医学 AI

CT Super-resolution GAN Constrained by the Identical, Residual, and Cycle Learning Ensemble(GAN-CIRCLE)

Chenyu You, Guang Li, Yi Zhang, Xiaoliu Zhang, Hongming Shan, Shenghong Ju, Zhen Zhao, Zhuiyang Zhang, Wenxiang Cong, Michael W. Vannier, Punam K. Saha, Ge Wang

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

Journal ref IEEE Transactions on Medical Imaging 2019

Iterative annotation to ease neural network training: Specialized machine learning in medical image analysis

Brendon Lutnick, Brandon Ginley, Darshana Govind, Sean D. McGarry, Peter S. LaViolette, Rabi Yacoub, Sanjay Jain, John E. Tomaszewski, Kuang-Yu Jen, Pinaki Sarder

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

Comments 15 pages, 7 figures, 2 supplemental figures (on the last page)

Journal ref Nature Machine Intelligence 1.2 (2019): 112

MITK-ModelFit: A generic open-source framework for model fits and their exploration in medical imaging -- design, implementation and application on the example of DCE-MRI

Charlotte Debus, Ralf Floca, Michael Ingrisch, Ina Kompan, Klaus Maier-Hein, Amir Abdollahi, Marco Nolden

专题命中 医学影像 ：MRI(title,abstract)；medical image(abstract)；CT(abstract)

Comments 31 pages, 11 figures URL: http://mitk.org/wiki/MITK-ModelFit

Journal ref BMC bioninformatics 2019

A Tour of Unsupervised Deep Learning for Medical Image Analysis

Khalid Raza, Nripendra Kumar Singh

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

Comments 29 pages, 6 figures, 8 tables

Super-resolution MRI through Deep Learning

Qing Lyu, Chenyu You, Hongming Shan, Ge Wang

专题命中 医学影像 ：MRI(title,abstract)；CT(abstract)；diagnosis(abstract)

Efficient and Accurate Abnormality Mining from Radiology Reports with Customized False Positive Reduction

Nithya Attaluri, Ahmed Nasir, Carolynne Powe, Harold Racz, Ben Covington, Li Yao, Jordan Prosky, Eric Poblenz, Tobi Olatunji, Kevin Lyman

专题命中 医学影像 ：radiology(title,abstract)；medical image(abstract)；CT(abstract)

Unsupervised learning for cross-domain medical image synthesis using deformation invariant cycle consistency networks

Chengjia Wang, Gillian Macnaught, Giorgos Papanastasiou, Tom MacGillivray, David Newby

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

Medical Image Watermarking using 2D-DWT with Enhanced security and capacity

Ali Sharifara, Amir Ghaderi

专题命中 医学影像 ：medical image(title,abstract)；MRI(abstract)；diagnosis(abstract)

MedMambaLite: Hardware-Aware Mamba for Medical Image Classification

MedMambaLite：用于医学图像分类的硬件感知Mamba

Romina Aalishah, Mozhgan Navardi, Tinoosh Mohsenin

机构 * Department of Electrical and Computer Engineering（电气与计算机工程系） 纠错

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

AI总结 针对医学图像分类在边缘设备上因模型大小和计算能力受限的问题，通过知识蒸馏优化基于Mamba的MedMambaLite模型，使其更轻更快，在数据集上准确率高，参数减少，能量效率提升。

Comments 21st IEEE Biomedical Circuits and Systems Conference (BioCAS) 2025

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

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

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