医学 AI

COVID-19 Pneumonia Diagnosis Using Medical Images: Deep Learning-Based Transfer Learning Approach

Anjali Dharmik

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

Journal ref JMIRx Med. 29/08/2025:75015

S$^3$F-Net: A Multi-Modal Approach to Medical Image Classification via Spatial-Spectral Summarizer Fusion Network

Md. Saiful Bari Siddiqui, Mohammed Imamul Hassan Bhuiyan

机构 * Department of Computer Science and Engineering, BRAC University（计算机科学与工程系，布拉克大学） ； Department of Electrical and Electronic Engineering, Bangladesh University of Engineering and Technology（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 医学影像 ：medical image(title,abstract)；pathology(abstract)；分类 cs.CV、cs.LG、eess.IV；biomedical(comments)

Comments Submitted to IEEE Journal of Biomedical and Health Informatics (JBHI). This preprint includes few additional details not present in the journal submission

Non-Invasive Detection of PROState Cancer with Novel Time-Dependent Diffusion MRI and AI-Enhanced Quantitative Radiological Interpretation: PROS-TD-AI

Baltasar Ramos, Cristian Garrido, Paulette Narv'aez, Santiago Gelerstein Claro, Haotian Li, Rafael Salvador, Constanza V'asquez-Venegas, Iv'an Gallegos, Yi Zhang, V'ictor Casta~neda, Cristian Acevedo, Dan Wu, Gonzalo C'ardenas, Camilo G. Sotomayor

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

Comments Study protocol preprint (not peer reviewed). Prepared with the MDPI Journal of Imaging Word author template. Primary category: eess.IV. Code and patient data are not publicly available due to privacy; requests will be considered under a data-use agreement

Automatic quantification of abdominal subcutaneous and visceral adipose tissue in children, through MRI study, using total intensity maps and Convolutional Neural Networks

José Gerardo Suárez-García, Po-Wah So, Javier Miguel Hernández-López, Silvia S. Hidalgo-Tobón, Pilar Dies-Suárez, Benito de Celis-Alonso

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

Comments 14 pages, 9 figures, 3 tables

Can General-Purpose Omnimodels Compete with Specialists? A Case Study in Medical Image Segmentation

Yizhe Zhang, Qiang Chen, Tao Zhou

机构 * School of Computer Science and Engineering（计算机科学与工程学院） 纠错

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

Comments 15 pages, 7 figures

Accelerating Cerebral Diagnostics with BrainFusion: A Comprehensive MRI Tumor Framework

Walid Houmaidi, Youssef Sabiri, Salmane El Mansour Billah, Amine Abouaomar

机构 * School of Science and Engineering（科学与工程学院） 纠错

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

Comments 6 pages, 4 figures, 3 tables. Accepted at the 12th International Conference on Wireless Networks and Mobile Communications 2025 (WINCOM 2025)

CEST-KAN: Kolmogorov-Arnold Networks for CEST MRI Data Analysis

Jiawen Wang, Pei Cai, Ziyan Wang, Huabin Zhang, Jianpan Huang

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

Journal ref Magnetic Resonance in Medicine, 2025

FedAgentBench: Towards Automating Real-world Federated Medical Image Analysis with Server-Client LLM Agents

Pramit Saha, Joshua Strong, Divyanshu Mishra, Cheng Ouyang, J. Alison Noble

机构 * Department of Engineering Science, University of Oxford（工程科学系，牛津大学） 纠错

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

MMRQA: Signal-Enhanced Multimodal Large Language Models for MRI Quality Assessment

Fankai Jia, Daisong Gan, Zhe Zhang, Zhaochi Wen, Chenchen Dan, Dong Liang, Haifeng Wang

机构 * Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences（深圳先进技术研究院，中国科学院） ； University of Chinese Academy of Sciences（中国科学院大学） ； ShanghaiTech University（上海理工大学） ； Southern University of Science and Technology（南方科技大学） 纠错

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

An Enhanced Pyramid Feature Network Based on Long-Range Dependencies for Multi-Organ Medical Image Segmentation

Dayu Tan, Cheng Kong, Yansen Su, Hai Chen, Dongliang Yang, Junfeng Xia, Chunhou Zheng

机构 * Key Laboratory of Intelligent Computing and Signal Processing, Ministry of Education, Anhui University（智能计算与信号处理重点实验室，教育部长江大学） 纠错

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

An Efficient 3D Latent Diffusion Model for T1-contrast Enhanced MRI Generation

Zach Eidex, Mojtaba Safari, Jie Ding, Richard Qiu, Justin Roper, David Yu, Hui-Kuo Shu, Zhen Tian, Hui Mao, Xiaofeng Yang

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

Bidirectional Uncertainty-Aware Region Learning for Semi-Supervised Medical Image Segmentation

Shiwei Zhou, Xin Liu, Haifeng Zhao, Bin Luo, Dengdi Sun

机构 * Key Laboratory of Intelligent Computing \& Signal Processing (ICSP), Ministry of Education, School of Artificial Intelligence, Anhui Uniersity, Hefei, 230601, China ； Anhui Provincial Key Laboratory of Multimodal Cognitive Computation, School of Computer Science ； Technology, Anhui University, Hefei, 230601, China ； Institute of Artificial Intelligence, Hefei Comprehensive National Science Center, Hefei, 230026, China 纠错

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

MAN: Latent Diffusion Enhanced Multistage Anti-Noise Network for Efficient and High-Quality Low-Dose CT Image Denoising

Tangtangfang Fang, Jingxi Hu, Xiangjian He, Jiaqi Yang

机构 * School of Computer Science, University of Nottingham Ningbo China（诺丁汉大学宁波校区计算机科学学院） 纠错

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

Comments Submitted to ICASSP 2026

Benchmarking DINOv3 for Multi-Task Stroke Analysis on Non-Contrast CT

Donghao Zhang, Yimin Chen, Kauê TN Duarte, Taha Aslan, Mohamed AlShamrani, Brij Karmur, Yan Wan, Shengcai Chen, Bo Hu, Bijoy K Menon, Wu Qiu

机构 * Department of Biomedical Engineering, School of Life Science and Technology, Huazhong University of Science and Technology（华中科技大学生物医学工程系） ； Advanced Biomedical Imaging Facility, HUST（华中科技大学先进生物医学成像中心） ； Departments of Clinical Neuroscience and Radiology, Hotchkiss Brain Institute, Cummings School of Medicine, University of Calgary（卡尔加里大学霍奇基斯脑研究所临床神经科学与放射学系） ； Union Hospital, Tongji Medical College, Huazhong University of Science and Technology（华中科技大学同济医学院附属同济医院） 纠错

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

Brain Tumor Classification from MRI Scans via Transfer Learning and Enhanced Feature Representation

Ahta-Shamul Hoque Emran, Hafija Akter, Abdullah Al Shiam, Abu Saleh Musa Miah, Anichur Rahman, Fahmid Al Farid, Hezerul Abdul Karim

机构 * Department of CSE, Netrokona University（计算机科学与工程系，Netrokona大学） ； Department of CSE, The University of Rajshahi（计算机科学与工程系，拉贾沙希大学） ； Department of Information Technology, Allen E. Paulson College of Engineering and Computing, Georgia Southern University（信息技术系，乔治亚南方大学） ； Centre for Image and Vision Computing (CIVC), COE for Artificial Intelligence, Faculty of Artificial Intelligence and Engineering (FAIE), Multimedia University（图像与视觉计算中心（CIVC），人工智能学院，人工智能与工程学院，多媒体大学） 纠错

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

Multimodal Slice Interaction Network Enhanced by Transfer Learning for Precise Segmentation of Internal Gross Tumor Volume in Lung Cancer PET/CT Imaging

Yi Luo, Yike Guo, Hamed Hooshangnejad, Rui Zhang, Xue Feng, Quan Chen, Wil Ngwa, Kai Ding

机构 * Dept. of Biomedical Engineering Johns Hopkins University（生物医学工程系约翰霍普金斯大学） ； Molecular Radiation Sciences Johns Hopkins University（分子放射科学约翰霍普金斯大学） ； Dept. of Surgery University of Minnesota（外科系明尼苏达大学） ； Dept. of Biomedical Engineering University of Virginia（生物医学工程系弗吉尼亚大学） ； Comprehensive Cancer Center Mayo Clinic（综合癌症中心梅奥诊所） 纠错

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

Comments 11 pages, 5 figures

Physics-Guided Null-Space Diffusion with Sparse Masking for Corrective Sparse-View CT Reconstruction

Zekun Zhou, Yanru Gong, Liu Shi, Qiegen Liu

机构 * School of Information Engineering, Nanchang University, Nanchang, China（信息工程学院，南昌大学，南昌，中国） ； School of Mathematics and Computer Sciences, Nanchang University, Nanchang, China（数学与计算机科学学院，南昌大学，南昌，中国） 纠错

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

Evaluation of the Influence of Structural Parameters on the Mechanical Properties of Foam Glasses via In-Situ Micro-CT Mechanical Testing

Mateus Gruener Lima, Tobias Günther, Thu Trang Võ, Eduardo Inocente Jussiani, Dirk Enke, Urs A. Peuker, Ralf B. Wehrspohn, Juliana Martins de Souza e Silva

专题命中 医学影像 ：CT(title,abstract)

Comments 19 pages, 9 figures

Coarse-to-Fine Personalized LLM Impressions for Streamlined Radiology Reports

Chengbo Sun, Hui Yi Leong, Lei Li

机构 * University of Chicago（芝加哥大学） ； University of Washington（华盛顿大学） 纠错

专题命中 医学影像 ：radiology(title,abstract)

Efficient Self-Supervised Adaptation for Medical Image Analysis

Moein Sorkhei, Emir Konuk, Jingyu Guo, Chanjuan Meng, Christos Matsoukas, Kevin Smith

机构 * KTH Royal Institute of Technology（皇家理工学院） ； Science for Life Laboratory（生命科学实验室） 纠错

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

Comments Accepted to ICCV CVAMD 2025

Evaluating Temperature Scaling Calibration Effectiveness for CNNs under Varying Noise Levels in Brain Tumour Detection

Ankur Chanda, Kushan Choudhury, Shubhrodeep Roy, Shubhajit Biswas, Somenath Kuiry

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

Comments Accepted and presented in INTERNATIONAL CONFERENCE ON ADVANCING SCIENCE AND TECHNOLOGIES IN HEALTH SCIENCE

Traumatic Brain Injury Segmentation using an Ensemble of Encoder-decoder Models

Ghanshyam Dhamat, Vaanathi Sundaresan

机构 * Department of Computational and Data Sciences, Indian Institute of Science（计算与数据科学系，印度科学研究院） 纠错

专题命中 医学影像 ：MRI(abstract)；分类 cs.CV

Comments 9 pages, 4 figures, and 1 table

BFSM: 3D Bidirectional Face-Skull Morphable Model

Zidu Wang, Meng Xu, Miao Xu, Hengyuan Ma, Jiankuo Zhao, Xutao Li, Xiangyu Zhu, Zhen Lei

机构 * State Key Laboratory of Multimodal Artificial Intelligence Systems, Institute of Automation, Chinese Academy of Sciences（多模态人工智能系统国家重点实验室，自动化研究所，中国科学院） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） ； Plastic Surgery Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College（中国医学科学院整形外科医院） ； Centre for Artificial Intelligence and Robotics, Hong Kong Institute of Science & Innovation, Chinese Academy of Sciences（香港科学创新研究院人工智能与机器人中心，中国科学院） 纠错

专题命中 医学影像 ：CT(abstract)；分类 cs.CV

Comments Under review

WMKA-Net: A Weighted Multi-Kernel Attention Network for Retinal Vessel Segmentation

Xinran Xu, Yuliang Ma, Sifu Cai, Ming Meng, Qiang Lv, Ruoyan Shi

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

Comments The authors hereby withdraw this manuscript. The primary reason for this decision is the identification of substantial textual overlap with other sources, which may undermine the reliability of the paper's main conclusions. A corrected and significantly revised version will be submitted at a later date. We sincerely apologize for any confusion or inconvenience this may have caused

Measurement of Medial Elbow Joint Space using Landmark Detection

Shizuka Akahori, Shotaro Teruya, Pragyan Shrestha, Yuichi Yoshii, Ryuhei Michinobu, Satoshi Iizuka, Itaru Kitahara

机构 * Graduate School of Science and Technology, University of Tsukuba（科学技术研究生院，茨木大学） ； Department of Orthopaedic Surgery, University of Tsukuba（骨科手术部，茨木大学） ； Department of Orthopaedic Surgery, Ibaraki Medical Center, Tokyo Medical University（Ibaraki医疗中心，东京医学大学骨科手术部） ； Institute of Systems and Information Engineering, University of Tsukuba（系统与信息工程研究所，茨木大学） ； Department of Orthopaedic Surgery, Kikkoman General Hospital（Kikkoman总医院骨科手术部） ； Center for Computational Sciences, University of Tsukuba（计算科学中心，茨木大学） ； Center for Cyber Medicine Research, University of Tsukuba（网络医学研究室，茨木大学） 纠错

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

Journal ref in IEEE Access, vol. 13, pp. 152365-152376, 2025

Adversarial Versus Federated: An Adversarial Learning based Multi-Modality Cross-Domain Federated Medical Segmentation

You Zhou, Lijiang Chen, Shuchang Lyu, Guangxia Cui, Wenpei Bai, Zheng Zhou, Meng Li, Guangliang Cheng, Huiyu Zhou, Qi Zhao

机构 * Department of Electronics and Information Engineering, Beihang University（电子信息工程系，北航） ； Department of Gynecology and Obstetrics, Beijing Shijitan Hospital, Capital Medical University（妇产科，北京什刹海医院，首都医科大学） ； Department of Computer Science, University of Liverpool（计算机科学系，利物浦大学） ； School of Computing and Mathematical Sciences, University of Leicester（计算与数学科学学院，莱斯特大学） 纠错

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

Fracture Detection In X-rays Using Custom Convolutional Neural Network (CNN) And Transfer Learning Models

Amna Hassan, Ilsa, Nouman Munib, Aneeqa Batool, Hamail Noor

机构 * Amna Hassan（独立研究者） ； Ilsa（独立研究者） ； Nouman Munib（独立研究者） ； Aneeqa Batool（独立研究者） ； Hamail Noor（独立研究者） 纠错

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

Dark Signals in the Brain: Augment Brain Network Dynamics to the Complex-valued Field

Jiangnan Zhang, Chengyuan Qian, Wenlian Lu, Gustavo Deco, Weiyang Ding, Jianfeng Feng

专题命中 医学影像 ：MRI(abstract)；分类 q-bio

Traveling wave solutions for the generalized Burgers-Fisher equation

Razvan Gabriel Iagar, Ariel Sánchez

专题命中 医学影像 ：CT(abstract)

Patient-specific Biomolecular Instruction Tuning

Irsyad Adam, Zekai Chen, David Laub, Shaun Porwal, Arda Pekis, Kevin Brown

机构 * Standard Model Biomedicine（标准模型生物医学） ； University of California, San Diego（加州大学圣地亚哥分校） 纠错

专题命中 临床大模型 ：diagnosis(abstract)；分类 cs.LG、q-bio