Robust machine learning segmentation for large-scale analysis of heterogeneous clinical brain MRI datasets

5 September 2022

Juan Eugenio Iglesias

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Papers citing "Robust machine learning segmentation for large-scale analysis of heterogeneous clinical brain MRI datasets"

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Title
Point Cloud-based Grasping for Soft Hand Exoskeleton Chen Hu Enrica Tricomi Eojin Rho Daekyum Kim L. Masia Shan Luo Letizia Gionfrida 36 0 0 04 Apr 2025
MultiMorph: On-demand Atlas Construction S. M. Abulnaga Andrew Hoopes Neel Dey Malte Hoffmann Marianne Rakic B. Fischl John Guttag Adrian V. Dalca 36 0 0 31 Mar 2025
TractCloud-FOV: Deep Learning-based Robust Tractography Parcellation in Diffusion MRI with Incomplete Field of View Yuqian Chen L. Zekelman Yui Lo Suheyla Cetin Karayumak Tengfei Xue Yogesh Rathi N. Makris Fan Zhang Weidong Cai L. O’Donnell 36 2 0 28 Feb 2025
Maximizing domain generalization in fetal brain tissue segmentation: the role of synthetic data generation, intensity clustering and real image fine-tuning Vladyslav Zalevskyi Thomas Sanchez Margaux Roulet Hélène Lajous Jordina Aviles Verdera Jana Hutter Hamza Kebiri Meritxell Bach Cuadra OOD 46 1 0 11 Nov 2024
Towards General Text-guided Image Synthesis for Customized Multimodal Brain MRI Generation Yulin Wang Honglin Xiong Kaicong Sun Shuwei Bai Ling Dai Zhongxiang Ding Jiameng Liu Qian Wang Qian Liu Dinggang Shen MedIm DiffM 34 1 0 25 Sep 2024
Recon-all-clinical: Cortical surface reconstruction and analysis of heterogeneous clinical brain MRI Karthik Gopinath Douglas N. Greve C. Magdamo Steve Arnold Sudeshna Das O. Puonti Juan Eugenio Iglesias 21 1 0 05 Sep 2024
Impact of Initialization on Intra-subject Pediatric Brain MR Image Registration: A Comparative Analysis between SyN ANTs and Deep Learning-Based Approaches Andjela Dimitrijevic V. Noblet B. Leener 25 0 0 28 Jun 2024
Deep learning-based brain segmentation model performance validation with clinical radiotherapy CT Selena I Huisman M. Maspero M. Philippens Joost Verhoeff Szabolcs David OOD 22 1 0 25 Jun 2024
MRISegmentator-Abdomen: A Fully Automated Multi-Organ and Structure Segmentation Tool for T1-weighted Abdominal MRI Zhuang Yan T. Mathai Pritam Mukherjee Brandon Khoury Boah Kim Benjamin Hou N. Rabbee Abhinav Suri Ronald M. Summers 36 9 0 09 May 2024
Interactive Manipulation and Visualization of 3D Brain MRI for Surgical Training Siddharth Jha Zichen Gui Benjamin Delbos Richard Moreau A. Lelevé Irene Cheng 18 1 0 24 Mar 2024
Opportunities and challenges in the application of large artificial intelligence models in radiology Liangrui Pan Zhenyu Zhao Ying Lu Kewei Tang Liyong Fu Qingchun Liang Shaoliang Peng LM&MA MedIm AI4CE 39 5 0 24 Mar 2024
SYNCS: Synthetic Data and Contrastive Self-Supervised Training for Central Sulcus Segmentation Vladyslav Zalevskyi Kristoffer Hougaard Madsen 18 0 0 22 Mar 2024
Improving cross-domain brain tissue segmentation in fetal MRI with synthetic data Vladyslav Zalevskyi Thomas Sanchez Margaux Roulet Jordina Aviles Verddera Jana Hutter Hamza Kebiri Meritxell Bach Cuadra 37 3 0 22 Mar 2024
Boosting Skull-Stripping Performance for Pediatric Brain Images William Kelley Nathan Ngo Adrian V. Dalca Bruce Fischl Lilla Zöllei Malte Hoffmann 19 6 0 26 Feb 2024
SE(3)-Equivariant and Noise-Invariant 3D Rigid Motion Tracking in Brain MRI Benjamin Billot Neel Dey Daniel Moyer M. Hoffmann Esra Abaci Turk B. Gagoski Ellen Grant Polina Golland 3DPC 23 6 0 21 Dec 2023
Brain-ID: Learning Contrast-agnostic Anatomical Representations for Brain Imaging Peirong Liu O. Puonti Xiaoling Hu Daniel C. Alexander Juan Eugenio Iglesias MedIm OOD 34 7 0 28 Nov 2023
USLR: an open-source tool for unbiased and smooth longitudinal registration of brain MR Adrià Casamitjana R. Sala-Llonch Karim Lekadir Juan Eugenio Iglesias 11 1 0 14 Nov 2023
A 3D generative model of pathological multi-modal MR images and segmentations Virginia Fernandez W. H. Pinaya Pedro Borges M. Graham Tom Kamiel Magda Vercauteren M. Jorge Cardoso MedIm 18 6 0 08 Nov 2023
A comprehensive survey on deep active learning in medical image analysis Haoran Wang Q. Jin Shiman Li Siyu Liu Manning Wang Zhijian Song VLM 46 22 0 22 Oct 2023
Comprehensive analysis of synthetic learning applied to neonatal brain MRI segmentation R. Valabregue F. Girka A. Pron F. Rousseau G. Auzias 34 6 0 11 Sep 2023
FastSurfer-HypVINN: Automated sub-segmentation of the hypothalamus and adjacent structures on high-resolutional brain MRI Santiago Estrada David Kügler Emad Bahrami Pengda Xu Dilshad Mousa M. Breteler N. Aziz M. Reuter 12 8 0 24 Aug 2023
Brain MRI Segmentation using Template-Based Training and Visual Perception Augmentation F. Yeh 17 1 0 04 Aug 2023
AnyStar: Domain randomized universal star-convex 3D instance segmentation Neel Dey S. M. Abulnaga Benjamin Billot Esra Abaci Turk P. E. Grant Adrian V. Dalca Polina Golland MedIm 33 10 0 13 Jul 2023
One Model to Unite Them All: Personalized Federated Learning of Multi-Contrast MRI Synthesis Onat Dalmaz Muhammad Usama Mirza Gokberk Elmas Muzaffer Özbey S. Dar Emir Ceyani Salman Avestimehr Tolga cCukur MedIm 28 39 0 13 Jul 2022