# Multi-dimensional image inpainting on MSIs Toys, Painting 256×256×31 Source: [Multi-dimensional image inpainting on MSIs Toys, Painting 256×256×31]() Collection index: [llms.txt]() Data updated: 2026-03-17T07:40:04.067Z Evaluation of multi-dimensional image inpainting performance on the MSIs Toys, Painting dataset (256x256x31 resolution), measured using PSNR, SSIM, and NRMSE. 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 | Multi-dimensional image inpainting | | Dataset (including any stated split) | MSIs Toys, Painting 256×256×31 | | Metric | PSNR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 35 of 35 | | 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. - [NRMSE](): Lower is better; unit: PERCENT. ## Recorded results | Method | PSNR | Result date | Report paper | | --- | --- | --- | --- | | NeuApprox | 38.77 | Not recorded | 69b8e0070636e5bf4afbe9ab | | NeuApprox | 38.18 | Not recorded | 69b8e0070636e5bf4afbe9ab | | TNN | 37.62 | Not recorded | 69b8e0070636e5bf4afbe9ab | | NeuApprox | 36.99 | Not recorded | 69b8e0070636e5bf4afbe9ab | | LRTFR | 36.64 | Not recorded | 69b8e0070636e5bf4afbe9ab | | LRTFR | 36.15 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FCTN | 36.12 | Not recorded | 69b8e0070636e5bf4afbe9ab | | TNN | 35.71 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FCTN | 35.63 | Not recorded | 69b8e0070636e5bf4afbe9ab | | LRTFR | 35.5 | Not recorded | 69b8e0070636e5bf4afbe9ab | | NeuApprox | 35.09 | Not recorded | 69b8e0070636e5bf4afbe9ab | | TRLRF | 34.54 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FCTN | 34.25 | Not recorded | 69b8e0070636e5bf4afbe9ab | | LRTFR | 34.01 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FCTN | 33.74 | Not recorded | 69b8e0070636e5bf4afbe9ab | | TNN | 33.73 | Not recorded | 69b8e0070636e5bf4afbe9ab | | TRLRF | 33.73 | Not recorded | 69b8e0070636e5bf4afbe9ab | | NeuApprox | 33.7 | Not recorded | 69b8e0070636e5bf4afbe9ab | | LRTFR | 33.03 | Not recorded | 69b8e0070636e5bf4afbe9ab | | TRLRF | 32.79 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FCTN | 32.08 | Not recorded | 69b8e0070636e5bf4afbe9ab | | TNN | 31.64 | Not recorded | 69b8e0070636e5bf4afbe9ab | | TRLRF | 31.58 | Not recorded | 69b8e0070636e5bf4afbe9ab | | TRLRF | 30.08 | Not recorded | 69b8e0070636e5bf4afbe9ab | | TNN | 29.2 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FSA | 21.84 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FSA | 21.78 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FSA | 21.75 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FSA | 21.55 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FSA | 21.54 | Not recorded | 69b8e0070636e5bf4afbe9ab | | Observed | 13.38 | Not recorded | 69b8e0070636e5bf4afbe9ab | | Observed | 13.09 | Not recorded | 69b8e0070636e5bf4afbe9ab | | Observed | 12.81 | Not recorded | 69b8e0070636e5bf4afbe9ab | | Observed | 12.54 | Not recorded | 69b8e0070636e5bf4afbe9ab | | Observed | 12.3 | Not recorded | 69b8e0070636e5bf4afbe9ab | ### NeuApprox PSNR: 38.77. Result ID: 69b9037247f34ce924a12907. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.3"}. This record does not assert independent reproduction. ### NeuApprox PSNR: 38.18. Result ID: 69b9037247f34ce924a12900. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.25"}. This record does not assert independent reproduction. ### TNN PSNR: 37.62. Result ID: 69b9037247f34ce924a12903. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.3"}. This record does not assert independent reproduction. ### NeuApprox PSNR: 36.99. Result ID: 69b9037247f34ce924a128f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.2"}. This record does not assert independent reproduction. ### LRTFR PSNR: 36.64. Result ID: 69b9037247f34ce924a12906. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.3"}. This record does not assert independent reproduction. ### LRTFR PSNR: 36.15. Result ID: 69b9037247f34ce924a128ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.25"}. This record does not assert independent reproduction. ### FCTN PSNR: 36.12. Result ID: 69b9037247f34ce924a12904. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.3"}. This record does not assert independent reproduction. ### TNN PSNR: 35.71. Result ID: 69b9037247f34ce924a128fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.25"}. This record does not assert independent reproduction. ### FCTN PSNR: 35.63. Result ID: 69b9037247f34ce924a128fd. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.25"}. This record does not assert independent reproduction. ### LRTFR PSNR: 35.5. Result ID: 69b9037247f34ce924a128f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.2"}. This record does not assert independent reproduction. ### NeuApprox PSNR: 35.09. Result ID: 69b9037247f34ce924a128f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.15"}. This record does not assert independent reproduction. ### TRLRF PSNR: 34.54. Result ID: 69b9037247f34ce924a12902. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.3"}. This record does not assert independent reproduction. ### FCTN PSNR: 34.25. Result ID: 69b9037247f34ce924a128f6. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.2"}. This record does not assert independent reproduction. ### LRTFR PSNR: 34.01. Result ID: 69b9037247f34ce924a128f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.15"}. This record does not assert independent reproduction. ### FCTN PSNR: 33.74. Result ID: 69b9037247f34ce924a128ef. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.15"}. This record does not assert independent reproduction. ### TNN PSNR: 33.73. Result ID: 69b9037247f34ce924a128f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.2"}. This record does not assert independent reproduction. ### TRLRF PSNR: 33.73. Result ID: 69b9037247f34ce924a128fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.25"}. This record does not assert independent reproduction. ### NeuApprox PSNR: 33.7. Result ID: 69b9037247f34ce924a128eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.1"}. This record does not assert independent reproduction. ### LRTFR PSNR: 33.03. Result ID: 69b9037247f34ce924a128ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.1"}. This record does not assert independent reproduction. ### TRLRF PSNR: 32.79. Result ID: 69b9037247f34ce924a128f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.2"}. This record does not assert independent reproduction. ### FCTN PSNR: 32.08. Result ID: 69b9037247f34ce924a128e8. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.1"}. This record does not assert independent reproduction. ### TNN PSNR: 31.64. Result ID: 69b9037247f34ce924a128ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.15"}. This record does not assert independent reproduction. ### TRLRF PSNR: 31.58. Result ID: 69b9037247f34ce924a128ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.15"}. This record does not assert independent reproduction. ### TRLRF PSNR: 30.08. Result ID: 69b9037247f34ce924a128e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.1"}. This record does not assert independent reproduction. ### TNN PSNR: 29.2. Result ID: 69b9037247f34ce924a128e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.1"}. This record does not assert independent reproduction. ### FSA PSNR: 21.84. Result ID: 69b9037247f34ce924a128fe. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.25"}. This record does not assert independent reproduction. ### FSA PSNR: 21.78. Result ID: 69b9037247f34ce924a12905. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.3"}. This record does not assert independent reproduction. ### FSA PSNR: 21.75. Result ID: 69b9037247f34ce924a128f7. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.2"}. This record does not assert independent reproduction. ### FSA PSNR: 21.55. Result ID: 69b9037247f34ce924a128f0. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.15"}. This record does not assert independent reproduction. ### FSA PSNR: 21.54. Result ID: 69b9037247f34ce924a128e9. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.1"}. This record does not assert independent reproduction. ### Observed PSNR: 13.38. Result ID: 69b9037247f34ce924a12901. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.3"}. This record does not assert independent reproduction. ### Observed PSNR: 13.09. Result ID: 69b9037247f34ce924a128fa. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.25"}. This record does not assert independent reproduction. ### Observed PSNR: 12.81. Result ID: 69b9037247f34ce924a128f3. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.2"}. This record does not assert independent reproduction. ### Observed PSNR: 12.54. Result ID: 69b9037247f34ce924a128ec. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.15"}. This record does not assert independent reproduction. ### Observed PSNR: 12.3. Result ID: 69b9037247f34ce924a128e5. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.