医学 AI

Is Texture Predictive for Age and Sex in Brain MRI?

Nick Pawlowski, Ben Glocker

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

Comments MIDL 2019 [arXiv:1907.08612]

Automatic Radiology Report Generation based on Multi-view Image Fusion and Medical Concept Enrichment

Jianbo Yuan, Haofu Liao, Rui Luo, Jiebo Luo

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

Journal ref MICCAI 2019

Fully-automated deep learning-powered system for DCE-MRI analysis of brain tumors

Jakub Nalepa, Pablo Ribalta Lorenzo, Michal Marcinkiewicz, Barbara Bobek-Billewicz, Pawel Wawrzyniak, Maksym Walczak, Michal Kawulok, Wojciech Dudzik, Grzegorz Mrukwa, Pawel Ulrych, Michael P. Hayball

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

Comments Submitted for publication in Artificial Intelligence in Medicine

USE-Net: incorporating Squeeze-and-Excitation blocks into U-Net for prostate zonal segmentation of multi-institutional MRI datasets

Leonardo Rundo, Changhee Han, Yudai Nagano, Jin Zhang, Ryuichiro Hataya, Carmelo Militello, Andrea Tangherloni, Marco S. Nobile, Claudio Ferretti, Daniela Besozzi, Maria Carla Gilardi, Salvatore Vitabile, Giancarlo Mauri, Hideki Nakayama, Paolo Cazzaniga

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

Comments 44 pages, 6 figures, Accepted to Neurocomputing, Co-first authors: Leonardo Rundo and Changhee Han

Robust Cochlear Modiolar Axis Detection in CT

Wilhelm Wimmer, Clair Vandersteen, Nicolas Guevara, Marco Caversaccio, Hervé Delingette

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

Comments Accepted for MICCAI 2019

DuDoNet: Dual Domain Network for CT Metal Artifact Reduction

Wei-An Lin, Haofu Liao, Cheng Peng, Xiaohang Sun, Jingdan Zhang, Jiebo Luo, Rama Chellappa, Shaohua Kevin Zhou

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

Automated Segmentation of Hip and Thigh Muscles in Metal Artifact-Contaminated CT using Convolutional Neural Network-Enhanced Normalized Metal Artifact Reduction

Mitsuki Sakamoto, Yuta Hiasa, Yoshito Otake, Masaki Takao, Yuki Suzuki, Nobuhiko Sugano, Yoshinobu Sato

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

Comments 7 pages, 5 figures

A sparse annotation strategy based on attention-guided active learning for 3D medical image segmentation

Zhenxi Zhang, Jie Li, Zhusi Zhong, Zhicheng Jiao, Xinbo Gao

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

Deep Angular Embedding and Feature Correlation Attention for Breast MRI Cancer Analysis

Luyang Luo, Hao Chen, Xi Wang, Qi Dou, Huangjin Lin, Juan Zhou, Gongjie Li, Pheng-Ann Heng

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

Comments Accepted by MICCAI 2019

Automated Segmentation for Hyperdense Middle Cerebral Artery Sign of Acute Ischemic Stroke on Non-Contrast CT Images

Jia You, Philip L. H. Yu, Anderson C. O. Tsang, Eva L. H. Tsui, Pauline P. S. Woo, Gilberto K. K. Leung

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

A 2D dilated residual U-Net for multi-organ segmentation in thoracic CT

Sulaiman Vesal, Nishant Ravikumar, Andreas Maier

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

Comments ISBI-SegTHOR 2019 Challenge

X2CT-GAN: Reconstructing CT from Biplanar X-Rays with Generative Adversarial Networks

Xingde Ying, Heng Guo, Kai Ma, Jian Wu, Zhengxin Weng, Yefeng Zheng

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

Interactive user interface based on Convolutional Auto-encoders for annotating CT-scans

Martin Längkvist, Jonas Widell, Per Thunberg, Amy Loutfi, Mats Lidén

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

Comments 12 pages

Segmentation of Skeletal Muscle in Thigh Dixon MRI Based on Texture Analysis

Rafael Rodrigues, Antonio M. G. Pinheiro

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

CT synthesis from MR images for orthopedic applications in the lower arm using a conditional generative adversarial network

Frank Zijlstra, Koen Willemsen, Mateusz C. Florkow, Ralph J. B. Sakkers, Harrie H. Weinans, Bart C. H. van der Wal, Marijn van Stralen, Peter R. Seevinck

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

Comments This work has been accepted at the SPIE Medical Imaging 2019, Image Processing conference, paper 10949-54

Left Ventricle Segmentation and Volume Estimation on Cardiac MRI using Deep Learning

Ehab Abdelmaguid, Jolene Huang, Sanjay Kenchareddy, Disha Singla, Laura Wilke, Mai H. Nguyen, Ilkay Altintas

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

Comments 42 pages

Lung Structures Enhancement in Chest Radiographs via CT based FCNN Training

Ophir Gozes, Hayit Greenspan

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

Automatically Designing CNN Architectures for Medical Image Segmentation

Aliasghar Mortazi, Ulas Bagci

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

Comments Accepted to Machine Learning in Medical Imaging (MLMI 2018)

Towards Clinical Diagnosis: Automated Stroke Lesion Segmentation on Multimodal MR Image Using Convolutional Neural Network

Zhiyang Liu, Chen Cao, Shuxue Ding, Tong Han, Hong Wu, Sheng Liu

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

Comments submitted to Neuroimage: Clinical

DLTK: State of the Art Reference Implementations for Deep Learning on Medical Images

Nick Pawlowski, Sofia Ira Ktena, Matthew C. H. Lee, Bernhard Kainz, Daniel Rueckert, Ben Glocker, Martin Rajchl

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

Comments Submitted to Medical Imaging Meets NIPS 2017, Code at https://github.com/DLTK/DLTK

Towards CT-quality Ultrasound Imaging using Deep Learning

Sanketh Vedula, Ortal Senouf, Alex M. Bronstein, Oleg V. Michailovich, Michael Zibulevsky

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

Convolutional Neural Networks for Medical Image Analysis: Full Training or Fine Tuning?

Nima Tajbakhsh, Jae Y. Shin, Suryakanth R. Gurudu, R. Todd Hurst, Christopher B. Kendall, Michael B. Gotway, Jianming Liang

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

Journal ref IEEE Transactions on Medical Imaging. 35(5):1299-1312 (2016)

Functional Principal Component Analysis and Randomized Sparse Clustering Algorithm for Medical Image Analysis

Nan Lin, Junhai Jiang, Shicheng Guo, Momiao Xiong

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

Comments 35 pages, 2 figures, 6 tables

How much data is needed to train a medical image deep learning system to achieve necessary high accuracy?

Junghwan Cho, Kyewook Lee, Ellie Shin, Garry Choy, Synho Do

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

Deep Learning for Medical Image Segmentation

Matthew Lai

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

Interleaved Text/Image Deep Mining on a Large-Scale Radiology Database for Automated Image Interpretation

Hoo-Chang Shin, Le Lu, Lauren Kim, Ari Seff, Jianhua Yao, Ronald M. Summers

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

PISCO: Self-Supervised k-Space Regularization for Improved Neural Implicit k-Space Representations of Dynamic MRI

Veronika Spieker, Hannah Eichhorn, Wenqi Huang, Jonathan K. Stelter, Tabita Catalan, Rickmer F. Braren, Daniel Rueckert, Francisco Sahli Costabal, Kerstin Hammernik, Dimitrios C. Karampinos, Claudia Prieto, Julia A. Schnabel

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

Journal ref Medical Image Analysis March 2026

DD-INR: Dynamics-Driven Implicit Neural Representation for Accelerated Whole-Brain Functional MRI Reconstruction

DD-INR: 用于加速全脑功能磁共振成像重建的动力学驱动隐式神经表示

Qiaoxin Li, Caini Pan, Pierre-Antoine Comby, Chaithya Giliyar, Philippe Ciuciu

机构 * MIND, Inria, Palaiseau, France（MIND、Inria、法国帕莱赛欧） ； Neurospin, CEA Paris Saclay, France（Neurospin、CEA巴黎萨克雷、法国） ； CEA NeuroSpin, Paris-Saclay University, CNRS BAOBAB, Gif-sur-Yvette, France（CEA NeuroSpin、巴黎萨克雷大学、CNRS BAOBAB、法国吉夫-sur-伊夫特） 纠错

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

AI总结 提出DD-INR框架，通过将fMRI数据分解为静态背景和动态成分并用隐式神经表示建模动态，实现加速fMRI重建，提升图像质量和激活模式恢复。

Journal ref MICCAI 2026 - 29th International Conference on Medical Image Computing and Computer Assisted Intervention, Sep 2026, Strasbourg, France

RIHA: Report-Image Hierarchical Alignment for Radiology Report Generation

RIHA：报告-图像层次对齐用于放射学报告生成

Yucheng Chen, Yang Yu, Yufei Shi, Conghao Xiong, Xulei Yang, Si Yong Yeo

机构 * Lee Kong Chian School of Medicine, Nanyang Technological University（南洋理工大学李科钦医学院） ； MedVisAI Lab（医学影像人工智能实验室） ； Centre of AI in Medicine, Singapore（新加坡人工智能医学中心） ； Chinese University of Hong Kong, Hong Kong SAR, China（香港中文大学（深圳）） ； Department of Computer Science and Engineering（计算机科学与工程系） 纠错

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

AI总结 本文提出RIHA框架，通过多级对齐提升放射学报告生成的准确性，引入视觉和文本特征金字塔及跨模态对齐模块，实验表明其在自然语言生成和临床效果上优于现有方法。

Comments Accepted by Journal of Biomedical and Health Informatics (JBHI)

ProSona: Prompt-Guided Personalization for Multi-Expert Medical Image Segmentation

Aya Elgebaly, Nikolaos Delopoulos, Juliane Hörner-Rieber, Carolin Rippke, Sebastian Klüter, Luca Boldrini, Lorenzo Placidi, Riccardo Dal Bello, Nicolaus Andratschke, Michael Baumgartl, Claus Belka, Christopher Kurz, Guillaume Landry, Shadi Albarqouni

机构 * University Hospital Bonn（波恩大学医院） ； LMU University Hospital（慕尼黑莱茵河医学院医院） ； University Hospital Düsseldorf（杜伊斯堡大学医院） ； Heidelberg University Hospital（海德堡大学医院） ； Università Cattolica del Sacro Cuore（罗马天主教圣心大学） ； University Hospital Zurich（苏黎世大学医院） ； Bavarian Cancer Research Center (BZKF)（巴伐利亚癌症研究中心） ； DTU Compute（技术大学计算学院） ； Helmholtz AI（海德堡中心人工智能） 纠错

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

Comments 5 pages, 5 figures. Submitted to IEEE International Symposium on Biomedical Imaging (ISBI) 2026