医学 AI

Enhancing Corpus Callosum Segmentation in Fetal MRI via Pathology-Informed Domain Randomization

Marina Grifell i Plana, Vladyslav Zalevskyi, Léa Schmidt, Yvan Gomez, Thomas Sanchez, Vincent Dunet, Mériam Koob, Vanessa Siffredi, Meritxell Bach Cuadra

机构 * Univeristat Politècnica de Catalunya, Barcelona, Spain（巴塞罗那理工大学） ； Department of Radiology, Lausanne University Hospital and University of Lausanne (UNIL), Lausanne, Switzerland（拉索恩大学医院放射科） ； University of Lausanne (UNIL), Lausanne, Switzerland（洛桑大学） ； CIBM Center for Biomedical Imaging, Lausanne, Switzerland（瑞士拉索恩生物医学成像中心） ； BCNatal Fetal Medicine Research Center (Hospital Clínic and Hospital Sant Joan de Déu), Universitat de Barcelona, Barcelona, Spain（巴塞罗那大学BCNatal胎儿医学研究中心） ； Department Woman-Mother-Child, CHUV, Lausanne, Switzerland（瑞士拉索恩大学医院妇女-母亲-儿童部门） 纠错

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

Comments Presented at the PIPPI Workshop of MICCAI 2025

Journal ref Link-Sourani, D., Abaci Turk, E., Bastiaansen, W., Hutter, J., Melbourne, A., Licandro, R. (eds) Perinatal, Preterm and Paediatric Image Analysis. PIPPI 2025. Lecture Notes in Computer Science, vol 16118. Springer, Cham

Edge GPU Aware Multiple AI Model Pipeline for Accelerated MRI Reconstruction and Analysis

Ashiyana Abdul Majeed, Mahmoud Meribout, Safa Mohammed Sali

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

Comments 11 pages. 14 figures. This work has been submitted to IEEE for possible publication

A Tutorial on MRI Reconstruction: From Modern Methods to Clinical Implications

Tolga Çukur, Salman U. H. Dar, Valiyeh Ansarian Nezhad, Yohan Jun, Tae Hyung Kim, Shohei Fujita, Berkin Bilgic

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

Comments Accepted for publication in IEEE Transactions on Biomedical Engineering. The final published version is available at https://doi.org/10.1109/TBME.2025.3617575

MedQ-Bench: Evaluating and Exploring Medical Image Quality Assessment Abilities in MLLMs

Jiyao Liu, Jinjie Wei, Wanying Qu, Chenglong Ma, Junzhi Ning, Yunheng Li, Ying Chen, Xinzhe Luo, Pengcheng Chen, Xin Gao, Ming Hu, Huihui Xu, Xin Wang, Shujian Gao, Dingkang Yang, Zhongying Deng, Jin Ye, Lihao Liu, Junjun He, Ningsheng Xu

机构 * Fudan University（复旦大学） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Imperial College London（帝国理工学院） ； University of Cambridge（剑桥大学） 纠错

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

Comments 26 pages, 13 figures

MIRAGE: Patient-Specific Mixed Reality Coaching for MRI via Depth-Only Markerless Registration and Immersive VR

Daniel Brooks, Emily Carter, Hu Guo, Rajesh Nair

专题命中 医学影像 ：MRI(title,abstract)

VGDM: Vision-Guided Diffusion Model for Brain Tumor Detection and Segmentation

Arman Behnam

机构 * College of Computing, Department of Computer Science（计算学院、计算机科学系） ； Illinois Institute of Technology（伊利诺伊理工学院） 纠错

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

SUPER-Net: Trustworthy Image Segmentation via Uncertainty Propagation in Encoder-Decoder Networks

Giuseppina Carannante, Nidhal C. Bouaynaya, Dimah Dera, Hassan M. Fathallah-Shaykh, Ghulam Rasool

机构 * Department of Electrical and Computer Engineering, Rowan University（电气与计算机工程系，罗文大学） ； Chester F. Carlson Center for Imaging Science, Rochester Institute of Technology（成像科学中心，罗切斯特理工学院） ； Department of Neurology, University of Alabama at Birmingham School of Medicine（神经病学系，阿拉巴马大学伯明翰医学学院） ； Machine Learning Department, Moffit Cancer Center（机器学习系，莫菲特癌症中心） 纠错

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

Comments Accepted in Pattern Recognition. This is the author's accepted manuscript. Licensed under CC BY-NC-ND. The Version of Record is available at https://doi.org/10.1016/j.patcog.2025.112503

From 2D to 3D, Deep Learning-based Shape Reconstruction in Magnetic Resonance Imaging: A Review

Emma McMillian, Abhirup Banerjee, Alfonso Bueno-Orovio

机构 * University of Oxford（牛津大学） 纠错

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

Improving Virtual Contrast Enhancement using Longitudinal Data

Pierre Fayolle, Alexandre Bône, Noëlie Debs, Philippe Robert, Pascal Bourdon, Remy Guillevin, David Helbert

机构 * Guerbet Research（Guerbet研究机构） ； LMA, Université de Poitiers, France（LMA，波蒂埃大学，法国） ； CHU de Poitiers, Poitiers, France（波蒂埃大学医院，法国） ； XLIM, Université de Poitiers, France（XLIM，波蒂埃大学，法国） ； I3M, Common Laboratory CNRS-Siemens, France（I3M，CNRS-西门子联合实验室，法国） 纠错

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

Comments 11 pages, 4 figures, Workshop MICCAI 2025 - Learning with Longitudinal Medical Images and Data

GFSR-Net: Guided Focus via Segment-Wise Relevance Network for Interpretable Deep Learning in Medical Imaging

Jhonatan Contreras, Thomas Bocklitz

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

Uncovering Overconfident Failures in CXR Models via Augmentation-Sensitivity Risk Scoring

Han-Jay Shu, Wei-Ning Chiu, Shun-Ting Chang, Meng-Ping Huang, Takeshi Tohyama, Ahram Han, Po-Chih Kuo

机构 * National Tsing Hua University（国立清华大学） ； National Taiwan University（国立台湾大学） ； Massachusetts Institute of Technology（麻省理工学院） 纠错

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

Comments 5 pages, 1 figures

Multi-Domain Brain Vessel Segmentation Through Feature Disentanglement

Francesco Galati, Daniele Falcetta, Rosa Cortese, Ferran Prados, Ninon Burgos, Maria A. Zuluaga

机构 * Data Science Department, EURECOM（EURECOM数据科学部门） ； Department of Medicine, Surgery and Neuroscience, University of Siena（锡耶纳大学医学、外科与神经科学系） ； e-Health Center, Universitat Oberta de Catalunya（加泰罗尼亚开放大学e-健康中心） ； Centre for Medical Image Computing (CMIC), Department of Medical Physics and Biomedical Engineering, University College London（伦敦大学学院医学影像计算中心） ； Queen Square MS Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London（伦敦大学学院Queen Square多发性硬化中心） ； Sorbonne Université, Paris Brain Institute, CNRS, Inria, Inserm, AP-HP, Hôpital de la Pitié Salpêtrière（巴黎大学巴黎脑研究所） ； School of Biomedical Engineering & Imaging Sciences, King’s College London（伦敦国王学院生物医学工程与成像科学学院） 纠错

专题命中 医学影像 ：biomedical(comments,journal_ref)；分类 cs.CV、cs.LG

Comments 19 pages, 7 figures, 3 tables. Joint first authors: Francesco Galati and Daniele Falcetta. Accepted for publication at the Journal of Machine Learning for Biomedical Imaging (MELBA) https://melba-journal.org/2025:021. Code available at https://github.com/i-vesseg/MultiVesSeg

Journal ref Machine.Learning.for.Biomedical.Imaging. 3 (2025)

The workflow motif: a widely-useful performance diagnosis abstraction for distributed applications

Mania Abdi, Peter Desnoyers, Mark Crovella, Raja R. Sambasivan

专题命中 诊断辅助 ：diagnosis(title,abstract)

Comments 8 pages, 2 figures, 1 table

Meta-Transfer Derm-Diagnosis: Exploring Few-Shot Learning and Transfer Learning for Skin Disease Classification in Long-Tail Distribution

Zeynep Özdemir, Hacer Yalim Keles, Ömer Özgür Tanrıöver

专题命中 诊断辅助 ：diagnosis(title)；分类 cs.CV、cs.LG；biomedical(comments)

Comments This is the accepted version of the article to appear in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2025.3615479

Benchmark Profiling: Mechanistic Diagnosis of LLM Benchmarks

Dongjun Kim, Gyuho Shim, Yongchan Chun, Minhyuk Kim, Chanjun Park, Heuiseok Lim

机构 * Department of Computer Science and Engineering, Korea University（韩国大学计算机科学与工程系） ； School of Software, Soongsil University（顺天大学软件学院） 纠错

专题命中 诊断辅助 ：diagnosis(title)

Comments 16 pages, 5 figures. Accepted to EMNLP 2025 main conference

Efficient Whole Slide Pathology VQA via Token Compression

Weimin Lyu, Qingqiao Hu, Kehan Qi, Zhan Shi, Wentao Huang, Saumya Gupta, Chao Chen

机构 * Stony Brook University（石溪大学） 纠错

专题命中 病理影像 ：pathology(title,abstract)；分类 cs.CV

Evaluating New AI Cell Foundation Models on Challenging Kidney Pathology Cases Unaddressed by Previous Foundation Models

Runchen Wang, Junlin Guo, Siqi Lu, Ruining Deng, Zhengyi Lu, Yanfan Zhu, Yuechen Yang, Chongyu Qu, Yu Wang, Shilin Zhao, Catie Chang, Mitchell Wilkes, Mengmeng Yin, Haichun Yang, Yuankai Huo

机构 * Vanderbilt University（范德比尔特大学） ； Weill Cornell Medicine（韦尔医学院） ； Vanderbilt University Medical Center（范德比尔特大学医学中心） ； Department of Electrical and Computer Engineering（电气与计算机工程系） ； Department of Radiology（放射科） ； Department of Computer Science（计算机科学系） ； Department of Biostatistics（生物统计学系） ； Department of Pathology, Microbiology and Immunology（病理学、微生物学和免疫学系） 纠错

专题命中 病理影像 ：pathology(title,abstract)；分类 q-bio

Robust Classification of Oral Cancer with Limited Training Data

Akshay Bhagwan Sonawane, Lena D. Swamikannan, Lakshman Tamil

机构 * The University of Texas at Dallas（德克萨斯大学达拉斯分校） ； Quality of Life Technology Laboratory（生活质量技术实验室） 纠错

专题命中 病理影像 ：diagnosis(abstract)；分类 cs.CV、cs.LG

Semantic and Visual Crop-Guided Diffusion Models for Heterogeneous Tissue Synthesis in Histopathology

Saghir Alfasly, Wataru Uegami, MD Enamul Hoq, Ghazal Alabtah, H. R. Tizhoosh

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

Comments NeurIPS 2025

CardioRAG: A Retrieval-Augmented Generation Framework for Multimodal Chagas Disease Detection

Zhengyang Shen, Xuehao Zhai, Hua Tu, Mayue Shi

机构 * Department of Electrical and Electronic Engineering Imperial College London（帝国理工学院电子与电气工程系） ； Department of Civil and Environmental Engineering Imperial College London（帝国理工学院土木与环境工程系） ； Institute of Biomedical Engineering Department of Engineering Science University of Oxford（牛津大学生物医学工程研究所） 纠错

专题命中 医疗多模态 ：medical AI(abstract)；分类 cs.LG、eess.SP

Comments 4 pages, 2 figures. Accepted for oral presentation at the 52nd international Computing in Cardiology Conference (CinC2025)

BioVERSE: Representation Alignment of Biomedical Modalities to LLMs for Multi-Modal Reasoning

Ching-Huei Tsou, Michal Ozery-Flato, Ella Barkan, Diwakar Mahajan, Ben Shapira

机构 * IBM T.J. Watson Research Center（IBM T.J. Watson研究所以） ； IBM Research（IBM研究所以） 纠错

专题命中 生物医学文本 ：biomedical(title,abstract)；分类 q-bio

HIV-1 protease cleavage sites detection with a Quantum convolutional neural network algorithm

Junggu Choi, Junho Lee, Kyle L. Jung, Jae U. Jung

专题命中 生物医学文本 ：biomedical(abstract)

Comments 45 pages, 20 figures

Minimum Sample Size Calculation for Multivariable Regression of Continuous Outcomes in Chemometrics for Astrobiology and Planetary Science

M. Konstantinidis, E. A. Lalla, S. J. Gonzalez, J. Manrique, G. Lopez-Reyes, A. Barlow, E. Sawyers, B. Barrios, M. G. Daly

专题命中 生物医学文本 ：biomedical(abstract)

Comments 19 pages

TopoSPAM: Topology grounded Simulation Platform for morphogenesis and biological Active Matter

Abhinav Singh, Abhijeet Krishna, Aboutaleb Amiri, Anne Materne, Pietro Incardona, Charlie Duclut, Carlos M. Duque, Alicja Szałapak, Mohammadreza Bahadorian, Sachin Krishnan Thekke Veettil, Philipp H. Suhrcke, Frank Jülicher, Ivo F. Sbalzarini, Carl D. Modes

专题命中 生物医学文本 ：biomedical(abstract)

Comments 10 pages, 4 figures

Tunable edge and depth sensing via phase-change nonlocal metasurfaces

Kenan Guo, Yue Jiang, Shuyuan Xiao, Tingting Liu

专题命中 生物医学文本 ：biomedical(abstract)

Journal ref Physical Review Applied 24 (4), 044005 (2025)

SpurBreast: A Curated Dataset for Investigating Spurious Correlations in Real-world Breast MRI Classification

Jong Bum Won, Wesley De Neve, Joris Vankerschaver, Utku Ozbulak

机构 * Center for Biosystems ； Biotech Data Science, Ghent University Global Campus, Incheon, Republic of Korea IDLab, ELIS, Ghent University, Ghent, Belgium Department of Applied Mathematics, Computer Science ； Statistics, Ghent University, Ghent, Belgium ( ) 纠错

专题命中 医学数据与评测 ：MRI(title,abstract)；分类 cs.CV、eess.IV；medical image(comments)

Comments Accepted for publication in the 28th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2025

Sensitivity, Specificity, and Consistency: A Tripartite Evaluation of Privacy Filters for Synthetic Data Generation

Adil Koeken, Alexander Ziller, Moritz Knolle, Daniel Rueckert

机构 * Chair for AI in Healthcare and Medicine, Technical University of Munich (TUM) and TUM University Hospital（人工智能在医疗与医学中的Chair，慕尼黑技术大学（TUM）及慕尼黑大学医院） 纠错

专题命中 医学数据与评测 ：medical AI(abstract)；分类 cs.LG

GRPO++: Enhancing Dermatological Reasoning under Low Resource Settings

Ismam Nur Swapnil, Aranya Saha, Tanvir Ahmed Khan, Mohammad Ariful Haque

机构 * Department of Electrical and Electronic Engineering, Bangladesh University of Engineering and Technology (BUET)（电气与电子工程系，孟加拉国工程与技术大学） 纠错

专题命中 医学数据与评测 ：medical image(abstract)；分类 cs.LG

Comments Will be submitted at IEEE JBHI