医学 AI

Harnessing The Power of Attention For Patch-Based Biomedical Image Classification

Gousia Habib, Shaima Qureshi, Malik ishfaq

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

Journal ref 2025

A Novel Multi-branch ConvNeXt Architecture for Identifying Subtle Pathological Features in CT Scans

Irash Perera, Uthayasanker Thayasivam

机构 * Department of Computer Science and Engineering（计算机科学与工程系） ； University of Moratuwa（莫塔瓦大学） 纠错

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

Comments Source Code : https://github.com/Irash-Perera/MedNeXt-Branch

ReXGroundingCT: A 3D Chest CT Dataset for Segmentation of Findings from Free-Text Reports

Mohammed Baharoon, Luyang Luo, Michael Moritz, Abhinav Kumar, Sung Eun Kim, Xiaoman Zhang, Miao Zhu, Mahmoud Hussain Alabbad, Maha Sbayel Alhazmi, Neel P. Mistry, Lucas Bijnens, Kent Ryan Kleinschmidt, Brady Chrisler, Sathvik Suryadevara, Sri Sai Dinesh Jaliparthi, Noah Michael Prudlo, Mark David Marino, Jeremy Palacio, Rithvik Akula, Di Zhou, Hong-Yu Zhou, Ibrahim Ethem Hamamci, Scott J. Adams, Hassan Rayhan AlOmaish, Pranav Rajpurkar

机构 * Department of Biomedical Informatics, Harvard Medical School（哈佛医学院生物医学信息学系） ； SSM Health, St. Louis, MO（SSM健康系统，圣路易斯，密苏里州） ； Saint Louis University School of Medicine（圣路易斯大学医学院） ； Icahn School of Medicine at Mount Sinai（西奈山医院伊坎医学院） ； National Strategic Technology Research Institute, Seoul National University Hospital（首尔国立大学医院国家战略技术研究机构） ； Brigham and Women’s Hospital（布里金和妇女医院） ； Chest Radiology Division, Medical Imaging Department, King Abdullah Specialized Children’s Hospital（国王阿卜杜勒阿齐兹特殊儿童医院放射科，医学成像部门） ； King Abdulaziz Medical City, Ministry of National Guard Health Affairs（国王阿卜杜勒阿齐兹医疗城，国民卫队卫生事务部） 纠错

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

Efficient Large-Deformation Medical Image Registration via Recurrent Dynamic Correlation

Tianran Li, Marius Staring, Yuchuan Qiao

机构 * Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University（脑启发智能科学与技术研究院，复旦大学） ； Department of Radiology, Leiden University Medical Center（放射科，莱顿大学医学中心） 纠错

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

Multitask Multimodal Self-Supervised Learning for Medical Images

Cristian Simionescu

机构 * Department of Computer Science（计算机科学系） ； "Alexandru Ioan Cuza" University（阿莱克桑德鲁·伊奥安·库扎大学） 纠错

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

RWKV-UNet: Improving UNet with Long-Range Cooperation for Effective Medical Image Segmentation

Juntao Jiang, Jiangning Zhang, Weixuan Liu, Muxuan Gao, Xiaobin Hu, Zhucun Xue, Yong Liu, Shuicheng Yan

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

Dynamic-Aware Spatio-temporal Representation Learning for Dynamic MRI Reconstruction

Dayoung Baik, Jaejun Yoo

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

Comments MICCAI2025

Projection Embedded Diffusion Bridge for CT Reconstruction from Incomplete Data

Yuang Wang, Pengfei Jin, Siyeop Yoon, Matthew Tivnan, Shaoyang Zhang, Li Zhang, Quanzheng Li, Zhiqiang Chen, Dufan Wu

机构 * The Department of Engineering Physics, Tsinghua University（清华大学工程物理系） ； Center for Advanced Medical Computing and Analysis, Massachusetts General Hospital and Harvard Medical School（麻省总医院和哈佛医学院高级医学计算与分析中心） ； Department of Radiology, The Ohio State University（俄亥俄州立大学放射科） 纠错

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

Comments 53 pages, 7 figures, submitted to Medical Image Analysis

iPac: Incorporating Intra-image Patch Context into Graph Neural Networks for Medical Image Classification

Usama Zidan, Mohamed Gaber, Mohammed M. Abdelsamea

机构 * Nuffield Department of Surgical Sciences, University of Oxford, UK（牛津大学外科科学系） ； School of Computing and Digital Technology, Birmingham City University, UK（伯明翰城市大学计算与数字技术学院） ； Department of Computer Science, University of Exeter, UK（埃克塞特大学计算机科学系） 纠错

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

Comments Accepted for publication in the proceedings of ICONIP 2025

CURVETE: Curriculum Learning and Progressive Self-supervised Training for Medical Image Classification

Asmaa Abbas, Mohamed Gaber, Mohammed M. Abdelsamea

机构 * Birmingham City University（伯明翰城市大学） ； University of Exeter（埃克塞特大学） 纠错

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

Comments Accepted for publication in the proceedings of ICONIP 2025

Zero-Shot Multi-modal Large Language Model v.s. Supervised Deep Learning: A Comparative Study on CT-Based Intracranial Hemorrhage Subtyping

Yinuo Wang, Yue Zeng, Kai Chen, Cai Meng, Chao Pan, Zhouping Tang

机构 * Image Processing Center, Beihang University（北京航空航天大学图像处理中心） ； School of Mechanical Engineering and Automation, Beihang University（北京航空航天大学机械工程与自动化学院） ； Department of Neurology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology（华中科技大学同济医学院神经内科，同济医院） 纠错

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

Scanner-Agnostic MRI Harmonization via SSIM-Guided Disentanglement

Luca Caldera, Lara Cavinato, Francesca Ieva

机构 * MOX, Department of Mathematics Politecnico di Milano（MOX数学系，米兰理工大学） 纠错

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

Zero Echo Time Functional MRI in Humans

Ali Caglar Ozen, Shuai Liu, Serhat Ilbey, Michael Bock, Uzay Emir, Yen-Yu Ian Shih

专题命中 医学影像 ：MRI(title,abstract)；分类 q-bio

Comments 20 pages, 8 figures

Process Reward Models for Sentence-Level Verification of LVLM Radiology Reports

Alois Thomas, Maya Varma, Jean-Benoit Delbrouck, Curtis P. Langlotz

机构 * AIMI Center Stanford University（AIMI中心 斯坦福大学） 纠错

专题命中 医学影像 ：radiology(title,abstract)

Technical assessment of a novel vertical CT system for upright radiotherapy simulation and treatment planning

Jordan M. Slagowski, Yuhao Yan, Jessica R. Miller, John W. Hayes, Carson A. Hoffman, Minglei Kang, Carri K. Glide-Hurst

专题命中 医学影像 ：CT(title,abstract)

LoMix: Learnable Weighted Multi-Scale Logits Mixing for Medical Image Segmentation

Md Mostafijur Rahman, Radu Marculescu

机构 * Department of Electrical and Computer Engineering（电气与计算机工程系） ； The University of Texas at Austin（德克萨斯大学奥斯汀分校） 纠错

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

Comments 25 pages, 13 figures, NeurIPS 2025 accepted paper

Fast Voxel-Wise Kinetic Modeling in Dynamic PET using a Physics-Informed CycleGAN

Christian Salomonsen, Samuel Kuttner, Michael Kampffmeyer, Robert Jenssen, Kristoffer Wickstrøm, Jong Chul Ye, Elisabeth Wetzer

机构 * UiT The Arctic University of Norway（UiT极地大学） ； University Hospital of North Norway（北挪威大学医院） ； Norwegian Computing Center（挪威计算中心） ； Univ. of Copenhagen（哥本哈根大学） ； Korea Advanced Institute of Science and Technology（韩国科学技术院） 纠错

专题命中 医学影像 ：MRI(abstract)；diagnosis(abstract)；分类 cs.CV、q-bio

Comments 5 pages, 1 figure. Pre-review preprint. Submitted to MedEurIPS 2025 (EurIPS workshop)

Cramér-Rao Bound Optimized Subspace Reconstruction in Quantitative MRI

Andrew Mao, Sebastian Flassbeck, Cem Gultekin, Jakob Assländer

专题命中 医学影像 ：MRI(title)

Detection-Guided Deep Learning-Based Model with Spatial Regularization for Lung Nodule Segmentation

Jiasen Zhang, Mingrui Yang, Weihong Guo, Brian A. Xavier, Michael Bolen, Xiaojuan Li

机构 * Department of Mathematics, Applied Mathematics, and Statistics, Case Western Reserve University（数学、应用数学与统计学系，凯斯西储大学） ； Department of Biomedical Engineering, Lerner Research Institute, Cleveland Clinic（生物医学工程系，勒纳研究学院，克利夫兰诊所） ； Imaging Institute, Cleveland Clinic（影像研究所，克利夫兰诊所） ； Department of Biomedical Engineering, Case Western Reserve University（生物医学工程系，凯斯西储大学） 纠错

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

Journal ref 2025, Quantitative Imaging in Medicine and Surgery, 15(5), p.4204

Over four minutes relaxation of pyruvate using chemically and physically induced deceleration of relaxation

Josh P. Peters, Florin Teleanu, Huijing Zou, Ehtisham Rasool, Jan-Bernd Hövener, Alexej Jerschow, Andrey N. Pravdivtsev

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

Comments 11 pages, 3 figures, 34 references

Are Pixel-Wise Metrics Reliable for Sparse-View Computed Tomography Reconstruction?

Tianyu Lin, Xinran Li, Chuntung Zhuang, Qi Chen, Yuanhao Cai, Kai Ding, Alan L. Yuille, Zongwei Zhou

机构 * Johns Hopkins University（约翰霍普金斯大学） ； Yale University（耶鲁大学） ； Johns Hopkins Medicine（约翰霍普金斯医学） 纠错

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

Comments NeurIPS 2025

Macro2Micro: A Rapid and Precise Cross-modal Magnetic Resonance Imaging Synthesis using Multi-scale Structural Brain Similarity

Sooyoung Kim, Joonwoo Kwon, Junbeom Kwon, Jungyoun Janice Min, Sangyoon Bae, Yuewei Lin, Shinjae Yoo, Jiook Cha

机构 * Department of Brain and Cognitive Science, Seoul National University, Seoul, Republic of Korea（脑科学与认知科学系，首尔国立大学） ； Department of Applied Bioengineering, Seoul National University, Seoul, Republic of Korea（应用生物工程系，首尔国立大学） ； Department of Psychology, Seoul National University, Seoul, Republic of Korea（心理学系，首尔国立大学） ； Interdisciplinary Program in Artificial Intelligence, Seoul National University, Seoul, Republic of Korea（人工智能跨学科项目，首尔国立大学） ； Computational Science Initiative, Brookhaven National Laboratory, Upton, NY, USA（计算科学计划，布鲁赫斯国家实验室） ； School of Economics, Sogang University（经济学院，成均馆大学） ； Brookhaven National Laboratory（布鲁赫斯国家实验室） 纠错

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

Comments The code will be made available upon acceptance

SA-UNetv2: Rethinking Spatial Attention U-Net for Retinal Vessel Segmentation

Changlu Guo, Anders Nymark Christensen, Anders Bjorholm Dahl, Yugen Yi, Morten Rieger Hannemose

机构 * School of Artificial Intelligence, Jiangxi Normal University（人工智能学院，江西师范大学） 纠错

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

Comments The code is available at github.com/clguo/SA-UNetv2

Automatic Multi-Class Cardiovascular Magnetic Resonance Image Quality Assessment using Unsupervised Domain Adaptation in Spatial and Frequency Domains

Shahabedin Nabavi, Hossein Simchi, Mohsen Ebrahimi Moghaddam, Alejandro F. Frangi, Ahmad Ali Abin

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

Comments 21 pages, 9 figures, 7 tables

Journal ref Journal of Innovations in Computer Science and Engineering (JICSE) 2025 Vol. 3 Issue 1 Pages 22-35

Poisson Flow Consistency Training

Anthony Zhang, Mahmut Gokmen, Dennis Hein, Rongjun Ge, Wenjun Xia, Ge Wang, Jin Chen

机构 * Pratt School of Engineering Duke University（普拉特工程学院 哥伦比亚大学） ； Biomedical Imaging Center Rensselaer Polytechnic Institute（生物医学成像中心 莱文森理工学院） ； Department of Computer Science University of Kentucky（计算机科学系 肯塔基大学） ； Department of Medicine Department of Biomedical Informations University of Alabama at Birmingham（医学系 生物医学信息学系 亚拉巴马大学伯明翰分校） ； School of Engineering Sciences Department of Physics KTH Royal Institute of Technology（工程科学学院 物理系 瑞典皇家理工学院） 纠错

专题命中 医学影像 ：CT(abstract)；分类 cs.CV

Comments 5 pages, 3 figures, 1 table

Evaluating ChatGPT's Performance in Classifying Pneumonia from Chest X-Ray Images

Pragna Prahallad, Pranathi Prahallad

机构 * Emerald High School（埃默尔德高中） 纠错

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

Group-Level and Personalized Optimization for the Insula and Hippocampus Focal Electric Field in Transcranial Temporal Interferential Stimulation: A Computational Study

Taiga Inoue, Naofumi Otsuru, Akimasa Hirata

专题命中 医学影像 ：MRI(abstract)

Comments 20 pages, 9 figures

Upscaling the hyperpolarization sample volume of an automated hydrogenative parahydrogen-induced polarizer

Yenal Gökpek, Jan-Bernd Hövener, Andrey N. Pravdivtsev

专题命中 医学影像 ：MRI(abstract)

Comments 14 pages, 10 figures, 2 tables, and an additional 8 pages and 7 figures

Fresh look at the nuclear transparency using the generalized parton distributions

The MMGPDs Collaboration, Muhammad Goharipour, Fatemeh Irani, K. Azizi, Dipangkar Dutta

专题命中 医学影像 ：CT(abstract)

Comments 8 Pages and 4 Figures

Radiation-magnetohydrodynamic Simulations of Accretion Flow Formation After a Tidal Disruption Event

Maria Renee Meza, Xiaoshan Huang, Shane W. Davis, Yan-Fei Jiang

专题命中 医学影像 ：MRI(abstract)

Comments 19 pages, 14 figures, 1 table. Submitted to ApJ. Comments are welcome. Update: 20 pages, 16 figures, 1 table. Published by ApJ