From 1eb96ee78912bc9d1f8a7a02e9ae6a8d6a94a107 Mon Sep 17 00:00:00 2001 From: Christian Ewert Date: Sun, 12 Apr 2026 19:51:11 +0200 Subject: [PATCH] Add DISCUSseg paper (ewert_2026) --- _data/publications.yml | 12 +++++++++++- static/pub/ewert_2026.bib | 11 +++++++++++ static/pub/ewert_2026.jpg | Bin 0 -> 33070 bytes 3 files changed, 22 insertions(+), 1 deletion(-) create mode 100644 static/pub/ewert_2026.bib create mode 100644 static/pub/ewert_2026.jpg diff --git a/_data/publications.yml b/_data/publications.yml index eac19df..8f290b7 100644 --- a/_data/publications.yml +++ b/_data/publications.yml @@ -31,6 +31,17 @@ # url: 'http://coollab.uni.edu/' # +- id: 'ewert_2026' + authors: '**Ewert C**, **Kügler D**, **Reuter M**' + title: 'Learning-based Segmentation of Diffusion-Weighted MR Images with Arbitrary q-Space Samplings' + journal: '*Imaging Neuroscience*' + type: 'journal' + year: 2026 + image: '/static/pub/ewert_2026.jpg' + bibtex: '/static/pub/ewert_2026.bib' + doi: 10.1162/IMAG.a.1183 + github: 'deep-mi/DISCUSseg' + - id: 'pollak_2026' authors: '**Pollak C**, **Diers K**, **Estrada S.**, **Kügler D**, **Reuter M**' title: 'FastSurfer-CC: A robust, accurate, and comprehensive framework for corpus callosum morphometry' @@ -44,7 +55,6 @@ arxiv: 2511.16471 github: 'deep-MI/FastSurfer' - - id: 'rassmann_2025' authors: '**Rassmann S**, **Kügler D**, **Ewert C**, **Reuter M**' title: 'Regression is all you need for medical image translation' diff --git a/static/pub/ewert_2026.bib b/static/pub/ewert_2026.bib new file mode 100644 index 0000000..0801b22 --- /dev/null +++ b/static/pub/ewert_2026.bib @@ -0,0 +1,11 @@ +@article{10.1162/IMAG.a.1183, + author = {Ewert, Christian and K\"ugler, David and Reuter, Martin}, + title = {Learning-based Segmentation of Diffusion-Weighted MR Images with Arbitrary q-Space Samplings}, + journal = {Imaging Neuroscience}, + abstract = {Segmenting anatomical regions is a crucial step in many diffusion-weighted MRI (dMRI) workflows, such as region-of-interest analysis or anatomically-constrained tractography, which enable in vivo studies of brain microstructure and connectivity. However, convolutional neural networks (CNNs) -- the foundation of most state-of-the-art segmentation models -- require structured inputs with a fixed number of channels. This makes them ill-suited for dMRI, where acquisition protocols vary widely in $q$-space sampling -- the number of measurements as well as their directions (b-vectors) and weightings (b-values) -- resulting in unstructured data with inconsistent dimensionality across studies. As a consequence, the applicability of CNN-based methods is generally limited to the dataset on which they were trained. To address this, existing methods like DeepAnat and DDParcel rely on diffusion model fits, such as the diffusion tensor, to convert raw data into structured representations compatible with CNNs. While this enables broader applicability, it introduces lossy compression that can degrade performance. In this work, we propose a novel method that combines the geometric deep learning-based reconstruction framework DISCUS with the segmentation network VINN to directly map unstructured dMRI data to anatomical segmentations. Our segmentation approach is the first to achieve robust generalization across heterogeneous acquisition schemes using a single neural network without requiring diffusion model fits. Our approach generates the segmentation in minutes, whereas DeepAnat relies on the external FreeSurfer software, which runs for several hours. Additionally, we demonstrate generally superior segmentation performance of our approach across multiple datasets and acquisition settings with respect to DeepAnat, DDParcel, and SynthSeg}, + doi = {10.1162/IMAG.a.1183}, + url = {https://doi.org/10.1162/IMAG.a.1183}, + eprint = {https://direct.mit.edu/imag/article-pdf/doi/10.1162/IMAG.a.1183/2586609/imag.a.1183.pdf}, +} + + diff --git a/static/pub/ewert_2026.jpg b/static/pub/ewert_2026.jpg new file mode 100644 index 0000000000000000000000000000000000000000..e1881cf09080a93a247de2a08a63820e5018b0c7 GIT binary patch literal 33070 zcmbrk1ymf*w=OzZu%JPLLx8{l1A!oe69_iA2M-Q`f#9w|f;$sj2Mz8TEVw&^1$TD~ zm*4-KbI&>J+;!i2?^X9&-PL<_?_E`0yT1MHdYXIs1Hgw!$w~o`kN^Or=L7Jx0FVHn zAS3^CJ{Q#I6Ac3m4HXp)3myFh#!IZ1FR`((v2kz-@o{hoaIvxRN$?3?5fKv;zr-Vb zO+xgVkcgP*pN}A+JimjAhKYuTNrZ!qL-hZ;JhcM|FaUkXAQU7505Sm*3IWnnH-P#d zGtrQq3*bM>3sf|83``VcB&=t-DLw!R1?AaxG&KB|SkIONkdRSO0cZp-2+`>{FVZjkXT(aF-iJfRm0f9(IvaGYMephqnf&Ad{XTcBM)y- 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