# Multi-dimensional image inpainting on Videos (Foreman, Carphone) 144×176×150 Source: [Multi-dimensional image inpainting on Videos (Foreman, Carphone) 144×176×150]() Collection index: [llms.txt]() Data updated: 2026-03-17T07:40:04.093Z Evaluation of multi-dimensional image inpainting performance on the Foreman and Carphone video sequences (144x176x150 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) | Videos (Foreman, Carphone) 144×176×150 | | 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 | 31.75 | Not recorded | 69b8e0070636e5bf4afbe9ab | | NeuApprox | 31.02 | Not recorded | 69b8e0070636e5bf4afbe9ab | | TNN | 30.87 | Not recorded | 69b8e0070636e5bf4afbe9ab | | NeuApprox | 29.79 | Not recorded | 69b8e0070636e5bf4afbe9ab | | TNN | 29.77 | Not recorded | 69b8e0070636e5bf4afbe9ab | | NeuApprox | 29.44 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FCTN | 28.96 | Not recorded | 69b8e0070636e5bf4afbe9ab | | TRLRF | 28.93 | Not recorded | 69b8e0070636e5bf4afbe9ab | | TNN | 28.55 | Not recorded | 69b8e0070636e5bf4afbe9ab | | TRLRF | 28.42 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FCTN | 28.4 | Not recorded | 69b8e0070636e5bf4afbe9ab | | LRTFR | 28.19 | Not recorded | 69b8e0070636e5bf4afbe9ab | | NeuApprox | 28.15 | Not recorded | 69b8e0070636e5bf4afbe9ab | | LRTFR | 28.02 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FCTN | 28.01 | Not recorded | 69b8e0070636e5bf4afbe9ab | | TRLRF | 27.97 | Not recorded | 69b8e0070636e5bf4afbe9ab | | LRTFR | 27.72 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FCTN | 27.33 | Not recorded | 69b8e0070636e5bf4afbe9ab | | LRTFR | 27.33 | Not recorded | 69b8e0070636e5bf4afbe9ab | | TRLRF | 27.27 | Not recorded | 69b8e0070636e5bf4afbe9ab | | TNN | 27.1 | Not recorded | 69b8e0070636e5bf4afbe9ab | | LRTFR | 26.77 | Not recorded | 69b8e0070636e5bf4afbe9ab | | TRLRF | 26.43 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FCTN | 26.32 | Not recorded | 69b8e0070636e5bf4afbe9ab | | TNN | 25.24 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FSA | 19.37 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FSA | 19.04 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FSA | 19.03 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FSA | 18.98 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FSA | 18.54 | Not recorded | 69b8e0070636e5bf4afbe9ab | | Observed | 6.51 | Not recorded | 69b8e0070636e5bf4afbe9ab | | Observed | 6.21 | Not recorded | 69b8e0070636e5bf4afbe9ab | | Observed | 5.93 | Not recorded | 69b8e0070636e5bf4afbe9ab | | Observed | 5.66 | Not recorded | 69b8e0070636e5bf4afbe9ab | | Observed | 5.42 | Not recorded | 69b8e0070636e5bf4afbe9ab | ### NeuApprox PSNR: 31.75. Result ID: 69b9037247f34ce924a1292a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.3"}. This record does not assert independent reproduction. ### NeuApprox PSNR: 31.02. Result ID: 69b9037247f34ce924a12923. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.25"}. This record does not assert independent reproduction. ### TNN PSNR: 30.87. Result ID: 69b9037247f34ce924a12926. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.3"}. This record does not assert independent reproduction. ### NeuApprox PSNR: 29.79. Result ID: 69b9037247f34ce924a1291c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.2"}. This record does not assert independent reproduction. ### TNN PSNR: 29.77. Result ID: 69b9037247f34ce924a1291f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.25"}. This record does not assert independent reproduction. ### NeuApprox PSNR: 29.44. Result ID: 69b9037247f34ce924a12915. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.15"}. This record does not assert independent reproduction. ### FCTN PSNR: 28.96. Result ID: 69b9037247f34ce924a12927. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.3"}. This record does not assert independent reproduction. ### TRLRF PSNR: 28.93. Result ID: 69b9037247f34ce924a12925. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.3"}. This record does not assert independent reproduction. ### TNN PSNR: 28.55. Result ID: 69b9037247f34ce924a12918. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.2"}. This record does not assert independent reproduction. ### TRLRF PSNR: 28.42. Result ID: 69b9037247f34ce924a1291e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.25"}. This record does not assert independent reproduction. ### FCTN PSNR: 28.4. Result ID: 69b9037247f34ce924a12920. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.25"}. This record does not assert independent reproduction. ### LRTFR PSNR: 28.19. Result ID: 69b9037247f34ce924a12929. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.3"}. This record does not assert independent reproduction. ### NeuApprox PSNR: 28.15. Result ID: 69b9037247f34ce924a1290e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.1"}. This record does not assert independent reproduction. ### LRTFR PSNR: 28.02. Result ID: 69b9037247f34ce924a12922. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.25"}. This record does not assert independent reproduction. ### FCTN PSNR: 28.01. Result ID: 69b9037247f34ce924a12919. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.2"}. This record does not assert independent reproduction. ### TRLRF PSNR: 27.97. Result ID: 69b9037247f34ce924a12917. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.2"}. This record does not assert independent reproduction. ### LRTFR PSNR: 27.72. Result ID: 69b9037247f34ce924a1291b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.2"}. This record does not assert independent reproduction. ### FCTN PSNR: 27.33. Result ID: 69b9037247f34ce924a12912. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.15"}. This record does not assert independent reproduction. ### LRTFR PSNR: 27.33. Result ID: 69b9037247f34ce924a12914. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.15"}. This record does not assert independent reproduction. ### TRLRF PSNR: 27.27. Result ID: 69b9037247f34ce924a12910. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.15"}. This record does not assert independent reproduction. ### TNN PSNR: 27.1. Result ID: 69b9037247f34ce924a12911. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.15"}. This record does not assert independent reproduction. ### LRTFR PSNR: 26.77. Result ID: 69b9037247f34ce924a1290d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.1"}. This record does not assert independent reproduction. ### TRLRF PSNR: 26.43. Result ID: 69b9037247f34ce924a12909. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.1"}. This record does not assert independent reproduction. ### FCTN PSNR: 26.32. Result ID: 69b9037247f34ce924a1290b. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.1"}. This record does not assert independent reproduction. ### TNN PSNR: 25.24. Result ID: 69b9037247f34ce924a1290a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling rate":"0.1"}. This record does not assert independent reproduction. ### FSA PSNR: 19.37. Result ID: 69b9037247f34ce924a12913. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.15"}. This record does not assert independent reproduction. ### FSA PSNR: 19.04. Result ID: 69b9037247f34ce924a12921. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.25"}. This record does not assert independent reproduction. ### FSA PSNR: 19.03. Result ID: 69b9037247f34ce924a1291a. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.2"}. This record does not assert independent reproduction. ### FSA PSNR: 18.98. Result ID: 69b9037247f34ce924a1290c. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.1"}. This record does not assert independent reproduction. ### FSA PSNR: 18.54. Result ID: 69b9037247f34ce924a12928. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.3"}. This record does not assert independent reproduction. ### Observed PSNR: 6.51. Result ID: 69b9037247f34ce924a12924. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.3"}. This record does not assert independent reproduction. ### Observed PSNR: 6.21. Result ID: 69b9037247f34ce924a1291d. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.25"}. This record does not assert independent reproduction. ### Observed PSNR: 5.93. Result ID: 69b9037247f34ce924a12916. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.2"}. This record does not assert independent reproduction. ### Observed PSNR: 5.66. Result ID: 69b9037247f34ce924a1290f. [Reporting paper]() Recorded evaluation configuration: {"Sampling rate":"0.15"}. This record does not assert independent reproduction. ### Observed PSNR: 5.42. Result ID: 69b9037247f34ce924a12908. [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.