# Cross-contrast MR image translation on IXI (test) Source: [Cross-contrast MR image translation on IXI (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:48:56.982Z Evaluation of models performing cross-contrast magnetic resonance (MR) image translation on the test split of the IXI dataset, typically assessed using metrics like 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) | IXI (test) | | Metric | MAE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 17 of 17 | | 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: PERCENT. ## Recorded results | Method | MAE | Result date | Report paper | | --- | --- | --- | --- | | Hyper-GAN | 0.0133 | Not recorded | 68fa6a761e209131cea284e3 | | Hyper-GAN | 0.0135 | Not recorded | 68fa6a761e209131cea284e3 | | Hyper-GAN | 0.0138 | Not recorded | 68fa6a761e209131cea284e3 | | Hyper-GAN | 0.0138 | Not recorded | 68fa6a761e209131cea284e3 | | Hyper-GAN | 0.014 | Not recorded | 68fa6a761e209131cea284e3 | | Hyper-GAN | 0.0141 | Not recorded | 68fa6a761e209131cea284e3 | | Hyper-GAN | 0.0141 | Not recorded | 68fa6a761e209131cea284e3 | | Hyper-GAN | 0.0141 | Not recorded | 68fa6a761e209131cea284e3 | | Hyper-GAN | 0.0144 | Not recorded | 68fa6a761e209131cea284e3 | | Hyper-GAN | 0.0145 | Not recorded | 68fa6a761e209131cea284e3 | | Hyper-GAN | 0.0145 | Not recorded | 68fa6a761e209131cea284e3 | | Hyper-GAN | 0.0154 | Not recorded | 68fa6a761e209131cea284e3 | | ComboGAN | 0.0163 | Not recorded | 68fa6a761e209131cea284e3 | | StarGAN | 0.0174 | Not recorded | 68fa6a761e209131cea284e3 | | CycleGAN | 0.0175 | Not recorded | 68fa6a761e209131cea284e3 | | DGGAN | 0.0175 | Not recorded | 68fa6a761e209131cea284e3 | | SUGAN | 0.0182 | Not recorded | 68fa6a761e209131cea284e3 | ### Hyper-GAN MAE: 0.0133. Result ID: 698e37f9ffc3901de09bbfee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"FS","Ablated version":"Ladv + cyc + id + rec + cla"}. This record does not assert independent reproduction. ### Hyper-GAN MAE: 0.0135. Result ID: 698e37f9ffc3901de09bbfed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"FS","Ablated version":"Ladv + cyc + id + cla"}. This record does not assert independent reproduction. ### Hyper-GAN MAE: 0.0138. Result ID: 698e37f9ffc3901de09bbfe7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"CIN","Ablated version":"Ladv + cyc + id + cla"}. This record does not assert independent reproduction. ### Hyper-GAN MAE: 0.0138. Result ID: 698e37f9ffc3901de09bbfe8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"CIN","Ablated version":"Ladv + cyc + id + rec + cla"}. This record does not assert independent reproduction. ### Hyper-GAN MAE: 0.014. Result ID: 698e37f9ffc3901de09bbfeb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"FS","Ablated version":"Ladv + cyc + rec"}. This record does not assert independent reproduction. ### Hyper-GAN MAE: 0.0141. Result ID: 698e37f9ffc3901de09bbfe4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"CIN","Ablated version":"Ladv + cyc + id"}. This record does not assert independent reproduction. ### Hyper-GAN MAE: 0.0141. Result ID: 698e37f9ffc3901de09bbfea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"FS","Ablated version":"Ladv + cyc + id"}. This record does not assert independent reproduction. ### Hyper-GAN MAE: 0.0141. Result ID: 698e37f9ffc3901de09bbfec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"FS","Ablated version":"Ladv + cyc + cla"}. This record does not assert independent reproduction. ### Hyper-GAN MAE: 0.0144. Result ID: 698e37f9ffc3901de09bbfe5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"CIN","Ablated version":"Ladv + cyc + rec"}. This record does not assert independent reproduction. ### Hyper-GAN MAE: 0.0145. Result ID: 698e37f9ffc3901de09bbfe3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"CIN","Ablated version":"Ladv + cyc"}. This record does not assert independent reproduction. ### Hyper-GAN MAE: 0.0145. Result ID: 698e37f9ffc3901de09bbfe6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"CIN","Ablated version":"Ladv + cyc + cla"}. This record does not assert independent reproduction. ### Hyper-GAN MAE: 0.0154. Result ID: 698e37f9ffc3901de09bbfe9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"FS","Ablated version":"Ladv + cyc"}. This record does not assert independent reproduction. ### ComboGAN MAE: 0.0163. Result ID: 698e37f9ffc3901de09bbfe2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### StarGAN MAE: 0.0174. Result ID: 698e37f9ffc3901de09bbfdf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CycleGAN MAE: 0.0175. Result ID: 698e37f9ffc3901de09bbfde. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DGGAN MAE: 0.0175. Result ID: 698e37f9ffc3901de09bbfe0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SUGAN MAE: 0.0182. Result ID: 698e37f9ffc3901de09bbfe1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.