# Color Image JPEG Compression Artifact Removal on Urban100 color (test) Source: [Color Image JPEG Compression Artifact Removal on Urban100 color (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:56:13.260Z Evaluation of model performance on removing JPEG compression artifacts from color images using the test split of 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 | Color Image JPEG Compression Artifact Removal | | Dataset (including any stated split) | Urban100 color (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: SCALAR. ## Recorded results | Method | PSNR | Result date | Report paper | | --- | --- | --- | --- | | Hi-IR | 32.92 | Not recorded | 68fa75eb1e209131cea6a9b2 | | Hi-IR | 32.87 | Not recorded | 68fa75eb1e209131cea6a9b2 | | GRL-S | 32.86 | Not recorded | 68fa75eb1e209131cea6a9b2 | | SwinIR | 32.84 | Not recorded | 68fa75eb1e209131cea6a9b2 | | DRUNet | 32.66 | Not recorded | 68fa75eb1e209131cea6a9b2 | | FBCNN | 32.36 | Not recorded | 68fa75eb1e209131cea6a9b2 | | QGAC | 32.25 | Not recorded | 68fa75eb1e209131cea6a9b2 | | Hi-IR | 31.99 | Not recorded | 68fa75eb1e209131cea6a9b2 | | Hi-IR | 31.93 | Not recorded | 68fa75eb1e209131cea6a9b2 | | GRL-S | 31.92 | Not recorded | 68fa75eb1e209131cea6a9b2 | | SwinIR | 31.9 | Not recorded | 68fa75eb1e209131cea6a9b2 | | DRUNet | 31.73 | Not recorded | 68fa75eb1e209131cea6a9b2 | | FBCNN | 31.45 | Not recorded | 68fa75eb1e209131cea6a9b2 | | QGAC | 31.33 | Not recorded | 68fa75eb1e209131cea6a9b2 | | Hi-IR | 30.61 | Not recorded | 68fa75eb1e209131cea6a9b2 | | Hi-IR | 30.58 | Not recorded | 68fa75eb1e209131cea6a9b2 | | GRL-S | 30.57 | Not recorded | 68fa75eb1e209131cea6a9b2 | | SwinIR | 30.54 | Not recorded | 68fa75eb1e209131cea6a9b2 | | JPEG | 30.52 | Not recorded | 68fa75eb1e209131cea6a9b2 | | DRUNet | 30.39 | Not recorded | 68fa75eb1e209131cea6a9b2 | | FBCNN | 30.14 | Not recorded | 68fa75eb1e209131cea6a9b2 | | QGAC | 30.01 | Not recorded | 68fa75eb1e209131cea6a9b2 | | JPEG | 29.57 | Not recorded | 68fa75eb1e209131cea6a9b2 | | Hi-IR | 28.35 | Not recorded | 68fa75eb1e209131cea6a9b2 | | Hi-IR | 28.26 | Not recorded | 68fa75eb1e209131cea6a9b2 | | GRL-S | 28.26 | Not recorded | 68fa75eb1e209131cea6a9b2 | | SwinIR | 28.22 | Not recorded | 68fa75eb1e209131cea6a9b2 | | JPEG | 28.21 | Not recorded | 68fa75eb1e209131cea6a9b2 | | FBCNN | 27.85 | Not recorded | 68fa75eb1e209131cea6a9b2 | | QGAC | 27.74 | Not recorded | 68fa75eb1e209131cea6a9b2 | | DRUNet | 27.62 | Not recorded | 68fa75eb1e209131cea6a9b2 | | JPEG | 25.84 | Not recorded | 68fa75eb1e209131cea6a9b2 | ### Hi-IR PSNR: 32.92. Result ID: 699406c93a6c3148491a76a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"QF":40,"multi-noise training":false}. This record does not assert independent reproduction. ### Hi-IR PSNR: 32.87. Result ID: 699406c93a6c3148491a769e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"QF":40,"multi-noise training":true}. This record does not assert independent reproduction. ### GRL-S PSNR: 32.86. Result ID: 699406c93a6c3148491a76a0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"QF":40}. This record does not assert independent reproduction. ### SwinIR PSNR: 32.84. Result ID: 699406c93a6c3148491a769f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"QF":40}. This record does not assert independent reproduction. ### DRUNet PSNR: 32.66. Result ID: 699406c93a6c3148491a769d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"QF":40,"multi-noise training":true}. This record does not assert independent reproduction. ### FBCNN PSNR: 32.36. Result ID: 699406c93a6c3148491a769c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"QF":40,"multi-noise training":true}. This record does not assert independent reproduction. ### QGAC PSNR: 32.25. Result ID: 699406c93a6c3148491a769b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"QF":40}. This record does not assert independent reproduction. ### Hi-IR PSNR: 31.99. Result ID: 699406c93a6c3148491a7699. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"QF":30,"multi-noise training":false}. This record does not assert independent reproduction. ### Hi-IR PSNR: 31.93. Result ID: 699406c93a6c3148491a7696. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"QF":30,"multi-noise training":true}. This record does not assert independent reproduction. ### GRL-S PSNR: 31.92. Result ID: 699406c93a6c3148491a7698. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"QF":30}. This record does not assert independent reproduction. ### SwinIR PSNR: 31.9. Result ID: 699406c93a6c3148491a7697. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"QF":30}. This record does not assert independent reproduction. ### DRUNet PSNR: 31.73. Result ID: 699406c93a6c3148491a7695. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"QF":30,"multi-noise training":true}. This record does not assert independent reproduction. ### FBCNN PSNR: 31.45. Result ID: 699406c93a6c3148491a7694. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"QF":30,"multi-noise training":true}. This record does not assert independent reproduction. ### QGAC PSNR: 31.33. Result ID: 699406c93a6c3148491a7693. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"QF":30}. This record does not assert independent reproduction. ### Hi-IR PSNR: 30.61. Result ID: 699406c93a6c3148491a7691. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"QF":20,"multi-noise training":false}. This record does not assert independent reproduction. ### Hi-IR PSNR: 30.58. Result ID: 699406c93a6c3148491a768e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"QF":20,"multi-noise training":true}. This record does not assert independent reproduction. ### GRL-S PSNR: 30.57. Result ID: 699406c93a6c3148491a7690. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"QF":20}. This record does not assert independent reproduction. ### SwinIR PSNR: 30.54. Result ID: 699406c93a6c3148491a768f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"QF":20}. This record does not assert independent reproduction. ### JPEG PSNR: 30.52. Result ID: 699406c93a6c3148491a769a. [Reporting paper]() Recorded evaluation configuration: {"QF":40}. This record does not assert independent reproduction. ### DRUNet PSNR: 30.39. Result ID: 699406c93a6c3148491a768d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"QF":20,"multi-noise training":true}. This record does not assert independent reproduction. ### FBCNN PSNR: 30.14. Result ID: 699406c93a6c3148491a768c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"QF":20,"multi-noise training":true}. This record does not assert independent reproduction. ### QGAC PSNR: 30.01. Result ID: 699406c93a6c3148491a768b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"QF":20}. This record does not assert independent reproduction. ### JPEG PSNR: 29.57. Result ID: 699406c93a6c3148491a7692. [Reporting paper]() Recorded evaluation configuration: {"QF":30}. This record does not assert independent reproduction. ### Hi-IR PSNR: 28.35. Result ID: 699406c93a6c3148491a7689. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"QF":10,"multi-noise training":false}. This record does not assert independent reproduction. ### Hi-IR PSNR: 28.26. Result ID: 699406c93a6c3148491a7686. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"QF":10,"multi-noise training":true}. This record does not assert independent reproduction. ### GRL-S PSNR: 28.26. Result ID: 699406c93a6c3148491a7688. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"QF":10}. This record does not assert independent reproduction. ### SwinIR PSNR: 28.22. Result ID: 699406c93a6c3148491a7687. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"QF":10}. This record does not assert independent reproduction. ### JPEG PSNR: 28.21. Result ID: 699406c93a6c3148491a768a. [Reporting paper]() Recorded evaluation configuration: {"QF":20}. This record does not assert independent reproduction. ### FBCNN PSNR: 27.85. Result ID: 699406c93a6c3148491a7684. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"QF":10,"multi-noise training":true}. This record does not assert independent reproduction. ### QGAC PSNR: 27.74. Result ID: 699406c93a6c3148491a7683. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"QF":10}. This record does not assert independent reproduction. ### DRUNet PSNR: 27.62. Result ID: 699406c93a6c3148491a7685. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"QF":10,"multi-noise training":true}. This record does not assert independent reproduction. ### JPEG PSNR: 25.84. Result ID: 699406c93a6c3148491a7682. [Reporting paper]() Recorded evaluation configuration: {"QF":10}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.