# Multi-dimensional image inpainting on Light field data Greek, Origami 128×128×240 Source: [Multi-dimensional image inpainting on Light field data Greek, Origami 128×128×240]() Collection index: [llms.txt]() Data updated: 2026-03-17T07:40:04.136Z Evaluation of multi-dimensional image inpainting performance using the Light field data Greek, Origami dataset (128x128x240 resolution), measured by 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) | Light field data Greek, Origami 128×128×240 | | 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 | 42.7 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FCTN | 41.23 | Not recorded | 69b8e0070636e5bf4afbe9ab | | TRLRF | 41 | Not recorded | 69b8e0070636e5bf4afbe9ab | | NeuApprox | 40.7 | Not recorded | 69b8e0070636e5bf4afbe9ab | | TRLRF | 39.54 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FCTN | 39.09 | Not recorded | 69b8e0070636e5bf4afbe9ab | | NeuApprox | 38.74 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FCTN | 37.75 | Not recorded | 69b8e0070636e5bf4afbe9ab | | TNN | 37.62 | Not recorded | 69b8e0070636e5bf4afbe9ab | | TRLRF | 37.58 | Not recorded | 69b8e0070636e5bf4afbe9ab | | TNN | 35.71 | Not recorded | 69b8e0070636e5bf4afbe9ab | | LRTFR | 35.43 | Not recorded | 69b8e0070636e5bf4afbe9ab | | NeuApprox | 34.98 | Not recorded | 69b8e0070636e5bf4afbe9ab | | LRTFR | 34.89 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FCTN | 34.7 | Not recorded | 69b8e0070636e5bf4afbe9ab | | TRLRF | 34.47 | Not recorded | 69b8e0070636e5bf4afbe9ab | | LRTFR | 34.46 | Not recorded | 69b8e0070636e5bf4afbe9ab | | TNN | 33.73 | Not recorded | 69b8e0070636e5bf4afbe9ab | | LRTFR | 33.56 | Not recorded | 69b8e0070636e5bf4afbe9ab | | NeuApprox | 32.72 | Not recorded | 69b8e0070636e5bf4afbe9ab | | LRTFR | 32.06 | Not recorded | 69b8e0070636e5bf4afbe9ab | | TRLRF | 31.73 | Not recorded | 69b8e0070636e5bf4afbe9ab | | TNN | 31.64 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FCTN | 31.28 | Not recorded | 69b8e0070636e5bf4afbe9ab | | TNN | 29.2 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FSA | 19.11 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FSA | 18.95 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FSA | 18.8 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FSA | 18.74 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FSA | 18.41 | Not recorded | 69b8e0070636e5bf4afbe9ab | | Observed | 5.88 | Not recorded | 69b8e0070636e5bf4afbe9ab | | Observed | 5.58 | Not recorded | 69b8e0070636e5bf4afbe9ab | | Observed | 5.3 | Not recorded | 69b8e0070636e5bf4afbe9ab | | Observed | 5.04 | Not recorded | 69b8e0070636e5bf4afbe9ab | | Observed | 4.79 | Not recorded | 69b8e0070636e5bf4afbe9ab | ### NeuApprox PSNR: 42.7. Result ID: 69b9037247f34ce924a1294d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.3"}. This record does not assert independent reproduction. ### FCTN PSNR: 41.23. Result ID: 69b9037247f34ce924a1294a. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.3"}. This record does not assert independent reproduction. ### TRLRF PSNR: 41. Result ID: 69b9037247f34ce924a12948. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.3"}. This record does not assert independent reproduction. ### NeuApprox PSNR: 40.7. Result ID: 69b9037247f34ce924a12946. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.25"}. This record does not assert independent reproduction. ### TRLRF PSNR: 39.54. Result ID: 69b9037247f34ce924a12941. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.25"}. This record does not assert independent reproduction. ### FCTN PSNR: 39.09. Result ID: 69b9037247f34ce924a12943. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.25"}. This record does not assert independent reproduction. ### NeuApprox PSNR: 38.74. Result ID: 69b9037247f34ce924a1293f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.2"}. This record does not assert independent reproduction. ### FCTN PSNR: 37.75. Result ID: 69b9037247f34ce924a1293c. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.2"}. This record does not assert independent reproduction. ### TNN PSNR: 37.62. Result ID: 69b9037247f34ce924a12949. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.3"}. This record does not assert independent reproduction. ### TRLRF PSNR: 37.58. Result ID: 69b9037247f34ce924a1293a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.2"}. This record does not assert independent reproduction. ### TNN PSNR: 35.71. Result ID: 69b9037247f34ce924a12942. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.25"}. This record does not assert independent reproduction. ### LRTFR PSNR: 35.43. Result ID: 69b9037247f34ce924a1294c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.3"}. This record does not assert independent reproduction. ### NeuApprox PSNR: 34.98. Result ID: 69b9037247f34ce924a12938. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.15"}. This record does not assert independent reproduction. ### LRTFR PSNR: 34.89. Result ID: 69b9037247f34ce924a12945. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.25"}. This record does not assert independent reproduction. ### FCTN PSNR: 34.7. Result ID: 69b9037247f34ce924a12935. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.15"}. This record does not assert independent reproduction. ### TRLRF PSNR: 34.47. Result ID: 69b9037247f34ce924a12933. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.15"}. This record does not assert independent reproduction. ### LRTFR PSNR: 34.46. Result ID: 69b9037247f34ce924a1293e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.2"}. This record does not assert independent reproduction. ### TNN PSNR: 33.73. Result ID: 69b9037247f34ce924a1293b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.2"}. This record does not assert independent reproduction. ### LRTFR PSNR: 33.56. Result ID: 69b9037247f34ce924a12937. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.15"}. This record does not assert independent reproduction. ### NeuApprox PSNR: 32.72. Result ID: 69b9037247f34ce924a12931. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.1"}. This record does not assert independent reproduction. ### LRTFR PSNR: 32.06. Result ID: 69b9037247f34ce924a12930. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.1"}. This record does not assert independent reproduction. ### TRLRF PSNR: 31.73. Result ID: 69b9037247f34ce924a1292c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.1"}. This record does not assert independent reproduction. ### TNN PSNR: 31.64. Result ID: 69b9037247f34ce924a12934. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.15"}. This record does not assert independent reproduction. ### FCTN PSNR: 31.28. Result ID: 69b9037247f34ce924a1292e. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.1"}. This record does not assert independent reproduction. ### TNN PSNR: 29.2. Result ID: 69b9037247f34ce924a1292d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.1"}. This record does not assert independent reproduction. ### FSA PSNR: 19.11. Result ID: 69b9037247f34ce924a1294b. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.3"}. This record does not assert independent reproduction. ### FSA PSNR: 18.95. Result ID: 69b9037247f34ce924a1292f. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.1"}. This record does not assert independent reproduction. ### FSA PSNR: 18.8. Result ID: 69b9037247f34ce924a12936. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.15"}. This record does not assert independent reproduction. ### FSA PSNR: 18.74. Result ID: 69b9037247f34ce924a1293d. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.2"}. This record does not assert independent reproduction. ### FSA PSNR: 18.41. Result ID: 69b9037247f34ce924a12944. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.25"}. This record does not assert independent reproduction. ### Observed PSNR: 5.88. Result ID: 69b9037247f34ce924a12947. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.3"}. This record does not assert independent reproduction. ### Observed PSNR: 5.58. Result ID: 69b9037247f34ce924a12940. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.25"}. This record does not assert independent reproduction. ### Observed PSNR: 5.3. Result ID: 69b9037247f34ce924a12939. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.2"}. This record does not assert independent reproduction. ### Observed PSNR: 5.04. Result ID: 69b9037247f34ce924a12932. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.15"}. This record does not assert independent reproduction. ### Observed PSNR: 4.79. Result ID: 69b9037247f34ce924a1292b. [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.