Visual Search Patterns in 3D Pancreatic Imaging: An Eye Tracking Study
三维胰腺成像中的视觉搜索模式：一项眼动研究
Anna Anikina, Leila Khaertdinova, Trine Balschmidt, Michael B Andersen, Christoph F Müller, Erik GS Brandt, Henrik S Thomsen, Claudia Mello-Thoms, Bulat Ibragimov
机构
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Department of Computer Science, University of Copenhagen（哥本哈根大学计算机科学系）
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Department of Radiology, Herlev Hospital（赫尔勒夫医院放射科）
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Department of Radiology, University of Iowa（爱荷华大学放射科）
Vision Transformer-Conditioned UNet for Domain-Adaptive Semantic Segmentation
基于 Vision Transformer 的 UNet 用于领域自适应语义分割
Joel Valdivia Ortega, Tingying Peng, Marion Jasnin
机构
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Helmholtz Pioneer Campus, Helmholtz Munich, Neuherberg, Germany（海德堡先锋校园，海德堡穆恩奇，纽赫尔伯格，德国）
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School of Computation, Information and Technology, TUM, Garching, Germany（计算、信息与技术学院，技术大学慕尼黑，冈辛，德国）
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Department of Chemistry, TUM, Garching, Germany（化学系，技术大学慕尼黑，冈辛，德国）
Cross Modality Image Translation In Medical Imaging Using Generative Frameworks
利用生成框架在医学影像中实现跨模态图像翻译
Giulia Romoli, Alessia Capoccia, Filippo Ruffini, Francesco Di Feola, Luca Boldrini, Arturo Chiti, Renato Cuocolo, Tugba Akinci D'Antonoli, Fatemeh Darvizeh, Marcello Di Pumpo, Bradley J. Erickson, Liu Fang, Deborah Fazzini, Paola Feraco, Fabrizia Gelardi, Francesco Gossetti, Ana Isabel Hernáiz Ferrer, Michail E. Klontzas, Seyedmehdi Payabvash, Katrine Riklund, Sara N. Strandberg, Valerio Guarrasi, Paolo Soda
机构
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Department of Diagnostics and Intervention, Radiation Physics, Biomedical Engineering, Umeå University（诊断与介入部门、放射物理、生物医学工程，乌梅大学）
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Unit of Artificial Intelligence and Computer Systems, Department of Engineering, Università Campus Bio-Medico di Roma（人工智能与计算机系统单位，工程部门，罗马生物医学学院）
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Vita-Salute San Raffaele University（维塔-萨拉特·桑拉法埃莱大学）
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Department of Medicine, Surgery and Dentistry, University of Salerno（医学、外科和牙科部门，萨勒诺大学）
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Division of Diagnostic and Interventional Neuroradiology, Department of Radiology, University Hospital Basel（诊断和介入神经放射学部门，放射学部门，巴塞尔大学医院）
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Department of Pediatric Radiology, University Children’s Hospital Basel（儿科放射学部门，巴塞尔儿童医院）
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Department of Life Science and Public Health, Università Cattolica del Sacro Cuore（生命科学与公共健康部门，圣心大学）
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Athinoula A. Martinos Center for Biomedical Imaging（阿提诺拉A·马里诺斯生物医学成像中心）
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Artificial Intelligence and Translational Imaging (ATI) Lab, Department of Radiology, School of Medicine, University of Crete（人工智能与转化成像（ATI）实验室，放射学部门，医学院，克里特大学）
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Division of Radiology, Department of Clinical Science, Intervention and Technology (CLINTEC), Karolinska Institute（放射学部门，临床科学、介入和科技（CLINTEC）部门，卡罗林斯卡研究所）
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Columbia University Medical Center（哥伦比亚大学医学中心）
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Department of Diagnostics and intervention, Diagnostic radiology, Umeå University（诊断与介入部门，诊断放射学，乌梅大学）
Med-StepBench: A Hierarchical Reasoning Framework for Evaluating Hallucinations in Medical Vision-Language Models
Med-StepBench：一种用于评估医学视觉-语言模型幻觉的分层推理框架
Minh Khoi Nguyen, Dai Lam Le, Amir Reza Jafari, Tuan Dung Nguyen, Mai Hong Son, Mai Huy Thong, Quang Huy Nguyen, Thanh Trung Nguyen, Reza Farahbakhsh, Noel Crespi, Phi Le Nguyen
机构
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AI4LIFE, Hanoi University of Science and Technology, Vietnam（AI4LIFE，越南科学与技术大学）
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SAMOVAR, Télécom SudParis, Institut Polytechnique de Paris, France（SAMOVAR，法国电信南巴黎学院，巴黎理工学院）
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Military Central Hospital, Vietnam（越南108军中心医院）
CommentsThis paper has been withdrawn by the author. After further review, the author believes that the current version does not meet the desired standards and plans to revise the work before any potential resubmission
Precision Synthesis of Multi-Tracer PET via VLM-Modulated Rectified Flow for Stratifying Mild Cognitive Impairment
多示踪PET的高精度合成通过VLM调制的校正流用于区分轻度认知障碍
Tuo Liu, Shuijin Lin, Shaozhen Yan, Haifeng Wang, Jie Lu, Jianhua Ma, Chunfeng Lian
机构
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School of Mathematics and Statistics, Xi'an Jiaotong University（西安交通大学数学与统计学学院）
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Key Laboratory of Biomedical Information Engineering of Ministry of Education, School of Life Science and Technology, Xi'an Jiaotong University（教育部生物医学信息工程重点实验室，西安交通大学生命科学与技术学院）
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Department of Radiology and Nuclear Medicine, Xuanwu Hospital, Capital Medical University（首都医科大学宣武医院放射科与核医学科）
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Research Center for Intelligent Medical Equipment and Devices (IMED), Xi'an Jiaotong University（智能医疗设备与器件研究中心（IMED），西安交通大学）
Schema-Adaptive Tabular Representation Learning with LLMs for Generalizable Multimodal Clinical Reasoning
基于LLM的Schema自适应表格表示学习用于通用多模态临床推理
Hongxi Mao, Wei Zhou, Mengting Jia, Tao Fang, Huan Gao, Bin Zhang, Shangyang Li
机构
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Beijing University of Posts and Telecommunications（北京邮电大学）
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Boston University（波士顿大学）
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University of Southern California（南加州大学）
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GDIIST
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Renyixun Health Technology Co., Ltd.（仁心迅健康科技有限公司）
Comments17 pages, 2 figures, Accepted for publication at the Journal of Machine Learning for Biomedical Imaging (MELBA) https://melba-journal.org/2025:035
Test-time generative augmentation for medical image segmentation
测试时生成增强用于医学图像分割
Xiao Ma, Yuhui Tao, Zetian Zhang, Yuhan Zhang, Xi Wang, Sheng Zhang, Zexuan Ji, Yizhe Zhang, Qiang Chen, Guang Yang
机构
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organization= School of Computer Science
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Engineering, Nanjing University of Science
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organization= Bioengineering Department
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Imperial-X, Imperial College London , city= London , postcode= W12 7SL , country= UK
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organization= Digital Medical Research Center, School of Basic Medical Sciences, Fudan University , city= Shanghai , country= China
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organization= Shanghai Key Laboratory of MICCAI , city= Shanghai , country= China
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organization= School of Biomedical Engineering, Shenzhen University , city= Shenzhen , country= China
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organization= Department of Computer Science
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Engineering, The Hong Kong University of Science
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Engineering, The Chinese University of Hong Kong , city= Hong Kong , country= China
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Lung Institute, Imperial College London , city= London , postcode= SW7 2AZ , country= UK
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organization= Cardiovascular Research Centre, Royal Brompton Hospital , city= London , postcode= SW3 6NP , country= UK
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organization= School of Biomedical Engineering \& Imaging Sciences, King's College London , city= London , postcode= WC2R 2LS , country= UK
MambaMIM: Pre-training Mamba with State Space Token Interpolation and its Application to Medical Image Segmentation
Fenghe Tang, Bingkun Nian, Yingtai Li, Zihang Jiang, Jie Yang, Wei Liu, S. Kevin Zhou
机构
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School of Biomedical Engineering, Division of Life Sciences and Medicine, University of Science and Technology of China（科学技术大学生物医学工程学院）
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Suzhou Institute for Advanced Research, University of Science and Technology of China（科学技术大学苏州市先进研究所）
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Center for Medical Imaging, Robotics, and Analytic Computing & LEarning (MIRACLE), Suzhou Institute for Advanced Research, USTC（医学影像、机器人与分析计算与学习中心）
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Department of Automation, Shanghai Jiao Tong University（上海交通大学自动化系）
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Institute of Image Processing and Pattern Recognition, Shanghai Jiao Tong University（上海交通大学图像处理与模式识别研究所）
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Institute of Medical Robotics, Shanghai Jiao Tong University（上海交通大学医学机器人研究所）
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State Key Laboratory of Precision and Intelligent Chemistry, University of Science and Technology of China（科学技术大学精密与智能化学国家重点实验室）
2D and 3D Deep Learning Models for MRI-based Parkinson's Disease Classification: A Comparative Analysis of Convolutional Kolmogorov-Arnold Networks, Convolutional Neural Networks, and Graph Convolutional Networks
Salil B Patel, Vicky Goh, James F FitzGerald, Chrystalina A Antoniades
Detecting Schizophrenia with 3D Structural Brain MRI Using Deep Learning
Junhao Zhang, Vishwanatha M. Rao, Ye Tian, Yanting Yang, Nicolas Acosta, Zihan Wan, Pin-Yu Lee, Chloe Zhang, Lawrence S. Kegeles, Scott A. Small, Jia Guo
A Deep Dive into Understanding Tumor Foci Classification using Multiparametric MRI Based on Convolutional Neural Network
Weiwei Zong, Joon Lee, Chang Liu, Eric Carver, Aharon Feldman, Branislava Janic, Mohamed Elshaikh, Milan Pantelic, David Hearshen, Indrin Chetty, Benjamin Movsas, Ning Wen
