# MRI Reconstruction on FastMRI-brain open-world Uniform 1D sampling 8x acceleration Source: [MRI Reconstruction on FastMRI-brain open-world Uniform 1D sampling 8x acceleration]() Collection index: [llms.txt]() Data updated: 2026-03-17T08:10:12.816Z Evaluation of MRI Reconstruction performance on the FastMRI brain dataset using open-world Uniform 1D sampling at 8x acceleration, typically measured using PSNR, SSIM, and LPIPS. 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 | MRI Reconstruction | | Dataset (including any stated split) | FastMRI-brain open-world Uniform 1D sampling 8x acceleration | | Metric | PSNR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 5 of 5 | | 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. - [LPIPS](): Lower is better; unit: SCALAR. ## Recorded results | Method | PSNR | Result date | Report paper | | --- | --- | --- | --- | | BiasRecon | 28.4 | Not recorded | 69b8e00c0636e5bf4afbea46 | | DDS | 27.23 | Not recorded | 69b8e00c0636e5bf4afbea46 | | MoDL | 27.08 | Not recorded | 69b8e00c0636e5bf4afbea46 | | ConvDecoder | 26.27 | Not recorded | 69b8e00c0636e5bf4afbea46 | | TV | 25.71 | Not recorded | 69b8e00c0636e5bf4afbea46 | ### BiasRecon PSNR: 28.4. Result ID: 69b90c3147f34ce924a16c9f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Pattern":"Uniform 1D","Acceleration":"8x"}. This record does not assert independent reproduction. ### DDS PSNR: 27.23. Result ID: 69b90c3147f34ce924a16c9e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Pattern":"Uniform 1D","Acceleration":"8x"}. This record does not assert independent reproduction. ### MoDL PSNR: 27.08. Result ID: 69b90c3147f34ce924a16c9d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Pattern":"Uniform 1D","Acceleration":"8x"}. This record does not assert independent reproduction. ### ConvDecoder PSNR: 26.27. Result ID: 69b90c3147f34ce924a16c9c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Pattern":"Uniform 1D","Acceleration":"8x"}. This record does not assert independent reproduction. ### TV PSNR: 25.71. Result ID: 69b90c3147f34ce924a16c9b. [Reporting paper]() Recorded evaluation configuration: {"Sampling Pattern":"Uniform 1D","Acceleration":"8x"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.