# Joint MRI Reconstruction and Super-Resolution on clinical dataset (test) Source: [Joint MRI Reconstruction and Super-Resolution on clinical dataset (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:55:31.329Z Evaluation of joint MRI Reconstruction and Super-Resolution performance on the test split of the clinical dataset, typically measured using PSNR, SSIM, and NMSE. 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 | Joint MRI Reconstruction and Super-Resolution | | Dataset (including any stated split) | clinical dataset (test) | | Metric | PSNR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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: SCALAR. - [NMSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | PSNR | Result date | Report paper | | --- | --- | --- | --- | | T2Net | 30.4 | Not recorded | 68fa6b661e209131cea2e0fc | | T2Net | 30.252 | Not recorded | 68fa6b661e209131cea2e0fc | | T2Net (w/o Htt) | 29.528 | Not recorded | 68fa6b661e209131cea2e0fc | | T2Net (w/o Htt) | 29.51 | Not recorded | 68fa6b661e209131cea2e0fc | | T2Net (w/o Rec) | 28.932 | Not recorded | 68fa6b661e209131cea2e0fc | | MICCAN-Lyu et al. | 28.839 | Not recorded | 68fa6b661e209131cea2e0fc | | MICCAN-MGLRL | 28.781 | Not recorded | 68fa6b661e209131cea2e0fc | | ADMMNet-Lyu et al. | 28.75 | Not recorded | 68fa6b661e209131cea2e0fc | | T2Net (w/o Rec) | 28.601 | Not recorded | 68fa6b661e209131cea2e0fc | | MICCAN-Lyu et al. | 27.7 | Not recorded | 68fa6b661e209131cea2e0fc | | ADMMNet-Lyu et al. | 27.539 | Not recorded | 68fa6b661e209131cea2e0fc | | ADMMNet-MGLRL | 27.031 | Not recorded | 68fa6b661e209131cea2e0fc | | MICCAN-MGLRL | 26.197 | Not recorded | 68fa6b661e209131cea2e0fc | | ADMMNet-MGLRL | 26.169 | Not recorded | 68fa6b661e209131cea2e0fc | ### T2Net PSNR: 30.4. Result ID: 698e87e0ffc3901de09e6695. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Scale":"2x","Acceleration":"6x Cartesian"}. This record does not assert independent reproduction. ### T2Net PSNR: 30.252. Result ID: 698e87e0ffc3901de09e669c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Scale":"4x","Acceleration":"6x Cartesian"}. This record does not assert independent reproduction. ### T2Net (w/o Htt) PSNR: 29.528. Result ID: 698e87e0ffc3901de09e669b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Scale":"4x","Acceleration":"6x Cartesian","Ablation":"Without Htt module"}. This record does not assert independent reproduction. ### T2Net (w/o Htt) PSNR: 29.51. Result ID: 698e87e0ffc3901de09e6694. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Scale":"2x","Acceleration":"6x Cartesian","Ablation":"Without Htt module"}. This record does not assert independent reproduction. ### T2Net (w/o Rec) PSNR: 28.932. Result ID: 698e87e0ffc3901de09e6693. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Scale":"2x","Acceleration":"6x Cartesian","Ablation":"Without Reconstruction branch"}. This record does not assert independent reproduction. ### MICCAN-Lyu et al. PSNR: 28.839. Result ID: 698e87e0ffc3901de09e6692. [Reporting paper]() Recorded evaluation configuration: {"Scale":"2x","Acceleration":"6x Cartesian"}. This record does not assert independent reproduction. ### MICCAN-MGLRL PSNR: 28.781. Result ID: 698e87e0ffc3901de09e6691. [Reporting paper]() Recorded evaluation configuration: {"Scale":"2x","Acceleration":"6x Cartesian"}. This record does not assert independent reproduction. ### ADMMNet-Lyu et al. PSNR: 28.75. Result ID: 698e87e0ffc3901de09e6690. [Reporting paper]() Recorded evaluation configuration: {"Scale":"2x","Acceleration":"6x Cartesian"}. This record does not assert independent reproduction. ### T2Net (w/o Rec) PSNR: 28.601. Result ID: 698e87e0ffc3901de09e669a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Scale":"4x","Acceleration":"6x Cartesian","Ablation":"Without Reconstruction branch"}. This record does not assert independent reproduction. ### MICCAN-Lyu et al. PSNR: 27.7. Result ID: 698e87e0ffc3901de09e6699. [Reporting paper]() Recorded evaluation configuration: {"Scale":"4x","Acceleration":"6x Cartesian"}. This record does not assert independent reproduction. ### ADMMNet-Lyu et al. PSNR: 27.539. Result ID: 698e87e0ffc3901de09e6697. [Reporting paper]() Recorded evaluation configuration: {"Scale":"4x","Acceleration":"6x Cartesian"}. This record does not assert independent reproduction. ### ADMMNet-MGLRL PSNR: 27.031. Result ID: 698e87e0ffc3901de09e668f. [Reporting paper]() Recorded evaluation configuration: {"Scale":"2x","Acceleration":"6x Cartesian"}. This record does not assert independent reproduction. ### MICCAN-MGLRL PSNR: 26.197. Result ID: 698e87e0ffc3901de09e6698. [Reporting paper]() Recorded evaluation configuration: {"Scale":"4x","Acceleration":"6x Cartesian"}. This record does not assert independent reproduction. ### ADMMNet-MGLRL PSNR: 26.169. Result ID: 698e87e0ffc3901de09e6696. [Reporting paper]() Recorded evaluation configuration: {"Scale":"4x","Acceleration":"6x Cartesian"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.