# Image Restoration on sRGB (Gaussian noise σ ∈ \[5/255, 50/255\]) synthetic (test) Source: [Image Restoration on sRGB (Gaussian noise σ ∈ \[5/255, 50/255\]) synthetic (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:55:40.093Z Evaluation of Image Restoration performance on the test split of the synthetic sRGB dataset corrupted by Gaussian noise (sigma ranging from 5/255 to 50/255), measured using PSNR, SSIM, and LPIPS. 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) | sRGB (Gaussian noise σ ∈ \[5/255, 50/255\]) synthetic (test) | | Metric | PSNR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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. - [LPIPS](): Lower is better; unit: SCALAR. ## Recorded results | Method | PSNR | Result date | Report paper | | --- | --- | --- | --- | | BaselineR | 36.15 | Not recorded | 68fa6de11e209131cea3ca56 | | SelfIR | 35.74 | Not recorded | 68fa6de11e209131cea3ca56 | | BaselineN | 34.91 | Not recorded | 68fa6de11e209131cea3ca56 | | N2N | 34.88 | Not recorded | 68fa6de11e209131cea3ca56 | | Laine19-pme | 34.76 | Not recorded | 68fa6de11e209131cea3ca56 | | Blind2Unblind | 34.69 | Not recorded | 68fa6de11e209131cea3ca56 | | DnCNN | 34.63 | Not recorded | 68fa6de11e209131cea3ca56 | | Neighbor2Neighbor | 34.29 | Not recorded | 68fa6de11e209131cea3ca56 | | R2R | 33.74 | Not recorded | 68fa6de11e209131cea3ca56 | | DBSN | 33.72 | Not recorded | 68fa6de11e209131cea3ca56 | | Laine19-mu | 33.61 | Not recorded | 68fa6de11e209131cea3ca56 | | N2V | 33.09 | Not recorded | 68fa6de11e209131cea3ca56 | | DeepDeblur | 30.04 | Not recorded | 68fa6de11e209131cea3ca56 | | BaselineB | 28.24 | Not recorded | 68fa6de11e209131cea3ca56 | ### BaselineR PSNR: 36.15. Result ID: 698fed8b3a6c314849fcd89a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Paradigm":"Supervised IR"}. This record does not assert independent reproduction. ### SelfIR PSNR: 35.74. Result ID: 698fed8b3a6c314849fcd8a3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Paradigm":"Ours"}. This record does not assert independent reproduction. ### BaselineN PSNR: 34.91. Result ID: 698fed8b3a6c314849fcd898. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Paradigm":"Supervised Denoising"}. This record does not assert independent reproduction. ### N2N PSNR: 34.88. Result ID: 698fed8b3a6c314849fcd89b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"Self-Supervised Denoising"}. This record does not assert independent reproduction. ### Laine19-pme PSNR: 34.76. Result ID: 698fed8b3a6c314849fcd89e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"Self-Supervised Denoising"}. This record does not assert independent reproduction. ### Blind2Unblind PSNR: 34.69. Result ID: 698fed8b3a6c314849fcd8a2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Paradigm":"Self-Supervised Denoising"}. This record does not assert independent reproduction. ### DnCNN PSNR: 34.63. Result ID: 698fed8b3a6c314849fcd899. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Paradigm":"Supervised Denoising"}. This record does not assert independent reproduction. ### Neighbor2Neighbor PSNR: 34.29. Result ID: 698fed8b3a6c314849fcd8a1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Paradigm":"Self-Supervised Denoising"}. This record does not assert independent reproduction. ### R2R PSNR: 33.74. Result ID: 698fed8b3a6c314849fcd8a0. [Reporting paper]() Recorded evaluation configuration: {"Paradigm":"Self-Supervised Denoising"}. This record does not assert independent reproduction. ### DBSN PSNR: 33.72. Result ID: 698fed8b3a6c314849fcd89f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"Self-Supervised Denoising"}. This record does not assert independent reproduction. ### Laine19-mu PSNR: 33.61. Result ID: 698fed8b3a6c314849fcd89d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"Self-Supervised Denoising"}. This record does not assert independent reproduction. ### N2V PSNR: 33.09. Result ID: 698fed8b3a6c314849fcd89c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"Self-Supervised Denoising"}. This record does not assert independent reproduction. ### DeepDeblur PSNR: 30.04. Result ID: 698fed8b3a6c314849fcd897. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Paradigm":"Supervised Deblurring"}. This record does not assert independent reproduction. ### BaselineB PSNR: 28.24. Result ID: 698fed8b3a6c314849fcd896. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Paradigm":"Supervised Deblurring"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.