# Depth Super-Resolution on Middlebury 2005-2014 (test) Source: [Depth Super-Resolution on Middlebury 2005-2014 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:50:41.538Z Evaluation of Depth Super-Resolution performance across the combined test sets spanning Middlebury datasets from 2005 through 2014. 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 | Depth Super-Resolution | | Dataset (including any stated split) | Middlebury 2005-2014 (test) | | Metric | MSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 34 of 34 | | 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 - [MSE](): Lower is better; unit: SCALAR. - [MAE](): Lower is better; unit: SCALAR. ## Recorded results | Method | MSE | Result date | Report paper | | --- | --- | --- | --- | | DADA | 2.52 | Not recorded | 68fa6edf1e209131cea42898 | | LGR | 3.04 | Not recorded | 68fa6edf1e209131cea42898 | | FDKN | 3.6 | Not recorded | 68fa6edf1e209131cea42898 | | MSG | 4.13 | Not recorded | 68fa6edf1e209131cea42898 | | DKN | 4.29 | Not recorded | 68fa6edf1e209131cea42898 | | PMBA | 4.72 | Not recorded | 68fa6edf1e209131cea42898 | | FDSR | 7.72 | Not recorded | 68fa6edf1e209131cea42898 | | DADA | 11.1 | Not recorded | 68fa6edf1e209131cea42898 | | DADA | 11.1 | Not recorded | 68fa6edf1e209131cea42898 | | Bicubic | 13.3 | Not recorded | 68fa6edf1e209131cea42898 | | Bicubic | 13.3 | Not recorded | 68fa6edf1e209131cea42898 | | LGR | 14.8 | Not recorded | 68fa6edf1e209131cea42898 | | DADA | 18.9 | Not recorded | 68fa6edf1e209131cea42898 | | SD | 24.9 | Not recorded | 68fa6edf1e209131cea42898 | | Bicubic | 30 | Not recorded | 68fa6edf1e209131cea42898 | | PixT | 32.7 | Not recorded | 68fa6edf1e209131cea42898 | | GF | 33.3 | Not recorded | 68fa6edf1e209131cea42898 | | GF | 33.3 | Not recorded | 68fa6edf1e209131cea42898 | | DADA | 36.7 | Not recorded | 68fa6edf1e209131cea42898 | | PixT | 39.8 | Not recorded | 68fa6edf1e209131cea42898 | | GF | 40.5 | Not recorded | 68fa6edf1e209131cea42898 | | PixT | 41.5 | Not recorded | 68fa6edf1e209131cea42898 | | GF | 67.4 | Not recorded | 68fa6edf1e209131cea42898 | | LGR | 68.3 | Not recorded | 68fa6edf1e209131cea42898 | | Bicubic | 68.5 | Not recorded | 68fa6edf1e209131cea42898 | | SD | 82.5 | Not recorded | 68fa6edf1e209131cea42898 | | DADA | 84.1 | Not recorded | 68fa6edf1e209131cea42898 | | PixT | 107 | Not recorded | 68fa6edf1e209131cea42898 | | GF | 134 | Not recorded | 68fa6edf1e209131cea42898 | | Bicubic | 143 | Not recorded | 68fa6edf1e209131cea42898 | | LGR | 297 | Not recorded | 68fa6edf1e209131cea42898 | | SD | 511 | Not recorded | 68fa6edf1e209131cea42898 | | LGR | 897 | Not recorded | 68fa6edf1e209131cea42898 | | SD | 4062 | Not recorded | 68fa6edf1e209131cea42898 | ### DADA MSE: 2.52. Result ID: 699076043a6c31484900b6e2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Scale":"x4","Type":"learning-based"}. This record does not assert independent reproduction. ### LGR MSE: 3.04. Result ID: 699076043a6c31484900b6e1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Scale":"x4","Type":"learning-based"}. This record does not assert independent reproduction. ### FDKN MSE: 3.6. Result ID: 699076043a6c31484900b6de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scale":"x4","Type":"learning-based"}. This record does not assert independent reproduction. ### MSG MSE: 4.13. Result ID: 699076043a6c31484900b6dc. [Reporting paper]() Recorded evaluation configuration: {"Scale":"x4","Type":"learning-based"}. This record does not assert independent reproduction. ### DKN MSE: 4.29. Result ID: 699076043a6c31484900b6dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scale":"x4","Type":"learning-based"}. This record does not assert independent reproduction. ### PMBA MSE: 4.72. Result ID: 699076043a6c31484900b6df. [Reporting paper]() Recorded evaluation configuration: {"Scale":"x4","Type":"learning-based"}. This record does not assert independent reproduction. ### FDSR MSE: 7.72. Result ID: 699076043a6c31484900b6e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scale":"x4","Type":"learning-based"}. This record does not assert independent reproduction. ### DADA MSE: 11.1. Result ID: 699076043a6c31484900b693. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"upsampling factor":"x4","learning-free":"true","hybrid\_variant":"true","kappa":0.03}. This record does not assert independent reproduction. ### DADA MSE: 11.1. Result ID: 699076043a6c31484900b6e5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Scale":"x4","Type":"learning-free"}. This record does not assert independent reproduction. ### Bicubic MSE: 13.3. Result ID: 699076043a6c31484900b67f. [Reporting paper]() Recorded evaluation configuration: {"upsampling factor":"x4","learning-free":"true"}. This record does not assert independent reproduction. ### Bicubic MSE: 13.3. Result ID: 699076043a6c31484900b6e3. [Reporting paper]() Recorded evaluation configuration: {"Scale":"x4","Type":"learning-free"}. This record does not assert independent reproduction. ### LGR MSE: 14.8. Result ID: 699076043a6c31484900b68f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"upsampling factor":"x4","learning-free":"true","hybrid\_variant":"true"}. This record does not assert independent reproduction. ### DADA MSE: 18.9. Result ID: 699076043a6c31484900b694. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"upsampling factor":"x8","learning-free":"true","hybrid\_variant":"true","kappa":0.03}. This record does not assert independent reproduction. ### SD MSE: 24.9. Result ID: 699076043a6c31484900b687. [Reporting paper]() Recorded evaluation configuration: {"upsampling factor":"x4","learning-free":"true"}. This record does not assert independent reproduction. ### Bicubic MSE: 30. Result ID: 699076043a6c31484900b680. [Reporting paper]() Recorded evaluation configuration: {"upsampling factor":"x8","learning-free":"true"}. This record does not assert independent reproduction. ### PixT MSE: 32.7. Result ID: 699076043a6c31484900b68c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"upsampling factor":"x8","learning-free":"true"}. This record does not assert independent reproduction. ### GF MSE: 33.3. Result ID: 699076043a6c31484900b683. [Reporting paper]() Recorded evaluation configuration: {"upsampling factor":"x4","learning-free":"true"}. This record does not assert independent reproduction. ### GF MSE: 33.3. Result ID: 699076043a6c31484900b6e4. [Reporting paper]() Recorded evaluation configuration: {"Scale":"x4","Type":"learning-free"}. This record does not assert independent reproduction. ### DADA MSE: 36.7. Result ID: 699076043a6c31484900b695. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"upsampling factor":"x16","learning-free":"true","hybrid\_variant":"true","kappa":0.03}. This record does not assert independent reproduction. ### PixT MSE: 39.8. Result ID: 699076043a6c31484900b68b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"upsampling factor":"x4","learning-free":"true"}. This record does not assert independent reproduction. ### GF MSE: 40.5. Result ID: 699076043a6c31484900b684. [Reporting paper]() Recorded evaluation configuration: {"upsampling factor":"x8","learning-free":"true"}. This record does not assert independent reproduction. ### PixT MSE: 41.5. Result ID: 699076043a6c31484900b68d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"upsampling factor":"x16","learning-free":"true"}. This record does not assert independent reproduction. ### GF MSE: 67.4. Result ID: 699076043a6c31484900b685. [Reporting paper]() Recorded evaluation configuration: {"upsampling factor":"x16","learning-free":"true"}. This record does not assert independent reproduction. ### LGR MSE: 68.3. Result ID: 699076043a6c31484900b690. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"upsampling factor":"x8","learning-free":"true","hybrid\_variant":"true"}. This record does not assert independent reproduction. ### Bicubic MSE: 68.5. Result ID: 699076043a6c31484900b681. [Reporting paper]() Recorded evaluation configuration: {"upsampling factor":"x16","learning-free":"true"}. This record does not assert independent reproduction. ### SD MSE: 82.5. Result ID: 699076043a6c31484900b688. [Reporting paper]() Recorded evaluation configuration: {"upsampling factor":"x8","learning-free":"true"}. This record does not assert independent reproduction. ### DADA MSE: 84.1. Result ID: 699076043a6c31484900b696. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"upsampling factor":"x32","learning-free":"true","hybrid\_variant":"true","kappa":0.03}. This record does not assert independent reproduction. ### PixT MSE: 107. Result ID: 699076043a6c31484900b68e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"upsampling factor":"x32","learning-free":"true"}. This record does not assert independent reproduction. ### GF MSE: 134. Result ID: 699076043a6c31484900b686. [Reporting paper]() Recorded evaluation configuration: {"upsampling factor":"x32","learning-free":"true"}. This record does not assert independent reproduction. ### Bicubic MSE: 143. Result ID: 699076043a6c31484900b682. [Reporting paper]() Recorded evaluation configuration: {"upsampling factor":"x32","learning-free":"true"}. This record does not assert independent reproduction. ### LGR MSE: 297. Result ID: 699076043a6c31484900b691. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"upsampling factor":"x16","learning-free":"true","hybrid\_variant":"true"}. This record does not assert independent reproduction. ### SD MSE: 511. Result ID: 699076043a6c31484900b689. [Reporting paper]() Recorded evaluation configuration: {"upsampling factor":"x16","learning-free":"true"}. This record does not assert independent reproduction. ### LGR MSE: 897. Result ID: 699076043a6c31484900b692. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"upsampling factor":"x32","learning-free":"true","hybrid\_variant":"true"}. This record does not assert independent reproduction. ### SD MSE: 4062. Result ID: 699076043a6c31484900b68a. [Reporting paper]() Recorded evaluation configuration: {"upsampling factor":"x32","learning-free":"true"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.