592c1f95e3. [Reporting paper]() Recorded evaluation configuration: {"Rank":"50"}. This record does not assert independent reproduction. ### SVP PSNR: 25.9444. Result ID: 6a226cacfbc373592c1f95e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Rank":"50"}. This record does not assert independent reproduction. ### SVT PSNR: 25.6273. Result ID: 6a226cacfbc373592c1f95e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Rank":"50","Recovery Time":"around 400 seconds"}. This record does not assert independent reproduction. ### Split Breg. PSNR: 25.4. Result ID: 6a226b20fbc373592c1f900e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise level (sigma\_n)":"15"}. This record does not assert independent reproduction. ### LMaFit PSNR: 24.8956. Result ID: 6a226cacfbc373592c1f95e4. [Reporting paper]() Recorded evaluation configuration: {"Rank":"50"}. This record does not assert independent reproduction. ### JS PSNR: 24.6238. Result ID: 6a226cacfbc373592c1f95e6. [Reporting paper]() Recorded evaluation configuration: {"Iterations":"2000"}. This record does not assert independent reproduction. ### Split Breg. PSNR: 23.82. Result ID: 6a226b20fbc373592c1f9013. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise level (sigma\_n)":"20"}. This record does not assert independent reproduction. ### ADMM PSNR: 21.85. Result ID: 6a226b20fbc373592c1f900d. [Reporting paper]() Recorded evaluation configuration: {"Noise level (sigma\_n)":"15"}. This record does not assert independent reproduction. ### PDHG PSNR: 21.61. Result ID: 6a226b20fbc373592c1f900a. [Reporting paper]() Recorded evaluation configuration: {"Noise level (sigma\_n)":"15"}. This record does not assert independent reproduction. ### Proj. Grad. PSNR: 21.58. Result ID: 6a226b20fbc373592c1f900b. [Reporting paper]() Recorded evaluation configuration: {"Noise level (sigma\_n)":"15"}. This record does not assert independent reproduction. ### PDHG PSNR: 20.46. Result ID: 6a226b20fbc373592c1f900f. [Reporting paper]() Recorded evaluation configuration: {"Noise level (sigma\_n)":"20"}. This record does not assert independent reproduction. ### Proj. Grad. PSNR: 20.29. Result ID: 6a226b20fbc373592c1f9010. [Reporting paper]() Recorded evaluation configuration: {"Noise level (sigma\_n)":"20"}. This record does not assert independent reproduction. ### FGP PSNR: 20.21. Result ID: 6a226b20fbc373592c1f900c. [Reporting paper]() Recorded evaluation configuration: {"Noise level (sigma\_n)":"15"}. This record does not assert independent reproduction. ### FGP PSNR: 20.12. Result ID: 6a226b20fbc373592c1f9011. [Reporting paper]() Recorded evaluation configuration: {"Noise level (sigma\_n)":"20"}. This record does not assert independent reproduction. ### ADMM PSNR: 20.05. Result ID: 6a226b20fbc373592c1f9012. [Reporting paper]() Recorded evaluation configuration: {"Noise level (sigma\_n)":"20"}. This record does not assert independent reproduction. ### Split Breg. PSNR: 17.92. Result ID: 6a226b20fbc373592c1f9018. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise level (sigma\_n)":"25"}. This record does not assert independent reproduction. ### ADMM PSNR: 17.73. Result ID: 6a226b20fbc373592c1f9017. [Reporting paper]() Recorded evaluation configuration: {"Noise level (sigma\_n)":"25"}. This record does not assert independent reproduction. ### PDHG PSNR: 17.01. Result ID: 6a226b20fbc373592c1f9014. [Reporting paper]() Recorded evaluation configuration: {"Noise level (sigma\_n)":"25"}. This record does not assert independent reproduction. ### Proj. Grad. PSNR: 16.88. Result ID: 6a226b20fbc373592c1f9015. [Reporting paper]() Recorded evaluation configuration: {"Noise level (sigma\_n)":"25"}. This record does not assert independent reproduction. ### FGP PSNR: 16.26. Result ID: 6a226b20fbc373592c1f9016. [Reporting paper]() Recorded evaluation configuration: {"Noise level (sigma\_n)":"25"}. This record does not assert independent reproduction. ### Split Breg. PSNR: 12.67. Result ID: 6a226b20fbc373592c1f901d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise level (sigma\_n)":"30"}. This record does not assert independent reproduction. ### FGP PSNR: 11.93. Result ID: 6a226b20fbc373592c1f901b. [Reporting paper]() Recorded evaluation configuration: {"Noise level (sigma\_n)":"30"}. This record does not assert independent reproduction. ### Proj. Grad. PSNR: 11.71. Result ID: 6a226b20fbc373592c1f901a. [Reporting paper]() Recorded evaluation configuration: {"Noise level (sigma\_n)":"30"}. This record does not assert independent reproduction. ### ADMM PSNR: 11.05. Result ID: 6a226b20fbc373592c1f901c. [Reporting paper]() Recorded evaluation configuration: {"Noise level (sigma\_n)":"30"}. This record does not assert independent reproduction. ### PDHG PSNR: 10.77. Result ID: 6a226b20fbc373592c1f9019. [Reporting paper]() Recorded evaluation configuration: {"Noise level (sigma\_n)":"30"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.