# Multi-image super-resolution on SatSynthBurst Source: [Multi-image super-resolution on SatSynthBurst]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:56:47.610Z Evaluation of Multi-image super-resolution performance on the SatSynthBurst 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 | Multi-image super-resolution | | Dataset (including any stated split) | SatSynthBurst | | 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 | | --- | --- | --- | --- | | SuperF | 37.26 | Not recorded | 693a501e6cfd488761a54b2c | | SuperF | 36.73 | Not recorded | 693a501e6cfd488761a54b2c | | Bilinear | 34.69 | Not recorded | 693a501e6cfd488761a54b2c | | SuperF | 34.03 | Not recorded | 693a501e6cfd488761a54b2c | | Lafenetre et al. | 33.46 | Not recorded | 693a501e6cfd488761a54b2c | | SuperF | 32.94 | Not recorded | 693a501e6cfd488761a54b2c | | Bilinear | 29.71 | Not recorded | 693a501e6cfd488761a54b2c | | SuperF | 29.28 | Not recorded | 693a501e6cfd488761a54b2c | | SuperF | 28.87 | Not recorded | 693a501e6cfd488761a54b2c | | Lafenetre et al. | 27.7 | Not recorded | 693a501e6cfd488761a54b2c | | Bilinear | 26.62 | Not recorded | 693a501e6cfd488761a54b2c | | NIR | 26.26 | Not recorded | 693a501e6cfd488761a54b2c | | NIR | 25.65 | Not recorded | 693a501e6cfd488761a54b2c | | NIR | 24.99 | Not recorded | 693a501e6cfd488761a54b2c | | Lafenetre et al. | 24.88 | Not recorded | 693a501e6cfd488761a54b2c | | NIR | 24.63 | Not recorded | 693a501e6cfd488761a54b2c | | NIR | 23.85 | Not recorded | 693a501e6cfd488761a54b2c | | NIR | 23.61 | Not recorded | 693a501e6cfd488761a54b2c | ### SuperF PSNR: 37.26. Result ID: 6998695b5698665ec4c8d405. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Upscaling factor":"x2","Number of LR frames":"16","Number of iterations":"2k","Loss function":"GNLL"}. This record does not assert independent reproduction. ### SuperF PSNR: 36.73. Result ID: 6998695b5698665ec4c8d402. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Upscaling factor":"x2","Number of LR frames":"16","Number of iterations":"2k","Loss function":"MSE"}. This record does not assert independent reproduction. ### Bilinear PSNR: 34.69. Result ID: 6998695b5698665ec4c8d3f6. [Reporting paper]() Recorded evaluation configuration: {"Upscaling factor":"x2","Number of LR frames":"16"}. This record does not assert independent reproduction. ### SuperF PSNR: 34.03. Result ID: 6998695b5698665ec4c8d406. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Upscaling factor":"x4","Number of LR frames":"16","Number of iterations":"2k","Loss function":"GNLL"}. This record does not assert independent reproduction. ### Lafenetre et al. PSNR: 33.46. Result ID: 6998695b5698665ec4c8d3f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Upscaling factor":"x2","Number of LR frames":"16"}. This record does not assert independent reproduction. ### SuperF PSNR: 32.94. Result ID: 6998695b5698665ec4c8d403. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Upscaling factor":"x4","Number of LR frames":"16","Number of iterations":"2k","Loss function":"MSE"}. This record does not assert independent reproduction. ### Bilinear PSNR: 29.71. Result ID: 6998695b5698665ec4c8d3f7. [Reporting paper]() Recorded evaluation configuration: {"Upscaling factor":"x4","Number of LR frames":"16"}. This record does not assert independent reproduction. ### SuperF PSNR: 29.28. Result ID: 6998695b5698665ec4c8d407. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Upscaling factor":"x8","Number of LR frames":"16","Number of iterations":"2k","Loss function":"GNLL"}. This record does not assert independent reproduction. ### SuperF PSNR: 28.87. Result ID: 6998695b5698665ec4c8d404. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Upscaling factor":"x8","Number of LR frames":"16","Number of iterations":"2k","Loss function":"MSE"}. This record does not assert independent reproduction. ### Lafenetre et al. PSNR: 27.7. Result ID: 6998695b5698665ec4c8d3fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Upscaling factor":"x4","Number of LR frames":"16"}. This record does not assert independent reproduction. ### Bilinear PSNR: 26.62. Result ID: 6998695b5698665ec4c8d3f8. [Reporting paper]() Recorded evaluation configuration: {"Upscaling factor":"x8","Number of LR frames":"16"}. This record does not assert independent reproduction. ### NIR PSNR: 26.26. Result ID: 6998695b5698665ec4c8d3fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Upscaling factor":"x2","Number of LR frames":"16","Number of iterations":"2k"}. This record does not assert independent reproduction. ### NIR PSNR: 25.65. Result ID: 6998695b5698665ec4c8d3ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Upscaling factor":"x2","Number of LR frames":"16","Number of iterations":"5k"}. This record does not assert independent reproduction. ### NIR PSNR: 24.99. Result ID: 6998695b5698665ec4c8d400. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Upscaling factor":"x4","Number of LR frames":"16","Number of iterations":"5k"}. This record does not assert independent reproduction. ### Lafenetre et al. PSNR: 24.88. Result ID: 6998695b5698665ec4c8d3fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Upscaling factor":"x8","Number of LR frames":"16"}. This record does not assert independent reproduction. ### NIR PSNR: 24.63. Result ID: 6998695b5698665ec4c8d3fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Upscaling factor":"x4","Number of LR frames":"16","Number of iterations":"2k"}. This record does not assert independent reproduction. ### NIR PSNR: 23.85. Result ID: 6998695b5698665ec4c8d3fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Upscaling factor":"x8","Number of LR frames":"16","Number of iterations":"2k"}. This record does not assert independent reproduction. ### NIR PSNR: 23.61. Result ID: 6998695b5698665ec4c8d401. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Upscaling factor":"x8","Number of LR frames":"16","Number of iterations":"5k"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.