# Image Restoration on Real-World Images raw-RGB (test) Source: [Image Restoration on Real-World Images raw-RGB (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:53:11.232Z Evaluation of Image Restoration performance on the test split of the Real-World Images raw-RGB dataset, measured using NIQE, NRQM, and PI. 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) | Real-World Images raw-RGB (test) | | Metric | NIQE | | Unit | SCALAR | | Direction | Lower 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 - [NIQE](): Lower is better; unit: SCALAR. - [NRQM](): Lower is better; unit: SCALAR. - [PI](): Lower is better; unit: SCALAR. ## Recorded results | Method | NIQE | Result date | Report paper | | --- | --- | --- | --- | | Blind2Unblind | 5.28 | Not recorded | 68fa6de11e209131cea3ca56 | | SelfIR | 5.48 | Not recorded | 68fa6de11e209131cea3ca56 | | Baseliner | 5.54 | Not recorded | 68fa6de11e209131cea3ca56 | | R2R | 5.63 | Not recorded | 68fa6de11e209131cea3ca56 | | Baselinew | 5.69 | Not recorded | 68fa6de11e209131cea3ca56 | | N2V | 5.82 | Not recorded | 68fa6de11e209131cea3ca56 | | Laine19-mu | 5.87 | Not recorded | 68fa6de11e209131cea3ca56 | | DnCNN | 6.05 | Not recorded | 68fa6de11e209131cea3ca56 | | N2N | 6.1 | Not recorded | 68fa6de11e209131cea3ca56 | | BaselineB | 6.26 | Not recorded | 68fa6de11e209131cea3ca56 | | Neighbor2Neighbor | 6.47 | Not recorded | 68fa6de11e209131cea3ca56 | | DBSN | 6.57 | Not recorded | 68fa6de11e209131cea3ca56 | | DeepDeblur | 6.76 | Not recorded | 68fa6de11e209131cea3ca56 | | Laine19-pme | 7.26 | Not recorded | 68fa6de11e209131cea3ca56 | ### Blind2Unblind NIQE: 5.28. Result ID: 698fed8b3a6c314849fcd894. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Self-Supervised","Task Category":"Denoising"}. This record does not assert independent reproduction. ### SelfIR NIQE: 5.48. Result ID: 698fed8b3a6c314849fcd895. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Self-Supervised"}. This record does not assert independent reproduction. ### Baseliner NIQE: 5.54. Result ID: 698fed8b3a6c314849fcd88c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Supervised","Task Category":"IR"}. This record does not assert independent reproduction. ### R2R NIQE: 5.63. Result ID: 698fed8b3a6c314849fcd892. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Self-Supervised","Task Category":"Denoising"}. This record does not assert independent reproduction. ### Baselinew NIQE: 5.69. Result ID: 698fed8b3a6c314849fcd88a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Supervised","Task Category":"Denoising"}. This record does not assert independent reproduction. ### N2V NIQE: 5.82. Result ID: 698fed8b3a6c314849fcd88e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Self-Supervised","Task Category":"Denoising"}. This record does not assert independent reproduction. ### Laine19-mu NIQE: 5.87. Result ID: 698fed8b3a6c314849fcd88f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Self-Supervised","Task Category":"Denoising"}. This record does not assert independent reproduction. ### DnCNN NIQE: 6.05. Result ID: 698fed8b3a6c314849fcd88b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Supervised","Task Category":"Denoising"}. This record does not assert independent reproduction. ### N2N NIQE: 6.1. Result ID: 698fed8b3a6c314849fcd88d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Self-Supervised","Task Category":"Denoising"}. This record does not assert independent reproduction. ### BaselineB NIQE: 6.26. Result ID: 698fed8b3a6c314849fcd888. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Supervised","Task Category":"Deblurring"}. This record does not assert independent reproduction. ### Neighbor2Neighbor NIQE: 6.47. Result ID: 698fed8b3a6c314849fcd893. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Self-Supervised","Task Category":"Denoising"}. This record does not assert independent reproduction. ### DBSN NIQE: 6.57. Result ID: 698fed8b3a6c314849fcd891. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Self-Supervised","Task Category":"Denoising"}. This record does not assert independent reproduction. ### DeepDeblur NIQE: 6.76. Result ID: 698fed8b3a6c314849fcd889. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Supervised","Task Category":"Deblurring"}. This record does not assert independent reproduction. ### Laine19-pme NIQE: 7.26. Result ID: 698fed8b3a6c314849fcd890. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Self-Supervised","Task Category":"Denoising"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.