医学 AI

SeLIP: Similarity Enhanced Contrastive Language Image Pretraining for Multi-modal Head MRI

Zhiyang Liu, Dong Yang, Minghao Zhang, Hanyu Sun, Hong Wu, Huiying Wang, Wen Shen, Chao Chai, Shuang Xia

机构 * College of Electronic Information and Optical Engineering, Nankai University（南开大学电子信息与光学工程学院） ； Tianjin Key Laboratory of Optoelectronic Sensor and Sensing Network Technology（天津市光电传感器与传感网络技术重点实验室） ； Tianjin First Central Hospital, School of Medicine, Nankai University（南开大学医学院附属天津市第一中心医院） 纠错

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

Dynamically evolving segment anything model with continuous learning for medical image segmentation

Zhaori Liu, Mengyang Li, Hu Han, Enli Zhang, Shiguang Shan, Zhiming Zhao

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

Argus: Benchmarking and Enhancing Vision-Language Models for 3D Radiology Report Generation

Che Liu, Zhongwei Wan, Yuqi Wang, Hui Shen, Haozhe Wang, Kangyu Zheng, Mi Zhang, Rossella Arcucci

机构 * Imperial College London（帝国理工学院） ； The Ohio State University（俄亥俄州立大学） ； University of Hong Kong（香港大学） ； Hong Kong University of Science and Technology（香港科技大学） 纠错

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

Exploring scalable medical image encoders beyond text supervision

Fernando Pérez-García, Harshita Sharma, Sam Bond-Taylor, Kenza Bouzid, Valentina Salvatelli, Maximilian Ilse, Shruthi Bannur, Daniel C. Castro, Anton Schwaighofer, Matthew P. Lungren, Maria Teodora Wetscherek, Noel Codella, Stephanie L. Hyland, Javier Alvarez-Valle, Ozan Oktay

机构 * Health Futures, Microsoft Research（微软研究院健康未来部门） ； Microsoft Health and Life Sciences（微软健康与生命科学部门） ； Department of Radiology, University of Cambridge（剑桥大学放射学系） ； Cambridge University Hospitals NHS Foundation Trust（剑桥大学医院NHS基金会信托） ； Microsoft Azure AI（微软Azure人工智能部门） 纠错

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

Journal ref Nature Machine Intelligence (2025)

Adapting Foundation Models for Few-Shot Medical Image Segmentation: Actively and Sequentially

Jingyun Yang, Guoqing Zhang, Jingge Wang, Yang Li

机构 * Tsinghua Shenzhen International Graduate School, Tsinghua University（清华大学深圳国际研究生院，清华大学） 纠错

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

Bigger Isn't Always Better: Towards a General Prior for Medical Image Reconstruction

Lukas Glaszner, Martin Zach

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

Comments To appear in the German Conference on Pattern Recognition proceedings. Code available at https://github.com/VLOGroup/bigger-isnt-always-better

DiffBoost: Enhancing Medical Image Segmentation via Text-Guided Diffusion Model

Zheyuan Zhang, Lanhong Yao, Bin Wang, Debesh Jha, Gorkem Durak, Elif Keles, Alpay Medetalibeyoglu, Ulas Bagci

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

Comments Accepted by IEEE TRANSACTIONS ON MEDICAL IMAGING

MRNet: Multifaceted Resilient Networks for Medical Image-to-Image Translation

Hyojeong Lee, Youngwan Jo, Inpyo Hong, Sanghyun Park

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

Comments This work has been submitted to the IEEE for possible publication

Abnormality-Driven Representation Learning for Radiology Imaging

Marta Ligero, Tim Lenz, Georg Wölflein, Omar S. M. El Nahhas, Daniel Truhn, Jakob Nikolas Kather

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

Exploring Adult Glioma through MRI: A Review of Publicly Available Datasets to Guide Efficient Image Analysis

Meryem Abbad Andaloussi, Raphael Maser, Frank Hertel, François Lamoline, Andreas Dominik Husch

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

Comments Typos corrected and reference 51 added

AI-Generated Annotations Dataset for Diverse Cancer Radiology Collections in NCI Image Data Commons

Gowtham Krishnan Murugesan, Diana McCrumb, Mariam Aboian, Tej Verma, Rahul Soni, Fatima Memon, Keyvan Farahani, Linmin Pei, Ulrike Wagner, Andrey Y. Fedorov, David Clunie, Stephen Moore, Jeff Van Oss

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

Comments 24 pages; 20 figures

PMT: Progressive Mean Teacher via Exploring Temporal Consistency for Semi-Supervised Medical Image Segmentation

Ning Gao, Sanping Zhou, Le Wang, Nanning Zheng

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

Comments Accepted by ECCV2024

Multi-Conditioned Denoising Diffusion Probabilistic Model (mDDPM) for Medical Image Synthesis

Arjun Krishna, Ge Wang, Klaus Mueller

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

Segment anything model 2: an application to 2D and 3D medical images

Haoyu Dong, Hanxue Gu, Yaqian Chen, Jichen Yang, Yuwen Chen, Maciej A. Mazurowski

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

Comments 20 pages, 13 figures. Codes are available at https://github.com/mazurowski-lab/segment-anything2-medical-evaluation

Persistence Image from 3D Medical Image: Superpixel and Optimized Gaussian Coefficient

Yanfan Zhu, Yash Singh, Khaled Younis, Shunxing Bao, Yuankai Huo

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

AnatoMask: Enhancing Medical Image Segmentation with Reconstruction-guided Self-masking

Yuheng Li, Tianyu Luan, Yizhou Wu, Shaoyan Pan, Yenho Chen, Xiaofeng Yang

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

Comments Accepted at ECCV 2024

Anatomy-guided Pathology Segmentation

Alexander Jaus, Constantin Seibold, Simon Reiß, Lukas Heine, Anton Schily, Moon Kim, Fin Hendrik Bahnsen, Ken Herrmann, Rainer Stiefelhagen, Jens Kleesiek

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

Multimodal Learning and Cognitive Processes in Radiology: MedGaze for Chest X-ray Scanpath Prediction

Akash Awasthi, Ngan Le, Zhigang Deng, Rishi Agrawal, Carol C. Wu, Hien Van Nguyen

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

Comments Submitted to the Journal

All-In-One Medical Image Restoration via Task-Adaptive Routing

Zhiwen Yang, Haowei Chen, Ziniu Qian, Yang Yi, Hui Zhang, Dan Zhao, Bingzheng Wei, Yan Xu

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

Comments This article has been early accepted by MICCAI 2024

HemSeg-200: A Voxel-Annotated Dataset for Intracerebral Hemorrhages Segmentation in Brain CT Scans

Changwei Song, Qing Zhao, Jianqiang Li, Xin Yue, Ruoyun Gao, Zhaoxuan Wang, An Gao, Guanghui Fu

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

Weakly supervised alignment and registration of MR-CT for cervical cancer radiotherapy

Jjahao Zhang, Yin Gu, Deyu Sun, Yuhua Gao, Ming Gao, Ming Cui, Teng Zhang, He Ma

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

Automated classification of multi-parametric body MRI series

Boah Kim, Tejas Sudharshan Mathai, Kimberly Helm, Ronald M. Summers

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

SR4ZCT: Self-supervised Through-plane Resolution Enhancement for CT Images with Arbitrary Resolution and Overlap

Jiayang Shi, Daniel M. Pelt, K. Joost Batenburg

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

Comments MLMI2023

Multimodal Information Interaction for Medical Image Segmentation

Xinxin Fan, Lin Liu, Haoran Zhang

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

A review of deep learning-based information fusion techniques for multimodal medical image classification

Yihao Li, Mostafa El Habib Daho, Pierre-Henri Conze, Rachid Zeghlache, Hugo Le Boité, Ramin Tadayoni, Béatrice Cochener, Mathieu Lamard, Gwenolé Quellec

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

CopilotCAD: Empowering Radiologists with Report Completion Models and Quantitative Evidence from Medical Image Foundation Models

Sheng Wang, Tianming Du, Katherine Fischer, Gregory E Tasian, Justin Ziemba, Joanie M Garratt, Hersh Sagreiya, Yong Fan

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

Med3DInsight: Enhancing 3D Medical Image Understanding with 2D Multi-Modal Large Language Models

Qiuhui Chen, Huping Ye, Yi Hong

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

Intensive Vision-guided Network for Radiology Report Generation

Fudan Zheng, Mengfei Li, Ying Wang, Weijiang Yu, Ruixuan Wang, Zhiguang Chen, Nong Xiao, Yutong Lu

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

Comments Accepted by Physics in Medicine & Biology

UAE: Universal Anatomical Embedding on Multi-modality Medical Images

Xiaoyu Bai, Fan Bai, Xiaofei Huo, Jia Ge, Jingjing Lu, Xianghua Ye, Ke Yan, Yong Xia

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

Self-Sampling Meta SAM: Enhancing Few-shot Medical Image Segmentation with Meta-Learning

Yiming Zhang, Tianang Leng, Kun Han, Xiaohui Xie

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