# Joint MRI Reconstruction and Super-Resolution on IXI dataset (test) Source: [Joint MRI Reconstruction and Super-Resolution on IXI dataset (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:55:31.314Z Evaluation of joint MRI Reconstruction and Super-Resolution performance on the test split of the IXI 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) | IXI 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: PERCENT. - [NMSE](): Lower is better; unit: PERCENT. ## Recorded results | Method | PSNR | Result date | Report paper | | --- | --- | --- | --- | | T2Net | 29.397 | Not recorded | 68fa6b661e209131cea2e0fc | | T2Net (w/o Htt) | 28.7 | Not recorded | 68fa6b661e209131cea2e0fc | | T2Net | 28.659 | Not recorded | 68fa6b661e209131cea2e0fc | | ADMMNet-Lyu et al. | 28.439 | Not recorded | 68fa6b661e209131cea2e0fc | | MICCAN-Lyu et al. | 28.426 | Not recorded | 68fa6b661e209131cea2e0fc | | T2Net (w/o Rec) | 28.4 | Not recorded | 68fa6b661e209131cea2e0fc | | ADMMNet-MGLRL | 27.541 | Not recorded | 68fa6b661e209131cea2e0fc | | MICCAN-MGLRL | 27.535 | Not recorded | 68fa6b661e209131cea2e0fc | | T2Net (w/o Htt) | 26.692 | Not recorded | 68fa6b661e209131cea2e0fc | | T2Net (w/o Rec) | 25.952 | Not recorded | 68fa6b661e209131cea2e0fc | | MICCAN-Lyu et al. | 21.895 | Not recorded | 68fa6b661e209131cea2e0fc | | MICCAN-MGLRL | 21.696 | Not recorded | 68fa6b661e209131cea2e0fc | | ADMMNet-Lyu et al. | 21.323 | Not recorded | 68fa6b661e209131cea2e0fc | | ADMMNet-MGLRL | 21.111 | Not recorded | 68fa6b661e209131cea2e0fc | ### T2Net PSNR: 29.397. Result ID: 698e87e0ffc3901de09e6687. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Scale":"2x","Acceleration":"6x Cartesian"}. This record does not assert independent reproduction. ### T2Net (w/o Htt) PSNR: 28.7. Result ID: 698e87e0ffc3901de09e6686. [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 PSNR: 28.659. Result ID: 698e87e0ffc3901de09e668e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Scale":"4x","Acceleration":"6x Cartesian"}. This record does not assert independent reproduction. ### ADMMNet-Lyu et al. PSNR: 28.439. Result ID: 698e87e0ffc3901de09e6682. [Reporting paper]() Recorded evaluation configuration: {"Scale":"2x","Acceleration":"6x Cartesian"}. This record does not assert independent reproduction. ### MICCAN-Lyu et al. PSNR: 28.426. Result ID: 698e87e0ffc3901de09e6684. [Reporting paper]() Recorded evaluation configuration: {"Scale":"2x","Acceleration":"6x Cartesian"}. This record does not assert independent reproduction. ### T2Net (w/o Rec) PSNR: 28.4. Result ID: 698e87e0ffc3901de09e6685. [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. ### ADMMNet-MGLRL PSNR: 27.541. Result ID: 698e87e0ffc3901de09e6681. [Reporting paper]() Recorded evaluation configuration: {"Scale":"2x","Acceleration":"6x Cartesian"}. This record does not assert independent reproduction. ### MICCAN-MGLRL PSNR: 27.535. Result ID: 698e87e0ffc3901de09e6683. [Reporting paper]() Recorded evaluation configuration: {"Scale":"2x","Acceleration":"6x Cartesian"}. This record does not assert independent reproduction. ### T2Net (w/o Htt) PSNR: 26.692. Result ID: 698e87e0ffc3901de09e668d. [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 Rec) PSNR: 25.952. Result ID: 698e87e0ffc3901de09e668c. [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: 21.895. Result ID: 698e87e0ffc3901de09e668b. [Reporting paper]() Recorded evaluation configuration: {"Scale":"4x","Acceleration":"6x Cartesian"}. This record does not assert independent reproduction. ### MICCAN-MGLRL PSNR: 21.696. Result ID: 698e87e0ffc3901de09e668a. [Reporting paper]() Recorded evaluation configuration: {"Scale":"4x","Acceleration":"6x Cartesian"}. This record does not assert independent reproduction. ### ADMMNet-Lyu et al. PSNR: 21.323. Result ID: 698e87e0ffc3901de09e6689. [Reporting paper]() Recorded evaluation configuration: {"Scale":"4x","Acceleration":"6x Cartesian"}. This record does not assert independent reproduction. ### ADMMNet-MGLRL PSNR: 21.111. Result ID: 698e87e0ffc3901de09e6688. [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.