{"id":1201,"date":"2022-09-16T16:14:48","date_gmt":"2022-09-16T14:14:48","guid":{"rendered":"https:\/\/www.mr-physik.med.fau.de\/?page_id=1201"},"modified":"2026-04-30T10:31:19","modified_gmt":"2026-04-30T08:31:19","slug":"zmri-lab-zaiss","status":"publish","type":"page","link":"https:\/\/www.mr-physik.med.fau.de\/en\/lab\/zmri-lab-zaiss\/","title":{"rendered":"zMRI Lab (Zaiss)"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Welcome to the research group Multimodal Imaging in Clinical Research!<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">We always offer exciting Bachelor, Master and PhD topics. If you are interested, please send an email to moritz.zaiss@uk-erlangen.de.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">see current <a href=\"https:\/\/docs.google.com\/document\/d\/1bLZ7M_05ccc-JI9QbXJww62Hq--cpFioejpoJGcIqXk\/\">Potential Projects<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. Metabolic Imaging<\/h3>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<p class=\"wp-block-paragraph\">Chemical exchange saturation transfer (CEST) MRI is a relatively novel MRI technique that is not yet in routine clinical use. CEST is able to provide a spectroscopic and molecular MRI contrast by using proton transfer of endogenous molecules that exchange with the abundant water pool. CEST generates a signal amplification of up to 3 orders of magnitude compared to MR spectroscopy.<br>The best studied effect to date is amide CEST MRI, which originates from backbone amides of endogenous proteins and peptides (3.5 ppm), also known as amide proton transfer-weighted CEST. Amide CEST at ultra-high fields yielded an astonishing spatial coherence with contrast-enhanced (ce) MRI. Glucose CEST allows detection of glucose uptake after injection making natural D-glucose a contrast agent.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<figure class=\"wp-block-image size-large is-style-large has-overlay\"><img decoding=\"async\" src=\"https:\/\/www.mr-physik.med.fau.de\/files\/2022\/03\/amide_cest.png\" alt=\"\" \/><\/figure>\n\n\n\n<p class=\"is-style-small-text wp-block-paragraph\">protein amide CEST MRI<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-style-large has-overlay\"><img decoding=\"async\" src=\"https:\/\/www.mr-physik.med.fau.de\/files\/2022\/03\/glc_cest.png\" alt=\"\" \/><\/figure>\n\n\n\n<p class=\"is-style-small-text wp-block-paragraph\">glucose hydroxyl CEST MRI<\/p>\n<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2. Fast MRI &#8211; snapshot CEST<\/strong><\/h3>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<p class=\"wp-block-paragraph\">Many MRI measurements rely on fast readout of a prepared magnetization state. As preparation takes time and the readout \u2018destroys\u2019 this magnetization state. Such prepared MRI is time demanding.<br>In CEST we also want to acquire many differently prepared CEST images to extract certain peaks or quantitative parameters. Thus, a fast readout after prepration is necessary to reduce overall scan time. My group develops the most extreme case of this fast readouts, which is a single 3D whole brain snapshot after a single preparation. This is possible with accelerated GRE and EPI readouts and provides one of the fastest CEST methods.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<figure class=\"wp-block-image size-large is-style-large has-overlay\"><img decoding=\"async\" src=\"https:\/\/www.mr-physik.med.fau.de\/files\/2022\/03\/snapshotcest.png\" alt=\"\" \/><\/figure>\n\n\n\n<p class=\"is-style-small-text wp-block-paragraph\">Whole-brain snapshot CEST<\/p>\n<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">3. Ultra High Field (UHF) Imaging<\/h3>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<p class=\"wp-block-paragraph\">At UHF the MRI signal is generally higher and also the spectral selectivity increases. Both are especially beneficial for CEST imaging, however, it comes at a cost of stronger field inhomogeneities. My group develops novel methods to mitigate and compensate these field inhomogeneities as well as patient movement during the acquisition. Only after correction reliable high quality spectra and contrast maps can be generated. We work on 7 T and 9.4 T human UHF MRI scanners.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<figure class=\"wp-block-image size-large is-style-large has-overlay\"><img decoding=\"async\" src=\"https:\/\/www.mr-physik.med.fau.de\/files\/2022\/03\/uhf_cest.png\" alt=\"\" \/><\/figure>\n\n\n\n<p class=\"is-style-small-text wp-block-paragraph\">High spectral selectivity\u2026<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-style-large has-overlay\"><img decoding=\"async\" src=\"https:\/\/www.mr-physik.med.fau.de\/files\/2022\/03\/b1corr.jpg\" alt=\"\" \/><\/figure>\n\n\n\n<p class=\"is-style-small-text wp-block-paragraph\">\u2026comes with high B1 responsibility!<\/p>\n<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">4. Self-Learning MRI<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">In January 2018 (9.1.) we asked ourselves:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u201cWhat if MRI sequence programming is just a game that we can win like winning Go using reinforced learning?<br>The rules are the Bloch equations. The sequence is our strategy. The k-space is our feature extraction. And the difference to the correct image is the cost function.\u201d<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">Since then, we experimented to generate a prototype for a self-learning MRI, which works now for simple problems in 2D and low resolution. If we can scale this to high resolution and 3D, a new MRI method development paradigm would be reached. Generating an MR sequence and reconstruction would be solely based on the target provided, which can be a certain MR contrast; but the possibilities for targets are limitless, e.g. quantification, segmentation, as well as contrasts of other imaging modalities.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-style-large has-overlay\"><img decoding=\"async\" src=\"https:\/\/www.mr-physik.med.fau.de\/files\/2022\/03\/mrzero.png\" alt=\"\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">MRzero is an end-to-end MRI optimization, or an autonomous MRI,or a self-learning MRI\u2026<\/p>\n\n\n\n<h1 class=\"wp-block-heading\"><a href=\"https:\/\/www.mr-physik.med.fau.de\/category\/ag-zaiss\/\">News of AG Zaiss<\/a><\/h1>\n\n\n<section class=\"fau-list-item wp-block-fau-elemental-fau-teaser-grid\" id=\"938a13ff-21ac-4356-8589-d8a64c3e15da\" aria-label=\"Content grid\" role=\"region\" data-grid-id=\"938a13ff-21ac-4356-8589-d8a64c3e15da\" data-custom-block-id=\"938a13ff-21ac-4356-8589-d8a64c3e15da\" data-variant=\"post\" data-category=\"0\" data-tags=\"\" data-author=\"0\" data-year=\"0\" data-month=\"0\" data-day=\"0\" data-posts-per-page=\"5\" data-display-style=\"teaser-grid\" data-teaser-layout=\"3m\" data-order-by=\"date\" data-order=\"DESC\" data-heading-level=\"h4\" data-show-pagination=\"false\" data-pagination-type=\"numbers\" data-nonce=\"21834cc561\" data-current-page=\"1\"><ul class=\"fau-teaser-grid teaser-grid layout-3m\" aria-label=\"Content items\" data-variant=\"post\"><li><a class=\"teaser-item-link teaser-item\" href=\"https:\/\/www.mr-physik.med.fau.de\/en\/2026\/08\/13\/neues-paper-a-deep-nonlinear-subspace-modeling-and-reconstruction-for-diffusion-weighted-imaging-using-denoising-auto-encoder\/\"><article class=\"post-teaser\" data-variant=\"post\" data-href=\"https:\/\/www.mr-physik.med.fau.de\/en\/2026\/08\/13\/neues-paper-a-deep-nonlinear-subspace-modeling-and-reconstruction-for-diffusion-weighted-imaging-using-denoising-auto-encoder\/\" tabindex=\"0\" role=\"button\" aria-labelledby=\"teaser-title-4488\"><div class=\"teaser-image-wrapper\"><div class=\"teaser-image\"><img decoding=\"async\" src=\"https:\/\/www.mr-physik.med.fau.de\/files\/2026\/08\/paper_Julius-768x577.jpg\" class=\"attachment-medium_large size-medium_large\" alt=\"New Paper: A Deep Nonlinear Subspace Modeling and Reconstruction for Diffusion-Weighted Imaging Using Denoising Auto-Encoder\" loading=\"lazy\" srcset=\"https:\/\/www.mr-physik.med.fau.de\/files\/2026\/08\/paper_Julius-768x577.jpg 768w, https:\/\/www.mr-physik.med.fau.de\/files\/2026\/08\/paper_Julius-300x225.jpg 300w, https:\/\/www.mr-physik.med.fau.de\/files\/2026\/08\/paper_Julius-1024x769.jpg 1024w, https:\/\/www.mr-physik.med.fau.de\/files\/2026\/08\/paper_Julius-1536x1154.jpg 1536w, https:\/\/www.mr-physik.med.fau.de\/files\/2026\/08\/paper_Julius-2048x1539.jpg 2048w\" \/><\/div><div class=\"teaser-meta\"><time datetime=\"2026-08-13 14:02:15\"><span class=\"date-day\">13<\/span><span class=\"date-month-year\">AUG 2026<\/span><\/time><\/div><\/div><div class=\"teaser-content-wrapper\"><div class=\"teaser-content\"><div class=\"content-column\"><span class=\"category\">AG Laun<\/span><h4 class=\"clamp-3\" id=\"teaser-title-4488\">New Paper: A Deep Nonlinear Subspace Modeling and Reconstruction for Diffusion-Weighted Imaging Using Denoising Auto-Encoder<\/h4><div class=\"excerpt clamp-3\"><span class=\"visually-hidden\">Congratulations to\u00a0Julius Glaser\u00a0and his co-authors on the recently published article, &#8220;A Deep Nonlinear Subspace Modeling and Reconstruction for Diffusion-Weighted Imaging Using Denoising Auto-Encoder&#8221;! The study introduces a novel reconstruction method that combines deep learning and biophysical modeling to improve high-resolution diffusion-weighted MRI, particularly at high b-values. Compared with established reconstruction methods, the approach provides stronger [&hellip;]<\/span><span aria-hidden=\"true\">Congratulations to\u00a0Julius Glaser\u00a0and his co-authors on the recently published article, &#8220;A Deep Nonlinear Subspace Modeling and Reconstruction for Diffusion-Weighted Imaging Using Denoising Auto-Encoder&#8221;! The study introduces a novel reconstruction method that combines deep learning and biophysical modeling to improve high-resolution diffusion-weighted MRI, particularly at high b-values. Compared with established reconstruction methods, the approach provides stronger [&hellip;]<\/span><\/div><\/div><div class=\"button-teaser\"><span class=\"wp-block-button__link\"><span class=\"screen-reader-text\">Read more about New Paper: A Deep Nonlinear Subspace Modeling and Reconstruction for Diffusion-Weighted Imaging Using Denoising Auto-Encoder<\/span><\/span><\/div><\/div><\/div><\/article><\/a><\/li><li><a class=\"teaser-item-link teaser-item\" href=\"https:\/\/www.mr-physik.med.fau.de\/en\/2026\/08\/13\/time-efficient-interleaved-spin-density-weighted-and-inversion-recovery-23na-mri-of-the-human-calf-muscle-at-7-t\/\"><article class=\"post-teaser\" data-variant=\"post\" data-href=\"https:\/\/www.mr-physik.med.fau.de\/en\/2026\/08\/13\/time-efficient-interleaved-spin-density-weighted-and-inversion-recovery-23na-mri-of-the-human-calf-muscle-at-7-t\/\" tabindex=\"0\" role=\"button\" aria-labelledby=\"teaser-title-4480\"><div class=\"teaser-image-wrapper\"><div class=\"teaser-image\"><img decoding=\"async\" src=\"https:\/\/www.mr-physik.med.fau.de\/files\/2026\/08\/paper_Wilferth-e1786621656368-768x446.jpg\" class=\"attachment-medium_large size-medium_large\" alt=\"New Paper: Time-Efficient Interleaved Spin Density-Weighted and Inversion Recovery\u00a023Na MRI of the Human Calf Muscle at 7\u2009T\" loading=\"lazy\" srcset=\"https:\/\/www.mr-physik.med.fau.de\/files\/2026\/08\/paper_Wilferth-e1786621656368-768x446.jpg 768w, https:\/\/www.mr-physik.med.fau.de\/files\/2026\/08\/paper_Wilferth-e1786621656368-300x174.jpg 300w, https:\/\/www.mr-physik.med.fau.de\/files\/2026\/08\/paper_Wilferth-e1786621656368-1024x594.jpg 1024w, https:\/\/www.mr-physik.med.fau.de\/files\/2026\/08\/paper_Wilferth-e1786621656368.jpg 1528w\" \/><\/div><div class=\"teaser-meta\"><time datetime=\"2026-08-13 13:51:33\"><span class=\"date-day\">13<\/span><span class=\"date-month-year\">AUG 2026<\/span><\/time><\/div><\/div><div class=\"teaser-content-wrapper\"><div class=\"teaser-content\"><div class=\"content-column\"><span class=\"category\">AG Nagel<\/span><h4 class=\"clamp-3\" id=\"teaser-title-4480\">New Paper: Time-Efficient Interleaved Spin Density-Weighted and Inversion Recovery\u00a023Na MRI of the Human Calf Muscle at 7\u2009T<\/h4><div class=\"excerpt clamp-3\"><span class=\"visually-hidden\">Congratulations to Tobias Wilferth, Fiona Meyer and their co-authors on the recently published article &#8220;Time-Efficient Interleaved Spin Density-Weighted and Inversion Recovery\u00a023Na MRI of the Human Calf Muscle at 7\u2009T&#8221;! The study presents a time-efficient interleaved ^23Na MRI sequence that enables the acquisition of both spin density-weighted and inversion recovery contrasts within a single measurement. At [&hellip;]<\/span><span aria-hidden=\"true\">Congratulations to Tobias Wilferth, Fiona Meyer and their co-authors on the recently published article &#8220;Time-Efficient Interleaved Spin Density-Weighted and Inversion Recovery\u00a023Na MRI of the Human Calf Muscle at 7\u2009T&#8221;! The study presents a time-efficient interleaved ^23Na MRI sequence that enables the acquisition of both spin density-weighted and inversion recovery contrasts within a single measurement. At [&hellip;]<\/span><\/div><\/div><div class=\"button-teaser\"><span class=\"wp-block-button__link\"><span class=\"screen-reader-text\">Read more about New Paper: Time-Efficient Interleaved Spin Density-Weighted and Inversion Recovery\u00a023Na MRI of the Human Calf Muscle at 7\u2009T<\/span><\/span><\/div><\/div><\/div><\/article><\/a><\/li><li><a class=\"teaser-item-link teaser-item\" href=\"https:\/\/www.mr-physik.med.fau.de\/en\/2026\/08\/13\/neues-paper-t1-weighting-in-steady-state-flash-mri-diffusion-is-not-only-supportive-but-mandatory-for-the-contrast\/\"><article class=\"post-teaser\" data-variant=\"post\" data-href=\"https:\/\/www.mr-physik.med.fau.de\/en\/2026\/08\/13\/neues-paper-t1-weighting-in-steady-state-flash-mri-diffusion-is-not-only-supportive-but-mandatory-for-the-contrast\/\" tabindex=\"0\" role=\"button\" aria-labelledby=\"teaser-title-4471\"><div class=\"teaser-image-wrapper\"><div class=\"teaser-image\"><img decoding=\"async\" src=\"https:\/\/www.mr-physik.med.fau.de\/files\/2026\/08\/paper_Simon-e1786623221949-768x400.jpg\" class=\"attachment-medium_large size-medium_large\" alt=\"New Paper: T1-weighting in Steady-State FLASH MRI\u2013Diffusion Is Not Only Supportive but Mandatory for the Contrast\" loading=\"lazy\" srcset=\"https:\/\/www.mr-physik.med.fau.de\/files\/2026\/08\/paper_Simon-e1786623221949-768x400.jpg 768w, https:\/\/www.mr-physik.med.fau.de\/files\/2026\/08\/paper_Simon-e1786623221949-300x156.jpg 300w, https:\/\/www.mr-physik.med.fau.de\/files\/2026\/08\/paper_Simon-e1786623221949-1024x534.jpg 1024w, https:\/\/www.mr-physik.med.fau.de\/files\/2026\/08\/paper_Simon-e1786623221949-1536x801.jpg 1536w, https:\/\/www.mr-physik.med.fau.de\/files\/2026\/08\/paper_Simon-e1786623221949-2048x1068.jpg 2048w\" \/><\/div><div class=\"teaser-meta\"><time datetime=\"2026-08-13 13:22:35\"><span class=\"date-day\">13<\/span><span class=\"date-month-year\">AUG 2026<\/span><\/time><\/div><\/div><div class=\"teaser-content-wrapper\"><div class=\"teaser-content\"><div class=\"content-column\"><span class=\"category\">AG Zaiss<\/span><h4 class=\"clamp-3\" id=\"teaser-title-4471\">New Paper: T1-weighting in Steady-State FLASH MRI\u2013Diffusion Is Not Only Supportive but Mandatory for the Contrast<\/h4><div class=\"excerpt clamp-3\"><span class=\"visually-hidden\">Congratulations to Simon Weinm\u00fcller and his co-authors on their recently published article, &#8220;T1-weighting in Steady-State FLASH MRI\u2013Diffusion Is Not Only Supportive but Mandatory for the Contrast&#8221;! The study shows that diffusion plays a crucial role in achieving realistic T1-weighted contrast in FLASH MRI, particularly in tissues with long T2 relaxation times such as CSF. Accounting [&hellip;]<\/span><span aria-hidden=\"true\">Congratulations to Simon Weinm\u00fcller and his co-authors on their recently published article, &#8220;T1-weighting in Steady-State FLASH MRI\u2013Diffusion Is Not Only Supportive but Mandatory for the Contrast&#8221;! The study shows that diffusion plays a crucial role in achieving realistic T1-weighted contrast in FLASH MRI, particularly in tissues with long T2 relaxation times such as CSF. Accounting [&hellip;]<\/span><\/div><\/div><div class=\"button-teaser\"><span class=\"wp-block-button__link\"><span class=\"screen-reader-text\">Read more about New Paper: T1-weighting in Steady-State FLASH MRI\u2013Diffusion Is Not Only Supportive but Mandatory for the Contrast<\/span><\/span><\/div><\/div><\/div><\/article><\/a><\/li><li><a class=\"teaser-item-link teaser-item\" href=\"https:\/\/www.mr-physik.med.fau.de\/en\/2026\/08\/13\/neues-paper-quantification-of-the-tissue-sodium-concentration-in-the-human-calf-at-7t-with-reduced-acquisition-time-influence-of-the-nominal-spatial-resolution\/\"><article class=\"post-teaser\" data-variant=\"post\" data-href=\"https:\/\/www.mr-physik.med.fau.de\/en\/2026\/08\/13\/neues-paper-quantification-of-the-tissue-sodium-concentration-in-the-human-calf-at-7t-with-reduced-acquisition-time-influence-of-the-nominal-spatial-resolution\/\" tabindex=\"0\" role=\"button\" aria-labelledby=\"teaser-title-4459\"><div class=\"teaser-image-wrapper\"><div class=\"teaser-image\"><img decoding=\"async\" src=\"https:\/\/www.mr-physik.med.fau.de\/files\/2026\/08\/GraphicalAbstract_Hoehn-768x432.png\" class=\"attachment-medium_large size-medium_large\" alt=\"New Paper: Quantification of the Tissue Sodium Concentration in the Human Calf at 7T With Reduced Acquisition Time: Influence of the Nominal Spatial Resolution\" loading=\"lazy\" srcset=\"https:\/\/www.mr-physik.med.fau.de\/files\/2026\/08\/GraphicalAbstract_Hoehn-768x432.png 768w, https:\/\/www.mr-physik.med.fau.de\/files\/2026\/08\/GraphicalAbstract_Hoehn-300x169.png 300w, https:\/\/www.mr-physik.med.fau.de\/files\/2026\/08\/GraphicalAbstract_Hoehn-1024x576.png 1024w, https:\/\/www.mr-physik.med.fau.de\/files\/2026\/08\/GraphicalAbstract_Hoehn.png 1280w\" \/><\/div><div class=\"teaser-meta\"><time datetime=\"2026-08-13 10:45:24\"><span class=\"date-day\">13<\/span><span class=\"date-month-year\">AUG 2026<\/span><\/time><\/div><\/div><div class=\"teaser-content-wrapper\"><div class=\"teaser-content\"><div class=\"content-column\"><span class=\"category\">AG Nagel<\/span><h4 class=\"clamp-3\" id=\"teaser-title-4459\">New Paper: Quantification of the Tissue Sodium Concentration in the Human Calf at 7T With Reduced Acquisition Time: Influence of the Nominal Spatial Resolution<\/h4><div class=\"excerpt clamp-3\"><span class=\"visually-hidden\">Congratulations to Jordan M. H\u00f6hn and his co-authors on their recently published article, &#8220;Quantification of the Tissue Sodium Concentration in the Human Calf at 7T With Reduced Acquisition Time: Influence of the Nominal Spatial Resolution&#8221;! Their study demonstrates that low-resolution sodium MRI measurements of the calf muscles at 7 Tesla can be substantially accelerated by [&hellip;]<\/span><span aria-hidden=\"true\">Congratulations to Jordan M. H\u00f6hn and his co-authors on their recently published article, &#8220;Quantification of the Tissue Sodium Concentration in the Human Calf at 7T With Reduced Acquisition Time: Influence of the Nominal Spatial Resolution&#8221;! Their study demonstrates that low-resolution sodium MRI measurements of the calf muscles at 7 Tesla can be substantially accelerated by [&hellip;]<\/span><\/div><\/div><div class=\"button-teaser\"><span class=\"wp-block-button__link\"><span class=\"screen-reader-text\">Read more about New Paper: Quantification of the Tissue Sodium Concentration in the Human Calf at 7T With Reduced Acquisition Time: Influence of the Nominal Spatial Resolution<\/span><\/span><\/div><\/div><\/div><\/article><\/a><\/li><li><a class=\"teaser-item-link teaser-item\" href=\"https:\/\/www.mr-physik.med.fau.de\/en\/2026\/04\/23\/agent4mr-autoresearch\/\"><article class=\"post-teaser\" data-variant=\"post\" data-href=\"https:\/\/www.mr-physik.med.fau.de\/en\/2026\/04\/23\/agent4mr-autoresearch\/\" tabindex=\"0\" role=\"button\" aria-labelledby=\"teaser-title-4200\"><div class=\"teaser-image-wrapper\"><div class=\"teaser-image\"><img decoding=\"async\" src=\"https:\/\/www.mr-physik.med.fau.de\/files\/2026\/04\/thumbnail-1-e1776929665225.png\" class=\"attachment-medium_large size-medium_large\" alt=\"MR physicist\u2019s last exam pt.II \u2013 Agent4MR &amp; MR autoresearch\" loading=\"lazy\" srcset=\"https:\/\/www.mr-physik.med.fau.de\/files\/2026\/04\/thumbnail-1-e1776929665225.png 518w, https:\/\/www.mr-physik.med.fau.de\/files\/2026\/04\/thumbnail-1-e1776929665225-300x259.png 300w, https:\/\/www.mr-physik.med.fau.de\/files\/2026\/04\/thumbnail-1-e1776929665225-60x52.png 60w\" \/><\/div><div class=\"teaser-meta\"><time datetime=\"2026-04-23 11:53:48\"><span class=\"date-day\">23<\/span><span class=\"date-month-year\">APR 2026<\/span><\/time><\/div><\/div><div class=\"teaser-content-wrapper\"><div class=\"teaser-content\"><div class=\"content-column\"><span class=\"category\">Allgemein<\/span><h4 class=\"clamp-3\" id=\"teaser-title-4200\">MR physicist\u2019s last exam pt.II \u2013 Agent4MR &amp; MR autoresearch<\/h4><div class=\"excerpt clamp-3\"><span class=\"visually-hidden\">About a year ago, we showed that LLMs can write MRI pulse sequence code when given the right context (our earlier&nbsp;GPT4MR and LLM4MR&nbsp;work). The results were promising but fragile. The models could produce code that compiled and ran, and was often correct, but sometimes the sequences still had physics errors &#8212; wrong echo times, malformed [&hellip;]<\/span><span aria-hidden=\"true\">About a year ago, we showed that LLMs can write MRI pulse sequence code when given the right context (our earlier&nbsp;GPT4MR and LLM4MR&nbsp;work). The results were promising but fragile. The models could produce code that compiled and ran, and was often correct, but sometimes the sequences still had physics errors &#8212; wrong echo times, malformed [&hellip;]<\/span><\/div><\/div><div class=\"button-teaser\"><span class=\"wp-block-button__link\"><span class=\"screen-reader-text\">Read more about MR physicist\u2019s last exam pt.II \u2013 Agent4MR &amp; MR autoresearch<\/span><\/span><\/div><\/div><\/div><\/article><\/a><\/li><\/ul><\/section>","protected":false},"excerpt":{"rendered":"<p>Welcome to the research group Multimodal Imaging in Clinical Research! We always offer exciting Bachelor, Master and PhD topics. If you are interested, please send an email to moritz.zaiss@uk-erlangen.de. see current Potential Projects 1. Metabolic Imaging Chemical exchange saturation transfer (CEST) MRI is a relatively novel MRI technique that is not yet in routine clinical [&hellip;]<\/p>\n","protected":false},"author":3987,"featured_media":289,"parent":2591,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_rrze_cache":"enabled","_rrze_multilang_single_locale":"en_US","_rrze_multilang_single_source":"https:\/\/www.mr-physik.med.fau.de\/?page_id=20","_faue_teaser_image_id":0,"footnotes":""},"page_category":[50],"page_tag":[],"class_list":["post-1201","page","type-page","status-publish","has-post-thumbnail","hentry","page_category-general","en-US"],"faue_teaser_image_url":"","_links":{"self":[{"href":"https:\/\/www.mr-physik.med.fau.de\/wp-json\/wp\/v2\/pages\/1201","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.mr-physik.med.fau.de\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.mr-physik.med.fau.de\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.mr-physik.med.fau.de\/wp-json\/wp\/v2\/users\/3987"}],"replies":[{"embeddable":true,"href":"https:\/\/www.mr-physik.med.fau.de\/wp-json\/wp\/v2\/comments?post=1201"}],"version-history":[{"count":10,"href":"https:\/\/www.mr-physik.med.fau.de\/wp-json\/wp\/v2\/pages\/1201\/revisions"}],"predecessor-version":[{"id":4341,"href":"https:\/\/www.mr-physik.med.fau.de\/wp-json\/wp\/v2\/pages\/1201\/revisions\/4341"}],"up":[{"embeddable":true,"href":"https:\/\/www.mr-physik.med.fau.de\/wp-json\/wp\/v2\/pages\/2591"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.mr-physik.med.fau.de\/wp-json\/wp\/v2\/media\/289"}],"wp:attachment":[{"href":"https:\/\/www.mr-physik.med.fau.de\/wp-json\/wp\/v2\/media?parent=1201"}],"wp:term":[{"taxonomy":"page_category","embeddable":true,"href":"https:\/\/www.mr-physik.med.fau.de\/wp-json\/wp\/v2\/page_category?post=1201"},{"taxonomy":"page_tag","embeddable":true,"href":"https:\/\/www.mr-physik.med.fau.de\/wp-json\/wp\/v2\/page_tag?post=1201"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}