医学 AI

From 100,000+ images to winning the first brain MRI foundation model challenges: Sharing lessons and models

从10万张图像到赢得首个脑部MRI基础模型挑战：分享经验与模型

Pedro M. Gordaliza, Jaume Banus, Benoît Gérin, Maxence Wynen, Nataliia Molchanova, Jonas Richiardi, Meritxell Bach Cuadra

专题命中 医学影像 ：MRI(title,abstract)；medical image(abstract)；分类 cs.CV、cs.LG

AI总结 本文提出了一种结合解剖学先验和神经影像知识的U-Net CNN架构，在3D脑部MRI挑战中取得领先，模型训练速度快且体积小。

Comments Work presented at the SSL3D Challenge (1st place, ResEnc-L track) and FOMO Challenge (1st place, Methods track) on Brain MRI Foundation Models at MICCAI 2025

Transformers in Medicine: Improving Vision-Language Alignment for Medical Image Captioning

Yogesh Thakku Suresh, Vishwajeet Shivaji Hogale, Luca-Alexandru Zamfira, Anandavardhana Hegde

专题命中 医学影像 ：medical image(title,abstract)；MRI(abstract)；分类 cs.CV、eess.IV；diagnosis(comments)

Comments This work is to appear in the Proceedings of MICAD 2025, the 6th International Conference on Medical Imaging and Computer-Aided Diagnosis

VoxelPrompt: A Vision Agent for End-to-End Medical Image Analysis

Andrew Hoopes, Neel Dey, Victor Ion Butoi, John V. Guttag, Adrian V. Dalca

机构 * Massachusetts Institute of Technology（麻省理工学院） ； Massachusetts General Hospital（麻省总医院） ； Harvard Medical School（哈佛医学院） 纠错

专题命中 医学影像 ：medical image(title,abstract)；biomedical(abstract)；分类 cs.CV、eess.IV

Comments 22 pages, vision-language agent, medical image analysis, neuroimage foundation model

MRISegmentator-Abdomen: A Fully Automated Multi-Organ and Structure Segmentation Tool for T1-weighted Abdominal MRI

Yan Zhuang, Tejas Sudharshan Mathai, Pritam Mukherjee, Brandon Khoury, Boah Kim, Benjamin Hou, Nusrat Rabbee, Abhinav Suri, Ronald M. Summers

机构 * Radiology and Imaging Sciences（放射学与影像科学） ； National Institutes of Health Clinical Center（国家卫生研究院临床中心） ； Walter Reed National Military Medical Center（沃尔特·里德国家军事医学中心） ； Biostatistics and Clinical Epidemiology Services（生物统计与临床流行病学服务） 纠错

专题命中 医学影像 ：MRI(title,abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV；radiology(journal_ref)

Comments We made the segmentation model publicly available

Journal ref Radiology 2025; 315(1):e24197

Recurrent Inference Machine for Medical Image Registration

Yi Zhang, Yidong Zhao, Hui Xue, Peter Kellman, Stefan Klein, Qian Tao

机构 * Delft University of Technology（代尔夫特理工大学） ； Microsoft Research（微软研究院） ； National Institutes of Health（美国国立卫生研究院） ； Erasmus University Medical Center（埃因霍温医学院） 纠错

专题命中 医学影像 ：medical image(title,abstract)；MRI(abstract)；分类 cs.CV、eess.IV

Comments Preprint version. Accepted by Medical Image Analysis

Structure-Accurate Medical Image Translation via Dynamic Frequency Balance and Knowledge Guidance

Jiahua Xu, Dawei Zhou, Lei Hu, Zaiyi Liu, Nannan Wang, Xinbo Gao

机构 * Xidian University（西安电子科技大学） ； Guangdong Provincial People’s Hospital（广东省人民医院） ； Chongqing University of Posts and Telecommunications（重庆邮电大学） 纠错

专题命中 医学影像 ：medical image(title,abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

Comments Medical image translation, Diffusion model, 16 pages

OmniMamba4D: Spatio-temporal Mamba for longitudinal CT lesion segmentation

Justin Namuk Kim, Yiqiao Liu, Rajath Soans, Keith Persson, Sarah Halek, Michal Tomaszewski, Jianda Yuan, Gregory Goldmacher, Antong Chen

专题命中 医学影像 ：CT(title,abstract)；medical image(abstract)；分类 cs.CV、eess.IV；biomedical(comments)

Comments Accepted at IEEE International Symposium on Biomedical Imaging (ISBI) 2025

Generalizable and Explainable Deep Learning for Medical Image Computing: An Overview

Ahmad Chaddad, Yan Hu, Yihang Wu, Binbin Wen, Reem Kateb

机构 * School of Artificial Intelligence, Guilin University of Electronic Technology（桂林电子科技大学人工智能学院） ； École de Technologie Supérieure (ETS)（高等技术学院） ； College of Computer Science and Engineering, Taibah University（塔伊布大学计算机科学与工程学院） ； College of Computer Science and Engineering, Jeddah University（吉达大学计算机科学与工程学院） 纠错

专题命中 医学影像 ：medical image(title,abstract)；biomedical(abstract,comments)；分类 cs.CV、cs.LG

Comments Published in Current Opinion in Biomedical Engineering

Deep Perceptual Enhancement for Medical Image Analysis

S M A Sharif, Rizwan Ali Naqvi, Mithun Biswas, Woong-Kee Loh

机构 * rigel-IT（里格尔信息技术公司） ； Sejong University（世宗大学） ； Gachon University（嘉泉大学） 纠错

专题命中 医学影像 ：medical image(title,abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV；biomedical(comments)

Comments IEEE Journal of Biomedical and Health Informatics, 2022

Demographic Predictability in 3D CT Foundation Embeddings

Guangyao Zheng, Michael A. Jacobs, Vishwa S. Parekh

专题命中 医学影像 ：CT(title,abstract)；healthcare AI(abstract)；分类 cs.CV、cs.LG；radiology(comments)

Comments submitted to Radiology Cardiothoracic Imaging

Automated Spinal MRI Labelling from Reports Using a Large Language Model

Robin Y. Park, Rhydian Windsor, Amir Jamaludin, Andrew Zisserman

专题命中 医学影像 ：MRI(title,abstract)；radiology(abstract)；分类 cs.CV、eess.IV；medical image(comments)

Comments Accepted to Medical Image Computing and Computer Assisted Intervention (MICCAI 2024, Spotlight). 11 pages plus appendix

Journal ref vol 15005, 2024, pp 101-111

CTARR: A fast and robust method for identifying anatomical regions on CT images via atlas registration

Thomas Buddenkotte, Roland Opfer, Julia Krüger, Alessa Hering, Mireia Crispin-Ortuzar

专题命中 医学影像 ：CT(title,abstract)；medical image(abstract)；分类 cs.CV、cs.LG；biomedical(journal_ref)

Journal ref Machine.Learning.for.Biomedical.Imaging. 2 (2024)

Simultaneous Tri-Modal Medical Image Fusion and Super-Resolution using Conditional Diffusion Model

Yushen Xu, Xiaosong Li, Yuchan Jie, Haishu Tan

专题命中 医学影像 ：medical image(title,abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

Comments Accepted by MICCAI 2024

Journal ref International Conference on Medical Image Computing and Computer-Assisted Intervention. Cham: Springer Nature Switzerland, 2024: 635-645

FetMRQC: a robust quality control system for multi-centric fetal brain MRI

Thomas Sanchez, Oscar Esteban, Yvan Gomez, Alexandre Pron, Mériam Koob, Vincent Dunet, Nadine Girard, Andras Jakab, Elisenda Eixarch, Guillaume Auzias, Meritxell Bach Cuadra

专题命中 医学影像 ：MRI(title,abstract)；diagnosis(abstract)；分类 cs.LG、eess.IV；medical image(comments)

Comments 24 pages, 10 Figures. Accepted for publication at Medical Image Analysis

Location-based Radiology Report-Guided Semi-supervised Learning for Prostate Cancer Detection

Alex Chen, Nathan Lay, Stephanie Harmon, Kutsev Ozyoruk, Enis Yilmaz, Brad J. Wood, Peter A. Pinto, Peter L. Choyke, Baris Turkbey

专题命中 医学影像 ：radiology(title,abstract)；MRI(abstract)；分类 cs.CV、cs.LG；biomedical(comments)

Comments 4 page paper accepted to IEEE International Symposium on Biomedical Imaging (ISBI 2024)

MrRegNet: Multi-resolution Mask Guided Convolutional Neural Network for Medical Image Registration with Large Deformations

Ruizhe Li, Grazziela Figueredo, Dorothee Auer, Christian Wagner, Xin Chen

专题命中 医学影像 ：medical image(title)；MRI(abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

Comments Accepted for publication at IEEE International Symposium on Biomedical Imaging (ISBI) 2024

Paired Diffusion: Generation of related, synthetic PET-CT-Segmentation scans using Linked Denoising Diffusion Probabilistic Models

Rowan Bradbury, Katherine A. Vallis, Bartlomiej W. Papiez

专题命中 医学影像 ：CT(title,abstract)；biomedical(abstract,comments)；分类 cs.CV、eess.IV

Comments to be published in IEEE International Symposium on Biomedical Imaging 2024

Segment Anything Model for Medical Image Analysis: an Experimental Study

Maciej A. Mazurowski, Haoyu Dong, Hanxue Gu, Jichen Yang, Nicholas Konz, Yixin Zhang

专题命中 医学影像 ：medical image(title,abstract)；MRI(abstract)；分类 cs.CV、cs.LG

Comments Link to our code: https://github.com/mazurowski-lab/segment-anything-medical-evaluation

Journal ref Medical Image Analysis, 102918 (2023)

Make-A-Volume: Leveraging Latent Diffusion Models for Cross-Modality 3D Brain MRI Synthesis

Lingting Zhu, Zeyue Xue, Zhenchao Jin, Xian Liu, Jingzhen He, Ziwei Liu, Lequan Yu

专题命中 医学影像 ：MRI(title,abstract)；medical image(abstract,comments)；分类 cs.CV、eess.IV

Comments Accepted by International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2023). 10 pages, 4 figures

Attention Mechanisms in Medical Image Segmentation: A Survey

Yutong Xie, Bing Yang, Qingbiao Guan, Jianpeng Zhang, Qi Wu, Yong Xia

专题命中 医学影像 ：medical image(title,abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

Comments Submitted to Medical Image Analysis, survey paper, 34 pages, over 300 references

SynthSeg: Segmentation of brain MRI scans of any contrast and resolution without retraining

Benjamin Billot, Douglas N. Greve, Oula Puonti, Axel Thielscher, Koen Van Leemput, Bruce Fischl, Adrian V. Dalca, Juan Eugenio Iglesias

专题命中 医学影像 ：MRI(title,abstract)；CT(abstract)；分类 cs.CV、eess.IV；medical image(journal_ref)

Journal ref Medical Image Analysis (83), May 2023, pp 102789

WORD: A large scale dataset, benchmark and clinical applicable study for abdominal organ segmentation from CT image

Xiangde Luo, Wenjun Liao, Jianghong Xiao, Jieneng Chen, Tao Song, Xiaofan Zhang, Kang Li, Dimitris N. Metaxas, Guotai Wang, Shaoting Zhang

专题命中 医学影像 ：CT(title,abstract)；medical image(abstract,comments)；分类 cs.CV、eess.IV

Comments Accepted to Medical Image Analysis, dataset at: https://github.com/HiLab-git/WORD (we corrected the results or description in this version.)

The role of noise in denoising models for anomaly detection in medical images

Antanas Kascenas, Pedro Sanchez, Patrick Schrempf, Chaoyang Wang, William Clackett, Shadia S. Mikhael, Jeremy P. Voisey, Keith Goatman, Alexander Weir, Nicolas Pugeault, Sotirios A. Tsaftaris, Alison Q. O'Neil

专题命中 医学影像 ：medical image(title,comments)；MRI(abstract)；CT(abstract)；分类 cs.CV、eess.IV

Comments Submitted to Medical Image Analysis special issue for MIDL 2022

InDuDoNet+: A Deep Unfolding Dual Domain Network for Metal Artifact Reduction in CT Images

Hong Wang, Yuexiang Li, Haimiao Zhang, Deyu Meng, Yefeng Zheng

专题命中 医学影像 ：CT(title,abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV；medical image(journal_ref)

Journal ref Medical Image Analysis 2022

Label Propagation for 3D Carotid Vessel Wall Segmentation and Atherosclerosis Diagnosis

Shishuai Hu, Zehui Liao, Yong Xia

专题命中 医学影像 ：diagnosis(title,abstract)；medical image(abstract)；分类 cs.CV、eess.IV

Comments Technical report. Solution to CarOtid vessel wall SegMentation and atherosclerOsis diagnosiS challenge (COSMOS 2022)

Lung nodules segmentation from CT with DeepHealth toolkit

Hafiza Ayesha Hoor Chaudhry, Riccardo Renzulli, Daniele Perlo, Francesca Santinelli, Stefano Tibaldi, Carmen Cristiano, Marco Grosso, Attilio Fiandrotti, Maurizio Lucenteforte, Davide Cavagnino

专题命中 医学影像 ：CT(title)；medical image(abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

Comments Workshop ICIAP 2021 - Deep-Learning and High Performance Computing to Boost Biomedical Applications

Recent advances and clinical applications of deep learning in medical image analysis

Xuxin Chen, Ximin Wang, Ke Zhang, Kar-Ming Fung, Theresa C. Thai, Kathleen Moore, Robert S. Mannel, Hong Liu, Bin Zheng, Yuchen Qiu

专题命中 医学影像 ：medical image(title,abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

Comments To appear in the journal Medical Image Analysis. The registration section was revised

Towards Super-Resolution CEST MRI for Visualization of Small Structures

Lukas Folle, Katharian Tkotz, Fasil Gadjimuradov, Lorenz Kapsner, Moritz Fabian, Sebastian Bickelhaupt, David Simon, Arnd Kleyer, Gerhard Krönke, Moritz Zaiß, Armin Nagel, Andreas Maier

专题命中 医学影像 ：MRI(title,abstract)；CT(abstract)；分类 cs.CV、eess.IV；medical image(journal_ref)

Journal ref Proceedings, German Workshop on Medical Image Computing (2022) 210-215

Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through Self-Supervision With Supervoxels

Stine Hansen, Srishti Gautam, Robert Jenssen, Michael Kampffmeyer

专题命中 医学影像 ：medical image(title,abstract)；MRI(abstract)；分类 cs.CV、eess.IV

Comments Accepted in Medical Image Analysis

Boundary-aware Context Neural Network for Medical Image Segmentation

Ruxin Wang, Shuyuan Chen, Chaojie Ji, Jianping Fan, Ye Li

专题命中 医学影像 ：medical image(title,abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

Journal ref Medical Image Analysis, 2022