# JPEG compression artifacts removal on Urban100 Source: [JPEG compression artifacts removal on Urban100]() Collection index: [llms.txt]() Data updated: 2026-03-04T19:20:06.969Z Evaluation of model performance on removing JPEG compression artifacts using the Urban100 dataset, measured by PSNR and SSIM. 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 | JPEG compression artifacts removal | | Dataset (including any stated split) | Urban100 | | Metric | PSNR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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. ## Recorded results | Method | PSNR | Result date | Report paper | | --- | --- | --- | --- | | ART | 35.73 | Not recorded | 69a7bc972d603e6de3e3d653 | | MambaIR | 35.7 | Not recorded | 69a7bc972d603e6de3e3d653 | | ATD-U | 35.64 | Not recorded | 69a7bc972d603e6de3e3d653 | | SwinIR | 35.5 | Not recorded | 69a7bc972d603e6de3e3d653 | | DRUNet | 35.11 | Not recorded | 69a7bc972d603e6de3e3d653 | | FBCNN | 35.08 | Not recorded | 69a7bc972d603e6de3e3d653 | | RNAN | 34.95 | Not recorded | 69a7bc972d603e6de3e3d653 | | ART | 34.81 | Not recorded | 69a7bc972d603e6de3e3d653 | | MambaIR | 34.79 | Not recorded | 69a7bc972d603e6de3e3d653 | | ATD-U | 34.76 | Not recorded | 69a7bc972d603e6de3e3d653 | | SwinIR | 34.58 | Not recorded | 69a7bc972d603e6de3e3d653 | | DRUNet | 34.13 | Not recorded | 69a7bc972d603e6de3e3d653 | | FBCNN | 34.09 | Not recorded | 69a7bc972d603e6de3e3d653 | | RNAN | 33.83 | Not recorded | 69a7bc972d603e6de3e3d653 | | DnCNN | 33.49 | Not recorded | 69a7bc972d603e6de3e3d653 | | ATD-U | 33.32 | Not recorded | 69a7bc972d603e6de3e3d653 | | SwinIR | 33.12 | Not recorded | 69a7bc972d603e6de3e3d653 | | FBCNN | 32.66 | Not recorded | 69a7bc972d603e6de3e3d653 | | DRUNet | 32.66 | Not recorded | 69a7bc972d603e6de3e3d653 | | DnCNN | 32.47 | Not recorded | 69a7bc972d603e6de3e3d653 | | RNAN | 32.33 | Not recorded | 69a7bc972d603e6de3e3d653 | | DnCNN | 31.01 | Not recorded | 69a7bc972d603e6de3e3d653 | | ATD-U | 30.88 | Not recorded | 69a7bc972d603e6de3e3d653 | | ART | 30.87 | Not recorded | 69a7bc972d603e6de3e3d653 | | MambaIR | 30.87 | Not recorded | 69a7bc972d603e6de3e3d653 | | SwinIR | 30.55 | Not recorded | 69a7bc972d603e6de3e3d653 | | FBCNN | 30.15 | Not recorded | 69a7bc972d603e6de3e3d653 | | DRUNet | 30.05 | Not recorded | 69a7bc972d603e6de3e3d653 | | RNAN | 29.76 | Not recorded | 69a7bc972d603e6de3e3d653 | | DnCNN | 28.54 | Not recorded | 69a7bc972d603e6de3e3d653 | ### ART PSNR: 35.73. Result ID: 69a885ce6dbb7075b950ef90. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"40"}. This record does not assert independent reproduction. ### MambaIR PSNR: 35.7. Result ID: 69a885ce6dbb7075b950ef91. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"q":"40"}. This record does not assert independent reproduction. ### ATD-U PSNR: 35.64. Result ID: 69a885ce6dbb7075b950ef92. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"40"}. This record does not assert independent reproduction. ### SwinIR PSNR: 35.5. Result ID: 69a885ce6dbb7075b950ef8f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"q":"40"}. This record does not assert independent reproduction. ### DRUNet PSNR: 35.11. Result ID: 69a885ce6dbb7075b950ef8e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"40"}. This record does not assert independent reproduction. ### FBCNN PSNR: 35.08. Result ID: 69a885ce6dbb7075b950ef8d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"q":"40"}. This record does not assert independent reproduction. ### RNAN PSNR: 34.95. Result ID: 69a885ce6dbb7075b950ef8c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"40"}. This record does not assert independent reproduction. ### ART PSNR: 34.81. Result ID: 69a885ce6dbb7075b950ef88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"30"}. This record does not assert independent reproduction. ### MambaIR PSNR: 34.79. Result ID: 69a885ce6dbb7075b950ef89. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"q":"30"}. This record does not assert independent reproduction. ### ATD-U PSNR: 34.76. Result ID: 69a885ce6dbb7075b950ef8a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"30"}. This record does not assert independent reproduction. ### SwinIR PSNR: 34.58. Result ID: 69a885ce6dbb7075b950ef87. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"q":"30"}. This record does not assert independent reproduction. ### DRUNet PSNR: 34.13. Result ID: 69a885ce6dbb7075b950ef86. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"30"}. This record does not assert independent reproduction. ### FBCNN PSNR: 34.09. Result ID: 69a885ce6dbb7075b950ef85. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"q":"30"}. This record does not assert independent reproduction. ### RNAN PSNR: 33.83. Result ID: 69a885ce6dbb7075b950ef84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"30"}. This record does not assert independent reproduction. ### DnCNN PSNR: 33.49. Result ID: 69a885ce6dbb7075b950ef8b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"q":"40"}. This record does not assert independent reproduction. ### ATD-U PSNR: 33.32. Result ID: 69a885ce6dbb7075b950ef82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"20"}. This record does not assert independent reproduction. ### SwinIR PSNR: 33.12. Result ID: 69a885ce6dbb7075b950ef81. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"q":"20"}. This record does not assert independent reproduction. ### FBCNN PSNR: 32.66. Result ID: 69a885ce6dbb7075b950ef7f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"q":"20"}. This record does not assert independent reproduction. ### DRUNet PSNR: 32.66. Result ID: 69a885ce6dbb7075b950ef80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"20"}. This record does not assert independent reproduction. ### DnCNN PSNR: 32.47. Result ID: 69a885ce6dbb7075b950ef83. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"q":"30"}. This record does not assert independent reproduction. ### RNAN PSNR: 32.33. Result ID: 69a885ce6dbb7075b950ef7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"20"}. This record does not assert independent reproduction. ### DnCNN PSNR: 31.01. Result ID: 69a885ce6dbb7075b950ef7d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"q":"20"}. This record does not assert independent reproduction. ### ATD-U PSNR: 30.88. Result ID: 69a885ce6dbb7075b950ef7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"10"}. This record does not assert independent reproduction. ### ART PSNR: 30.87. Result ID: 69a885ce6dbb7075b950ef7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"10"}. This record does not assert independent reproduction. ### MambaIR PSNR: 30.87. Result ID: 69a885ce6dbb7075b950ef7b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"q":"10"}. This record does not assert independent reproduction. ### SwinIR PSNR: 30.55. Result ID: 69a885ce6dbb7075b950ef79. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"q":"10"}. This record does not assert independent reproduction. ### FBCNN PSNR: 30.15. Result ID: 69a885ce6dbb7075b950ef77. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"q":"10"}. This record does not assert independent reproduction. ### DRUNet PSNR: 30.05. Result ID: 69a885ce6dbb7075b950ef78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"10"}. This record does not assert independent reproduction. ### RNAN PSNR: 29.76. Result ID: 69a885ce6dbb7075b950ef76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"10"}. This record does not assert independent reproduction. ### DnCNN PSNR: 28.54. Result ID: 69a885ce6dbb7075b950ef75. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"q":"10"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.