# Image Reconstruction on Lion image RGB original (train) Source: [Image Reconstruction on Lion image RGB original (train)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:55:53.843Z Evaluation of image reconstruction models using the training split of the Lion image RGB original dataset, measured using PSNR. 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 Reconstruction | | Dataset (including any stated split) | Lion image RGB original (train) | | Metric | PSNR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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. ## Recorded results | Method | PSNR | Result date | Report paper | | --- | --- | --- | --- | | Communicated MINT | 22.75 | Not recorded | 68fa71401e209131cea501a5 | | Communicated MINT | 20.19 | Not recorded | 68fa71401e209131cea501a5 | | Communicated MINT | 17.98 | Not recorded | 68fa71401e209131cea501a5 | | Communicated MINT | 17.12 | Not recorded | 68fa71401e209131cea501a5 | | Communicated MINT | 16.29 | Not recorded | 68fa71401e209131cea501a5 | | Vanilla MINT | 13.68 | Not recorded | 68fa71401e209131cea501a5 | | Vanilla MINT | 11.37 | Not recorded | 68fa71401e209131cea501a5 | | Single-learner teaching | 10.07 | Not recorded | 68fa71401e209131cea501a5 | | Vanilla MINT | 9.35 | Not recorded | 68fa71401e209131cea501a5 | | Single-learner teaching | 8.88 | Not recorded | 68fa71401e209131cea501a5 | | Vanilla MINT | 8.56 | Not recorded | 68fa71401e209131cea501a5 | | Single-learner teaching | 8.15 | Not recorded | 68fa71401e209131cea501a5 | | Single-learner teaching | 7.88 | Not recorded | 68fa71401e209131cea501a5 | | Vanilla MINT | 7.82 | Not recorded | 68fa71401e209131cea501a5 | | Single-learner teaching | 7.65 | Not recorded | 68fa71401e209131cea501a5 | | Single-learner teaching | 7.58 | Not recorded | 68fa71401e209131cea501a5 | | Vanilla MINT | 7.58 | Not recorded | 68fa71401e209131cea501a5 | | Communicated MINT | 7.58 | Not recorded | 68fa71401e209131cea501a5 | ### Communicated MINT PSNR: 22.75. Result ID: 6991c03f3a6c3148490a56a1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Iterations":"90,000","Initialization":"Matrix-based linear combination"}. This record does not assert independent reproduction. ### Communicated MINT PSNR: 20.19. Result ID: 6991c03f3a6c3148490a56a0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Iterations":"50,000","Initialization":"Matrix-based linear combination"}. This record does not assert independent reproduction. ### Communicated MINT PSNR: 17.98. Result ID: 6991c03f3a6c3148490a569f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Iterations":"20,000","Initialization":"Matrix-based linear combination"}. This record does not assert independent reproduction. ### Communicated MINT PSNR: 17.12. Result ID: 6991c03f3a6c3148490a569e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Iterations":"10,000","Initialization":"Matrix-based linear combination"}. This record does not assert independent reproduction. ### Communicated MINT PSNR: 16.29. Result ID: 6991c03f3a6c3148490a569d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Iterations":"2,000","Initialization":"Matrix-based linear combination"}. This record does not assert independent reproduction. ### Vanilla MINT PSNR: 13.68. Result ID: 6991c03f3a6c3148490a569b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Iterations":"90,000","Initialization":"Matrix-based linear combination"}. This record does not assert independent reproduction. ### Vanilla MINT PSNR: 11.37. Result ID: 6991c03f3a6c3148490a569a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Iterations":"50,000","Initialization":"Matrix-based linear combination"}. This record does not assert independent reproduction. ### Single-learner teaching PSNR: 10.07. Result ID: 6991c03f3a6c3148490a5695. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Iterations":"90,000","Initialization":"Matrix-based linear combination"}. This record does not assert independent reproduction. ### Vanilla MINT PSNR: 9.35. Result ID: 6991c03f3a6c3148490a5699. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Iterations":"20,000","Initialization":"Matrix-based linear combination"}. This record does not assert independent reproduction. ### Single-learner teaching PSNR: 8.88. Result ID: 6991c03f3a6c3148490a5694. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Iterations":"50,000","Initialization":"Matrix-based linear combination"}. This record does not assert independent reproduction. ### Vanilla MINT PSNR: 8.56. Result ID: 6991c03f3a6c3148490a5698. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Iterations":"10,000","Initialization":"Matrix-based linear combination"}. This record does not assert independent reproduction. ### Single-learner teaching PSNR: 8.15. Result ID: 6991c03f3a6c3148490a5693. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Iterations":"20,000","Initialization":"Matrix-based linear combination"}. This record does not assert independent reproduction. ### Single-learner teaching PSNR: 7.88. Result ID: 6991c03f3a6c3148490a5692. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Iterations":"10,000","Initialization":"Matrix-based linear combination"}. This record does not assert independent reproduction. ### Vanilla MINT PSNR: 7.82. Result ID: 6991c03f3a6c3148490a5697. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Iterations":"2,000","Initialization":"Matrix-based linear combination"}. This record does not assert independent reproduction. ### Single-learner teaching PSNR: 7.65. Result ID: 6991c03f3a6c3148490a5691. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Iterations":"2,000","Initialization":"Matrix-based linear combination"}. This record does not assert independent reproduction. ### Single-learner teaching PSNR: 7.58. Result ID: 6991c03f3a6c3148490a5690. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Iterations":"0","Initialization":"Matrix-based linear combination"}. This record does not assert independent reproduction. ### Vanilla MINT PSNR: 7.58. Result ID: 6991c03f3a6c3148490a5696. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Iterations":"0","Initialization":"Matrix-based linear combination"}. This record does not assert independent reproduction. ### Communicated MINT PSNR: 7.58. Result ID: 6991c03f3a6c3148490a569c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Iterations":"0","Initialization":"Matrix-based linear combination"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.