医学 AI

Utilizing Multi-Agent Reinforcement Learning with Encoder-Decoder Architecture Agents to Identify Optimal Resection Location in Glioblastoma Multiforme Patients

利用基于编码器-解码器架构的多智能体强化学习识别胶母细胞瘤患者的最优切除位置

Krishna Arun, Moinak Bhattachrya, Paras Goel

专题命中 诊断辅助 ：MRI(abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

AI总结 本研究利用多智能体强化学习与编码器-解码器架构，通过诊断和治疗计划优化，提高胶母细胞瘤患者生存率。

LymphAtlas- A Unified Multimodal Lymphoma Imaging Repository Delivering AI-Enhanced Diagnostic Insight

LymphAtlas- 一种统一的多模态淋巴瘤影像存储库，提供人工智能增强的诊断洞察

Jiajun Ding, Beiyao Zhu, Xiaosheng Liu, Lishen Zhang, Zhao Liu

专题命中 诊断辅助 ：CT(abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

AI总结 LymphAtlas通过整合PET与CT数据，构建高质量多模态数据集，提升淋巴瘤分割精度与临床应用价值。

Comments 12 pages,3 figures

MedImageInsight for Thoracic Cavity Health Classification from Chest X-rays

用于从胸部X光片分类胸腔健康状况的MedImageInsight

Rama Krishna Boya, Mohan Kireeti Magalanadu, Azaruddin Palavalli, Rupa Ganesh Tekuri, Amrit Pattanayak, Prasanthi Enuga, Vignesh Esakki Muthu, Vivek Aditya Boya

机构 * DeepInfinity Ltd（DeepInfinity有限公司） 纠错

专题命中 诊断辅助 ：pathology(abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

AI总结 MedImageInsight通过端到端分类实现了胸部X光片的正常与异常分类，展示了其在减少训练需求和保持诊断可靠性方面的有效性。

Comments 9 pages, 5 figures and 3 tables

Multi-Scale Target-Aware Representation Learning for Fundus Image Enhancement

Haofan Wu, Yin Huang, Yuqing Wu, Qiuyu Yang, Bingfang Wang, Li Zhang, Muhammad Fahadullah Khan, Ali Zia, M. Saleh Memon, Syed Sohail Bukhari, Abdul Fattah Memon, Daizong Ji, Ya Zhang, Ghulam Mustafa, Yin Fang

机构 * organization= Research Center for Translational Medicine, Medical Innovation Center ； State Key Laboratory of Cardiology, Shanghai East Hospital , city= Shanghai , postcode= 200120 , country= China ； organization= The Institute for Biomedical Engineering \& Nano Science, Tongji University School of Medicine , city= Shanghai , postcode= 200120 , country= China ； organization= Shanghai Research Institute for Intelligent Autonomous Systems , city= Shanghai , postcode= 201210 , country= China ； organization= Department of Ophthalmology, Tongji Hospital, School of Medicine, Tongji University , city= Shanghai , postcode= 200000 , country= China ； organization= Ophthalmology, Isra Postgraduate Institute of Ophthalmology , city= Karachi , postcode= , country= Pakistan ； organization= The Eye Centre, South City Hospital , city= Karachi , postcode= , country= Pakistan ； organization= Center for the Development of Laboratory Equipment, Pakistan Council of Scientific ； Industrial Research , city= Karachi , postcode= , country= Pakistan 纠错

专题命中 诊断辅助 ：medical image(abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

Comments Accepted for publication in Neural Networks (Elsevier), 2025

Multiomic Enriched Blood-Derived Digital Signatures Reveal Mechanistic and Confounding Disease Clusters for Differential Diagnosis

Bolin Liu, Alexander Fulton, Hector Zenil

专题命中 诊断辅助 ：diagnosis(title)；分类 q-bio

Comments 23 pages

Quanvolutional Neural Networks for Pneumonia Detection: An Efficient Quantum-Assisted Feature Extraction Paradigm

Gazi Tanbhir, Md. Farhan Shahriyar, Abdullah Md Raihan Chy

机构 * Department of Computer Science ； Technology University R \& D, ZogBiyog, Dhaka, Bangladesh 纠错

专题命中 诊断辅助 ：medical image(abstract)；diagnosis(abstract)；分类 cs.CV、cs.LG

Journal ref IEEE NCIM 2025

SAGCNet: Spatial-Aware Graph Completion Network for Missing Slice Imputation in Population CMR Imaging

Junkai Liu, Nay Aung, Theodoros N. Arvanitis, Stefan K. Piechnik, Joao A C Lima, Steffen E. Petersen, Le Zhang

机构 * School of Engineering, College of Engineering and Physical Sciences（工程学院，工程与物理科学学院） ； University of Birmingham（伯明翰大学） ； Oxford Center for Clinical Magnetic Resonance Research (OCMR)（牛津临床磁共振研究中心） ； University of Oxford（牛津大学） ； John Radcliffe Hospital（约翰·拉德克利夫医院） ； Johns Hopkins University School of Medicine（约翰霍普金斯大学医学院） ； Queen Mary University London（伦敦女王大学） ； Barts Health NHS Trust（巴特勒医院 NHS 信托） 纠错

专题命中 诊断辅助 ：MRI(abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

Comments Accepted by MICCAI 2025

Online Graph Topology Learning via Time-Vertex Adaptive Filters: From Theory to Cardiac Fibrillation

Alexander Jenkins, Thiernithi Variddhisai, Ahmed El-Medany, Fu Siong Ng, Danilo Mandic

机构 * Department of Electrical and Electronic Engineering, Imperial College London（帝国理工学院伦敦校区电子与电气工程系） ； National Heart and Lung Institute, Imperial College London（帝国理工学院伦敦校区国家心脏和肺研究所） 纠错

专题命中 诊断辅助 ：diagnosis(abstract)；biomedical(abstract)；分类 cs.LG、eess.SP

Medical Reasoning in the Era of LLMs: A Systematic Review of Enhancement Techniques and Applications

Wenxuan Wang, Zizhan Ma, Meidan Ding, Shiyi Zheng, Shengyuan Liu, Jie Liu, Jiaming Ji, Wenting Chen, Xiang Li, Linlin Shen, Yixuan Yuan

机构 * Renmin University of China（中国人民大学） ； The Chinese University of Hong Kong（香港中文大学） ； Shenzhen University（深圳大学） ； City University of Hong Kong（香港城市大学） ； Peking University（北京大学） ； Massachusetts General Hospital and Harvard Medical School（麻省总医院和哈佛医学院） 纠错

专题命中 诊断辅助 ：medical AI(abstract)；diagnosis(abstract)；分类 cs.CV、cs.LG

Improving Diagnostic Accuracy of Pigmented Skin Lesions With CNNs: an Application on the DermaMNIST Dataset

Nerma Kadric, Amila Akagic, Medina Kapo

机构 * Faculty of Electrical Engineering, University of Sarajevo, Computer Science（萨拉热窝大学电气工程学院，计算机科学） 纠错

专题命中 诊断辅助 ：medical image(abstract)；biomedical(abstract)；分类 cs.CV、eess.IV

Association in Facial Phenotype, Gene, Disease: A Dataset for Explainable Rare Genetic Diseases Diagnosis

Jie Song, Mengqiao He, Shumin Ren, Bairong Shen

专题命中 诊断辅助 ：diagnosis(title)；分类 q-bio

Journal ref Scientific Data 12, 634 (2025)

Evaluating AI systems under uncertain ground truth: a case study in dermatology

David Stutz, Ali Taylan Cemgil, Abhijit Guha Roy, Tatiana Matejovicova, Melih Barsbey, Patricia Strachan, Mike Schaekermann, Jan Freyberg, Rajeev Rikhye, Beverly Freeman, Javier Perez Matos, Umesh Telang, Dale R. Webster, Yuan Liu, Greg S. Corrado, Yossi Matias, Pushmeet Kohli, Yun Liu, Arnaud Doucet, Alan Karthikesalingam

专题命中 诊断辅助 ：medical AI(abstract)；diagnosis(abstract)；分类 cs.CV、cs.LG

Exploring the Efficacy of Partial Denoising Using Bit Plane Slicing for Enhanced Fracture Identification: A Comparative Study of Deep Learning-Based Approaches and Handcrafted Feature Extraction Techniques

Snigdha Paul, Sambit Mallick, Anindya Sen

专题命中 诊断辅助 ：medical image(abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

Lifespan tree of brain anatomy: diagnostic values for motor and cognitive neurodegenerative diseases

Pierrick Coupé, Boris Mansencal, José V. Manjón, Patrice Péran, Wassilios G. Meissner, Thomas Tourdias, Vincent Planche

专题命中 诊断辅助 ：MRI(abstract)；diagnosis(abstract)；分类 cs.LG、eess.IV

Trustworthy image-to-image translation: evaluating uncertainty calibration in unpaired training scenarios

Ciaran Bench, Emir Ahmed, Spencer A. Thomas

专题命中 诊断辅助 ：medical image(abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

Enhancing Community Vision Screening -- AI Driven Retinal Photography for Early Disease Detection and Patient Trust

Xiaofeng Lei, Yih-Chung Tham, Jocelyn Hui Lin Goh, Yangqin Feng, Yang Bai, Zhi Da Soh, Rick Siow Mong Goh, Xinxing Xu, Yong Liu, Ching-Yu Cheng

专题命中 诊断辅助 ：pathology(abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

Comments 11 pages, 4 figures, published in MICCAI2024 OMIA XI workshop

Bridging the Diagnostic Divide: Classical Computer Vision and Advanced AI methods for distinguishing ITB and CD through CTE Scans

Shashwat Gupta, L. Gokulnath, Akshan Aggarwal, Mahim Naz, Rajnikanth Yadav, Priyanka Bagade

专题命中 诊断辅助 ：CT(abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

Comments 9 pages, 3 figures, 3 algorithms

MoRE: Multi-Modal Contrastive Pre-training with Transformers on X-Rays, ECGs, and Diagnostic Report

Samrajya Thapa, Koushik Howlader, Subhankar Bhattacharjee, Wei le

专题命中 诊断辅助 ：diagnosis(abstract)；radiology(abstract)；分类 cs.CV、cs.LG

Comments 10 pages, 5 figures, 9 tables. Supplementary detail in Appendix. Code made available in Github for reproducibility

Decision Support System to triage of liver trauma

Ali Jamali, Azadeh Nazemi, Ashkan Sami, Rosemina Bahrololoom, Shahram Paydar, Alireza Shakibafar

专题命中 诊断辅助 ：CT(abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

A dual-task mutual learning framework for predicting post-thrombectomy cerebral hemorrhage

Caiwen Jiang, Tianyu Wang, Xiaodan Xing, Mianxin Liu, Guang Yang, Zhongxiang Ding, Dinggang Shen

专题命中 诊断辅助 ：CT(abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

Unified Multi-Modal Image Synthesis for Missing Modality Imputation

Yue Zhang, Chengtao Peng, Qiuli Wang, Dan Song, Kaiyan Li, S. Kevin Zhou

专题命中 诊断辅助 ：medical image(abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

Comments IEEE TMI accepted final version

Malaria Cell Detection Using Deep Neural Networks

Saurabh Sawant, Anurag Singh

专题命中 诊断辅助 ：medical image(abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

Artificial Intelligence Model for Tumoral Clinical Decision Support Systems

Guillermo Iglesias, Edgar Talavera, Jesús Troya Garcìa, Alberto Díaz-Álvarez, Miguel Gracía-Remesal

专题命中 诊断辅助 ：medical image(abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

Comments 16 pages, 8 figures, 3 tables

Journal ref Computer Methods and Programs in Biomedicine, 108228 (2024)

Cardiovascular Disease Detection from Multi-View Chest X-rays with BI-Mamba

Zefan Yang, Jiajin Zhang, Ge Wang, Mannudeep K. Kalra, Pingkun Yan

专题命中 诊断辅助 ：CT(abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

Comments Early accepted paper for MICCAI 2024

M2ANET: Mobile Malaria Attention Network for efficient classification of plasmodium parasites in blood cells

Salam Ahmed Ali, Peshraw Salam Abdulqadir, Shan Ali Abdullah, Haruna Yunusa

专题命中 诊断辅助 ：medical image(abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

Adapting an Artificial Intelligence Sexually Transmitted Diseases Symptom Checker Tool for Mpox Detection: The HeHealth Experience

Rayner Kay Jin Tan, Dilruk Perera, Salomi Arasaratnam, Yudara Kularathne

专题命中 诊断辅助 ：medical image(abstract)；diagnosis(abstract)；分类 cs.CV、cs.LG

Comments 15 pages, 4 figures

Detection of diabetic retinopathy using longitudinal self-supervised learning

Rachid Zeghlache, Pierre-Henri Conze, Mostafa El Habib Daho, Ramin Tadayoni, Pascal Massin, Béatrice Cochener, Gwenolé Quellec, Mathieu Lamard

专题命中 诊断辅助 ：pathology(abstract)；diagnosis(abstract)；分类 cs.CV、cs.LG

Comments Accepted preprint for presentation at MICCAI-OMIA

Domain Adaptation Using Pseudo Labels for COVID-19 Detection

Runtian Yuan, Qingqiu Li, Junlin Hou, Jilan Xu, Yuejie Zhang, Rui Feng, Hao Chen

专题命中 诊断辅助 ：CT(abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

Value Prediction for Spatiotemporal Gait Data Using Deep Learning

Ryan Cavanagh, Jelena Trajkovic, Wenlu Zhang, I-Hung Khoo, Vennila Krishnan

专题命中 诊断辅助 ：diagnosis(abstract)；biomedical(abstract)；分类 cs.LG、eess.SP

Comments 26 pages, 11 figures

Neural Memory Networks for Seizure Type Classification

David Ahmedt-Aristizabal, Tharindu Fernando, Simon Denman, Lars Petersson, Matthew J. Aburn, Clinton Fookes

专题命中 诊断辅助 ：diagnosis(abstract)；biomedical(abstract)；分类 cs.LG、eess.SP

Comments Proceedings of the IEEE International Conference of Engineering in Medicine and Biology Society. 2020