# Cross-contrast MR image translation on BraTS 2019 (test) Source: [Cross-contrast MR image translation on BraTS 2019 (test)]() Collection index: [llms.txt]() Data updated: 2026-04-15T09:54:14.249Z Evaluation of cross-contrast magnetic resonance (MR) image translation models using the test split of the BraTS 2019 dataset, typically assessed using MAE, PSNR, and SSIM. 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 | Cross-contrast MR image translation | | Dataset (including any stated split) | BraTS 2019 (test) | | Metric | MAE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 13 of 13 | | 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 - [MAE](): Lower is better; unit: SCALAR. - [PSNR](): Higher is better; unit: SCALAR. - [SSIM](): Higher is better; unit: SCALAR. ## Recorded results | Method | MAE | Result date | Report paper | | --- | --- | --- | --- | | TLEQ-HyperGAN | 0.0062 | Not recorded | 69df1bc17d0172140ec7bb46 | | EQ-HyperGAN | 0.0064 | Not recorded | 69df1bc17d0172140ec7bb46 | | HyperGAN | 0.0067 | Not recorded | 69df1bc17d0172140ec7bb46 | | Hyper-GAN (FS) | 0.007 | Not recorded | 68fa6a761e209131cea284e3 | | Hyper-GAN (CIN) | 0.0072 | Not recorded | 68fa6a761e209131cea284e3 | | DGGAN | 0.0081 | Not recorded | 68fa6a761e209131cea284e3 | | ComboGAN | 0.0081 | Not recorded | 68fa6a761e209131cea284e3 | | DGGAN | 0.0081 | Not recorded | 69df1bc17d0172140ec7bb46 | | ComboGAN | 0.0081 | Not recorded | 69df1bc17d0172140ec7bb46 | | StarGAN | 0.0083 | Not recorded | 68fa6a761e209131cea284e3 | | StarGAN | 0.0083 | Not recorded | 69df1bc17d0172140ec7bb46 | | SUGAN | 0.0087 | Not recorded | 68fa6a761e209131cea284e3 | | SUGAN | 0.0087 | Not recorded | 69df1bc17d0172140ec7bb46 | ### TLEQ-HyperGAN MAE: 0.0062. Result ID: 69df602e47f34ce924c88f1d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Param.(M)":"6.09"}. This record does not assert independent reproduction. ### EQ-HyperGAN MAE: 0.0064. Result ID: 69df602e47f34ce924c88f1c. [Reporting paper]() Recorded evaluation configuration: {"Param.(M)":"3.08"}. This record does not assert independent reproduction. ### HyperGAN MAE: 0.0067. Result ID: 69df602e47f34ce924c88f1b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Param.(M)":"12.90"}. This record does not assert independent reproduction. ### Hyper-GAN (FS) MAE: 0.007. Result ID: 698e37f9ffc3901de09bbfdd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# of parameters":"22.57M","variant":"FS"}. This record does not assert independent reproduction. ### Hyper-GAN (CIN) MAE: 0.0072. Result ID: 698e37f9ffc3901de09bbfdc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# of parameters":"23.71M","variant":"CIN"}. This record does not assert independent reproduction. ### DGGAN MAE: 0.0081. Result ID: 698e37f9ffc3901de09bbfd9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# of parameters":"58.74M"}. This record does not assert independent reproduction. ### ComboGAN MAE: 0.0081. Result ID: 698e37f9ffc3901de09bbfdb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# of parameters":"71.02M"}. This record does not assert independent reproduction. ### DGGAN MAE: 0.0081. Result ID: 69df602e47f34ce924c88f18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Param.(M)":"58.74"}. This record does not assert independent reproduction. ### ComboGAN MAE: 0.0081. Result ID: 69df602e47f34ce924c88f1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Param.(M)":"71.02"}. This record does not assert independent reproduction. ### StarGAN MAE: 0.0083. Result ID: 698e37f9ffc3901de09bbfd8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# of parameters":"50.72M"}. This record does not assert independent reproduction. ### StarGAN MAE: 0.0083. Result ID: 69df602e47f34ce924c88f17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Param.(M)":"50.72"}. This record does not assert independent reproduction. ### SUGAN MAE: 0.0087. Result ID: 698e37f9ffc3901de09bbfda. [Reporting paper]() Recorded evaluation configuration: {"# of parameters":"82.63M"}. This record does not assert independent reproduction. ### SUGAN MAE: 0.0087. Result ID: 69df602e47f34ce924c88f19. [Reporting paper]() Recorded evaluation configuration: {"Param.(M)":"82.63"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.