# Image Denoising (Mixture Noise) on Urban100 (test) Source: [Image Denoising (Mixture Noise) on Urban100 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:55:42.683Z Evaluation of image denoising performance specifically targeting Mixture Noise artifacts on the test split of the Urban100 dataset, 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 Denoising (Mixture Noise) | | Dataset (including any stated split) | Urban100 (test) | | Metric | PSNR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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: PERCENT. - [LPIPS](): Lower is better; unit: SCALAR. ## Recorded results | Method | PSNR | Result date | Report paper | | --- | --- | --- | --- | | Ours | 28.57 | Not recorded | 68fa6ecf1e209131cea424dd | | Restormer | 28.45 | Not recorded | 68fa6ecf1e209131cea424dd | | Ours | 28.08 | Not recorded | 68fa6ecf1e209131cea424dd | | DnCNN | 27.62 | Not recorded | 68fa6ecf1e209131cea424dd | | RIDNet | 27.51 | Not recorded | 68fa6ecf1e209131cea424dd | | baseline | 27.47 | Not recorded | 68fa6ecf1e209131cea424dd | | Restormer | 27.39 | Not recorded | 68fa6ecf1e209131cea424dd | | Dropout | 27.22 | Not recorded | 68fa6ecf1e209131cea424dd | | Ours | 26.97 | Not recorded | 68fa6ecf1e209131cea424dd | | RNAN | 26.85 | Not recorded | 68fa6ecf1e209131cea424dd | | SwinIR | 26.79 | Not recorded | 68fa6ecf1e209131cea424dd | | Dropout | 26.11 | Not recorded | 68fa6ecf1e209131cea424dd | | DnCNN | 26.08 | Not recorded | 68fa6ecf1e209131cea424dd | | Ours | 25.97 | Not recorded | 68fa6ecf1e209131cea424dd | | baseline | 25.79 | Not recorded | 68fa6ecf1e209131cea424dd | | RIDNet | 25.75 | Not recorded | 68fa6ecf1e209131cea424dd | | RNAN | 25.28 | Not recorded | 68fa6ecf1e209131cea424dd | | SwinIR | 25.26 | Not recorded | 68fa6ecf1e209131cea424dd | | Restormer | 25.03 | Not recorded | 68fa6ecf1e209131cea424dd | | Dropout | 24.22 | Not recorded | 68fa6ecf1e209131cea424dd | | DnCNN | 23.41 | Not recorded | 68fa6ecf1e209131cea424dd | | Restormer | 23.26 | Not recorded | 68fa6ecf1e209131cea424dd | | baseline | 23.12 | Not recorded | 68fa6ecf1e209131cea424dd | | RIDNet | 23.01 | Not recorded | 68fa6ecf1e209131cea424dd | | Dropout | 22.91 | Not recorded | 68fa6ecf1e209131cea424dd | | SwinIR | 22.81 | Not recorded | 68fa6ecf1e209131cea424dd | | RNAN | 22.75 | Not recorded | 68fa6ecf1e209131cea424dd | | DnCNN | 21.64 | Not recorded | 68fa6ecf1e209131cea424dd | | baseline | 21.38 | Not recorded | 68fa6ecf1e209131cea424dd | | RIDNet | 21.31 | Not recorded | 68fa6ecf1e209131cea424dd | | SwinIR | 21.19 | Not recorded | 68fa6ecf1e209131cea424dd | | RNAN | 21.13 | Not recorded | 68fa6ecf1e209131cea424dd | ### Ours PSNR: 28.57. Result ID: 69905f4e3a6c31484900126d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"level":"level 1"}. This record does not assert independent reproduction. ### Restormer PSNR: 28.45. Result ID: 69905f4e3a6c31484900126a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"level":"level 1"}. This record does not assert independent reproduction. ### Ours PSNR: 28.08. Result ID: 69905f4e3a6c314849001275. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"level":"level 2"}. This record does not assert independent reproduction. ### DnCNN PSNR: 27.62. Result ID: 69905f4e3a6c314849001266. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"level":"level 1"}. This record does not assert independent reproduction. ### RIDNet PSNR: 27.51. Result ID: 69905f4e3a6c314849001267. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"level":"level 1"}. This record does not assert independent reproduction. ### baseline PSNR: 27.47. Result ID: 69905f4e3a6c31484900126c. [Reporting paper]() Recorded evaluation configuration: {"level":"level 1"}. This record does not assert independent reproduction. ### Restormer PSNR: 27.39. Result ID: 69905f4e3a6c314849001272. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"level":"level 2"}. This record does not assert independent reproduction. ### Dropout PSNR: 27.22. Result ID: 69905f4e3a6c31484900126b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"level":"level 1"}. This record does not assert independent reproduction. ### Ours PSNR: 26.97. Result ID: 69905f4e3a6c31484900127d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"level":"level 3"}. This record does not assert independent reproduction. ### RNAN PSNR: 26.85. Result ID: 69905f4e3a6c314849001268. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"level":"level 1"}. This record does not assert independent reproduction. ### SwinIR PSNR: 26.79. Result ID: 69905f4e3a6c314849001269. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"level":"level 1"}. This record does not assert independent reproduction. ### Dropout PSNR: 26.11. Result ID: 69905f4e3a6c314849001273. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"level":"level 2"}. This record does not assert independent reproduction. ### DnCNN PSNR: 26.08. Result ID: 69905f4e3a6c31484900126e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"level":"level 2"}. This record does not assert independent reproduction. ### Ours PSNR: 25.97. Result ID: 69905f4e3a6c314849001285. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"level":"level 4"}. This record does not assert independent reproduction. ### baseline PSNR: 25.79. Result ID: 69905f4e3a6c314849001274. [Reporting paper]() Recorded evaluation configuration: {"level":"level 2"}. This record does not assert independent reproduction. ### RIDNet PSNR: 25.75. Result ID: 69905f4e3a6c31484900126f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"level":"level 2"}. This record does not assert independent reproduction. ### RNAN PSNR: 25.28. Result ID: 69905f4e3a6c314849001270. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"level":"level 2"}. This record does not assert independent reproduction. ### SwinIR PSNR: 25.26. Result ID: 69905f4e3a6c314849001271. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"level":"level 2"}. This record does not assert independent reproduction. ### Restormer PSNR: 25.03. Result ID: 69905f4e3a6c31484900127a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"level":"level 3"}. This record does not assert independent reproduction. ### Dropout PSNR: 24.22. Result ID: 69905f4e3a6c31484900127b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"level":"level 3"}. This record does not assert independent reproduction. ### DnCNN PSNR: 23.41. Result ID: 69905f4e3a6c314849001276. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"level":"level 3"}. This record does not assert independent reproduction. ### Restormer PSNR: 23.26. Result ID: 69905f4e3a6c314849001282. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"level":"level 4"}. This record does not assert independent reproduction. ### baseline PSNR: 23.12. Result ID: 69905f4e3a6c31484900127c. [Reporting paper]() Recorded evaluation configuration: {"level":"level 3"}. This record does not assert independent reproduction. ### RIDNet PSNR: 23.01. Result ID: 69905f4e3a6c314849001277. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"level":"level 3"}. This record does not assert independent reproduction. ### Dropout PSNR: 22.91. Result ID: 69905f4e3a6c314849001283. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"level":"level 4"}. This record does not assert independent reproduction. ### SwinIR PSNR: 22.81. Result ID: 69905f4e3a6c314849001279. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"level":"level 3"}. This record does not assert independent reproduction. ### RNAN PSNR: 22.75. Result ID: 69905f4e3a6c314849001278. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"level":"level 3"}. This record does not assert independent reproduction. ### DnCNN PSNR: 21.64. Result ID: 69905f4e3a6c31484900127e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"level":"level 4"}. This record does not assert independent reproduction. ### baseline PSNR: 21.38. Result ID: 69905f4e3a6c314849001284. [Reporting paper]() Recorded evaluation configuration: {"level":"level 4"}. This record does not assert independent reproduction. ### RIDNet PSNR: 21.31. Result ID: 69905f4e3a6c31484900127f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"level":"level 4"}. This record does not assert independent reproduction. ### SwinIR PSNR: 21.19. Result ID: 69905f4e3a6c314849001281. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"level":"level 4"}. This record does not assert independent reproduction. ### RNAN PSNR: 21.13. Result ID: 69905f4e3a6c314849001280. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"level":"level 4"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.