# JPEG Compression Artifact Reduction on Classic5 (PSNR, SSIM, PSNR-B) Source: [JPEG Compression Artifact Reduction on Classic5 (PSNR, SSIM, PSNR-B)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:56:58.808Z Evaluation of model performance on reducing JPEG compression artifacts using the Classic5 dataset, measured by PSNR, SSIM, and PSNR-B. 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 Artifact Reduction | | Dataset (including any stated split) | Classic5 | | 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. - [SSIM](): Higher is better; unit: SCALAR. - [PSNR-B](): Higher is better; unit: SCALAR. ## Recorded results | Method | PSNR | Result date | Report paper | | --- | --- | --- | --- | | SwinIR | 34.52 | Not recorded | 68fa6a9a1e209131cea294aa | | DRUNet | 34.41 | Not recorded | 68fa6a9a1e209131cea294aa | | QGAC | 34.27 | Not recorded | 68fa6a9a1e209131cea294aa | | RNAN | 34.27 | Not recorded | 68fa6a9a1e209131cea294aa | | RDN | 34.27 | Not recorded | 68fa6a9a1e209131cea294aa | | DnCNN-3 | 33.77 | Not recorded | 68fa6a9a1e209131cea294aa | | SwinIR | 33.73 | Not recorded | 68fa6a9a1e209131cea294aa | | DRUNet | 33.59 | Not recorded | 68fa6a9a1e209131cea294aa | | RDN | 33.43 | Not recorded | 68fa6a9a1e209131cea294aa | | RNAN | 33.38 | Not recorded | 68fa6a9a1e209131cea294aa | | ARCNN | 33.32 | Not recorded | 68fa6a9a1e209131cea294aa | | QGAC | 33.22 | Not recorded | 68fa6a9a1e209131cea294aa | | DnCNN-3 | 32.91 | Not recorded | 68fa6a9a1e209131cea294aa | | SwinIR | 32.52 | Not recorded | 68fa6a9a1e209131cea294aa | | ARCNN | 32.51 | Not recorded | 68fa6a9a1e209131cea294aa | | DRUNet | 32.39 | Not recorded | 68fa6a9a1e209131cea294aa | | RDN | 32.15 | Not recorded | 68fa6a9a1e209131cea294aa | | RNAN | 32.11 | Not recorded | 68fa6a9a1e209131cea294aa | | QGAC | 31.98 | Not recorded | 68fa6a9a1e209131cea294aa | | DnCNN-3 | 31.63 | Not recorded | 68fa6a9a1e209131cea294aa | | ARCNN | 31.15 | Not recorded | 68fa6a9a1e209131cea294aa | | SwinIR | 30.27 | Not recorded | 68fa6a9a1e209131cea294aa | | DRUNet | 30.16 | Not recorded | 68fa6a9a1e209131cea294aa | | RDN | 30 | Not recorded | 68fa6a9a1e209131cea294aa | | RNAN | 29.96 | Not recorded | 68fa6a9a1e209131cea294aa | | QGAC | 29.84 | Not recorded | 68fa6a9a1e209131cea294aa | | DnCNN-3 | 29.4 | Not recorded | 68fa6a9a1e209131cea294aa | | ARCNN | 29.03 | Not recorded | 68fa6a9a1e209131cea294aa | ### SwinIR PSNR: 34.52. Result ID: 699ac7d75698665ec4563edc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"q":"40"}. This record does not assert independent reproduction. ### DRUNet PSNR: 34.41. Result ID: 699ac7d75698665ec4563edb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"40"}. This record does not assert independent reproduction. ### QGAC PSNR: 34.27. Result ID: 699ac7d75698665ec4563ed8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"q":"40"}. This record does not assert independent reproduction. ### RNAN PSNR: 34.27. Result ID: 699ac7d75698665ec4563ed9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"40"}. This record does not assert independent reproduction. ### RDN PSNR: 34.27. Result ID: 699ac7d75698665ec4563eda. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"q":"40"}. This record does not assert independent reproduction. ### DnCNN-3 PSNR: 33.77. Result ID: 699ac7d75698665ec4563ed7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"q":"40"}. This record does not assert independent reproduction. ### SwinIR PSNR: 33.73. Result ID: 699ac7d75698665ec4563ed5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"q":"30"}. This record does not assert independent reproduction. ### DRUNet PSNR: 33.59. Result ID: 699ac7d75698665ec4563ed4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"30"}. This record does not assert independent reproduction. ### RDN PSNR: 33.43. Result ID: 699ac7d75698665ec4563ed3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"q":"30"}. This record does not assert independent reproduction. ### RNAN PSNR: 33.38. Result ID: 699ac7d75698665ec4563ed2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"30"}. This record does not assert independent reproduction. ### ARCNN PSNR: 33.32. Result ID: 699ac7d75698665ec4563ed6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"40"}. This record does not assert independent reproduction. ### QGAC PSNR: 33.22. Result ID: 699ac7d75698665ec4563ed1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"q":"30"}. This record does not assert independent reproduction. ### DnCNN-3 PSNR: 32.91. Result ID: 699ac7d75698665ec4563ed0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"q":"30"}. This record does not assert independent reproduction. ### SwinIR PSNR: 32.52. Result ID: 699ac7d75698665ec4563ece. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"q":"20"}. This record does not assert independent reproduction. ### ARCNN PSNR: 32.51. Result ID: 699ac7d75698665ec4563ecf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"30"}. This record does not assert independent reproduction. ### DRUNet PSNR: 32.39. Result ID: 699ac7d75698665ec4563ecd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"20"}. This record does not assert independent reproduction. ### RDN PSNR: 32.15. Result ID: 699ac7d75698665ec4563ecc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"q":"20"}. This record does not assert independent reproduction. ### RNAN PSNR: 32.11. Result ID: 699ac7d75698665ec4563ecb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"20"}. This record does not assert independent reproduction. ### QGAC PSNR: 31.98. Result ID: 699ac7d75698665ec4563eca. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"q":"20"}. This record does not assert independent reproduction. ### DnCNN-3 PSNR: 31.63. Result ID: 699ac7d75698665ec4563ec9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"q":"20"}. This record does not assert independent reproduction. ### ARCNN PSNR: 31.15. Result ID: 699ac7d75698665ec4563ec8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"20"}. This record does not assert independent reproduction. ### SwinIR PSNR: 30.27. Result ID: 699ac7d75698665ec4563ec7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"q":"10"}. This record does not assert independent reproduction. ### DRUNet PSNR: 30.16. Result ID: 699ac7d75698665ec4563ec6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"10"}. This record does not assert independent reproduction. ### RDN PSNR: 30. Result ID: 699ac7d75698665ec4563ec5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"q":"10"}. This record does not assert independent reproduction. ### RNAN PSNR: 29.96. Result ID: 699ac7d75698665ec4563ec4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"q":"10"}. This record does not assert independent reproduction. ### QGAC PSNR: 29.84. Result ID: 699ac7d75698665ec4563ec3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"q":"10"}. This record does not assert independent reproduction. ### DnCNN-3 PSNR: 29.4. Result ID: 699ac7d75698665ec4563ec2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"q":"10"}. This record does not assert independent reproduction. ### ARCNN PSNR: 29.03. Result ID: 699ac7d75698665ec4563ec1. [Reporting paper]() [Method origin paper]() 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.