医学 AI - arXivDaily 专题

2110.00203 2021-10-04 cs.LG eess.IV 84%

Q-Net: A Quantitative Susceptibility Mapping-based Deep Neural Network for Differential Diagnosis of Brain Iron Deposition in Hemochromatosis

Soheil Zabihi, Elahe Rahimian, Soumya Sharma, Sean K. Sethi, Sara Gharabaghi, Amir Asif, E. Mark Haacke, Mandar S. Jog, Arash Mohammadi

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

2109.05627 2021-09-30 eess.IV cs.CV 84%

Differential Diagnosis of Frontotemporal Dementia and Alzheimer's Disease using Generative Adversarial Network

Da Ma, Donghuan Lu, Karteek Popuri, Mirza Faisal Beg

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

2101.06228 2021-08-31 eess.IV cs.CV 84%

Task-driven Self-supervised Bi-channel Networks for Diagnosis of Breast Cancers with Mammography

Ronglin Gong, Jun Wang, Jun Shi

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

2010.02154 2021-06-25 eess.IV cs.CV 84%

Medical Imaging and Computational Image Analysis in COVID-19 Diagnosis: A Review

Shahabedin Nabavi, Azar Ejmalian, Mohsen Ebrahimi Moghaddam, Ahmad Ali Abin, Alejandro F. Frangi, Mohammad Mohammadi, Hamidreza Saligheh Rad

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

Comments 29 pages, 4 tables

Journal ref Computers in Biology and Medicine, 2021, 104605,

2009.12648 2021-03-26 eess.IV cs.CV 84%

Quantitative and Qualitative Evaluation of Explainable Deep Learning Methods for Ophthalmic Diagnosis

Amitojdeep Singh, J. Jothi Balaji, Mohammed Abdul Rasheed, Varadharajan Jayakumar, Rajiv Raman, Vasudevan Lakshminarayanan

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

2103.05112 2021-03-10 cs.CV cs.AI cs.LG 84%

Deep Learning Based Decision Support for Medicine -- A Case Study on Skin Cancer Diagnosis

Adriano Lucieri, Andreas Dengel, Sheraz Ahmed

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

2101.05410 2021-01-15 eess.IV cs.CV 84%

A Multi-Stage Attentive Transfer Learning Framework for Improving COVID-19 Diagnosis

Yi Liu, Shuiwang Ji

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

Comments 12 pages, 4 figures, 6 tables

2011.14132 2020-12-01 eess.IV cs.CV 84%

MIINet: An Image Quality Improvement Framework for Supporting Medical Diagnosis

Quan Huu Cap, Hitoshi Iyatomi, Atsushi Fukuda

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

Comments Accepted at the ICPR2020 Workshops

2004.14143 2020-12-01 cs.CV cs.LG stat.ML 84%

Zero-Shot Learning and its Applications from Autonomous Vehicles to COVID-19 Diagnosis: A Review

Mahdi Rezaei, Mahsa Shahidi

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

Comments Accepted in Journal of Intelligence-Based Medicine (Elsevier)

Journal ref Journal of Intelligence-Based Medicine, Volumes 4, 2020

2005.03868 2020-08-10 eess.IV cs.LG stat.ML 84%

Hierarchical Deep Convolutional Neural Networks for Multi-category Diagnosis of Gastrointestinal Disorders on Histopathological Images

Rasoul Sali, Sodiq Adewole, Lubaina Ehsan, Lee A. Denson, Paul Kelly, Beatrice C. Amadi, Lori Holtz, Syed Asad Ali, Sean R. Moore, Sana Syed, Donald E. Brown

专题命中诊断辅助：diagnosis(title,abstract)；pathology(abstract)；分类 cs.LG、eess.IV

Comments accepted at IEEE International Conference on Healthcare Informatics (ICHI 2020)

2007.12898 2020-07-28 eess.IV cs.CV 84%

3D Neural Network for Lung Cancer Risk Prediction on CT Volumes

Daniel Korat

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

2005.09459 2020-06-02 eess.IV cs.CV 84%

Review on Computer Vision in Gastric Cancer: Potential Efficient Tools for Diagnosis

Yihua Sun

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

2004.03500 2020-06-02 cs.HC cs.LG cs.SE eess.IV 84%

BreastScreening: On the Use of Multi-Modality in Medical Imaging Diagnosis

Francisco Maria Calisto, Nuno Jardim Nunes, Jacinto Carlos Nascimento

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

Comments AVI 2020 Short Papers, 5 pages, 2 figures, for associated files, see https://github.com/MIMBCD-UI/avi-2020-short-paper

2006.00074 2020-06-02 eess.IV cs.CV 84%

Automatic Diagnosis of Pulmonary Embolism Using an Attention-guided Framework: A Large-scale Study

Luyao Shi, Deepta Rajan, Shafiq Abedin, Manikanta Srikar Yellapragada, David Beymer, Ehsan Dehghan

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

Comments MIDL 2020 Full Paper

2005.02690 2020-05-21 cs.CV eess.IV 84%

Dual-Sampling Attention Network for Diagnosis of COVID-19 from Community Acquired Pneumonia

Xi Ouyang, Jiayu Huo, Liming Xia, Fei Shan, Jun Liu, Zhanhao Mo, Fuhua Yan, Zhongxiang Ding, Qi Yang, Bin Song, Feng Shi, Huan Yuan, Ying Wei, Xiaohuan Cao, Yaozong Gao, Dijia Wu, Qian Wang, Dinggang Shen

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

Comments accepted by IEEE Transactions on Medical Imaging, 2020

2002.04066 2020-02-12 eess.IV cs.CV 84%

Point-of-Care Diabetic Retinopathy Diagnosis: A Standalone Mobile Application Approach

Misgina Tsighe Hagos

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

Comments Dissertation for a Masters of Technology in Data Science

2606.08240 2026-06-09 eess.SP 新提交 84%

A dual-system approach for epilepsy diagnosis: integrating mamba-Bi-LSTM architecture with SHAP-based verification

一种双系统癫痫诊断方法：融合Mamba-Bi-LSTM架构与基于SHAP的验证

Mufeng Chen, Jia Xie, Fuchang Luo, Quansheng Ren

专题命中诊断辅助：diagnosis(title,abstract)；medical AI(abstract)；分类 eess.SP；biomedical(journal_ref)

AI总结提出双系统智能诊断框架，主判别系统结合Mamba与Bi-LSTM实现高精度，验证系统通过SHAP提供可解释性，准确率从92.6%提升至98.7%。

Comments 18 pages, 11 figures, 16 tables

Journal ref Biomedical Engineering Advances 11 (2026) 100218

2510.26151 2025-10-31 cs.CV cs.AI 84%

MV-MLM: Bridging Multi-View Mammography and Language for Breast Cancer Diagnosis and Risk Prediction

Shunjie-Fabian Zheng, Hyeonjun Lee, Thijs Kooi, Ali Diba

机构 * Department of Medicine I, LMU University Hospital, LMU Munich, Germany（慕尼黑大学医学部第一部门，LMU大学医院，慕尼黑，德国）； Lunit Inc.（Lunit公司）

专题命中诊断辅助：diagnosis(title,abstract)；radiology(abstract)；分类 cs.CV

Comments Accepted to Computer Vision for Automated Medical Diagnosis (CVAMD) Workshop at ICCV 2025

2405.08681 2024-05-15 cs.CV cs.AI 84%

Achieving Fairness Through Channel Pruning for Dermatological Disease Diagnosis

Qingpeng Kong, Ching-Hao Chiu, Dewen Zeng, Yu-Jen Chen, Tsung-Yi Ho, Jingtong hu, Yiyu Shi

专题命中诊断辅助：diagnosis(title,abstract)；medical image(abstract,comments)；分类 cs.CV

Comments 13 pages, 3 figures, early accepted by International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2024

2508.20125 2026-04-01 cs.NE cs.AI cs.CV q-bio.NC 83%

Improving Liver Disease Diagnosis with SNNDeep: A Custom Spiking Neural Network Using Diverse Learning Algorithms

通过SNNDeep改进肝病诊断：一种使用多样化学习算法的定制脉冲神经网络

Zofia Rudnicka, Janusz Szczepanski, Agnieszka Pregowska

机构 * Institute of Fundamental Technological Research, Polish Academy of Sciences（波兰科学院基础技术研究所）

专题命中诊断辅助：diagnosis(title)；CT(abstract)；biomedical(abstract)；分类 cs.CV、q-bio

AI总结本文提出SNNDeep，一种专为从CT特征二分类肝健康状态优化的脉冲神经网络，通过三种不同学习算法在不同架构上验证，展示了定制SNN在医疗影像中的优越性能。

2603.17191 2026-03-19 cs.CL cs.LG q-bio.QM 83%

Tabular LLMs for Interpretable Few-Shot Alzheimer's Disease Prediction with Multimodal Biomedical Data

用于多模态生物医学数据的可解释少样本阿尔茨海默病预测的表格LLMs

Sophie Kearney, Shu Yang, Zixuan Wen, Weimin Lyu, Bojian Hou, Duy Duong-Tran, Tianlong Chen, Jason H. Moore, Marylyn D. Ritchie, Chao Chen, Li Shen

机构 * University of Pennsylvania（宾夕法尼亚大学）； Stony Brook University（石溪大学）； University of North Carolina at Chapel Hill（北卡罗来纳大学教堂山分校）； Medical University of South Carolina（南卡罗来纳医科大学）； Cedars-Sinai Medical Center（西格拉姆山医疗中心）

专题命中诊断辅助：biomedical(title)；MRI(abstract)；diagnosis(abstract)；分类 cs.LG、q-bio

AI总结本文提出TAP-GPT框架，利用预训练的大语言模型进行少样本阿尔茨海默病分类，展示了其在多模态生物医学数据中的优越性能和可解释性。

2602.15740 2026-02-18 cs.LG cs.AI q-bio.QM 83%

MRC-GAT: A Meta-Relational Copula-Based Graph Attention Network for Interpretable Multimodal Alzheimer's Disease Diagnosis

MRC-GAT：一种基于元关系耦合的图注意力网络用于可解释的多模态阿尔茨海默病诊断

Fatemeh Khalvandi, Saadat Izadi, Abdolah Chalechale

专题命中诊断辅助：diagnosis(title,abstract)；MRI(abstract)；分类 cs.LG、q-bio

AI总结 MRC-GAT通过元关系耦合和多关系注意力机制，实现多模态阿尔茨海默病诊断的高精度与可解释性。

Comments 27 pages, 10 figures, 10 table

2507.23227 2025-10-16 cs.CL cs.LG q-bio.QM 83%

Enabling Few-Shot Alzheimer's Disease Diagnosis on Biomarker Data with Tabular LLMs

Sophie Kearney, Shu Yang, Zixuan Wen, Bojian Hou, Duy Duong-Tran, Tianlong Chen, Jason Moore, Marylyn Ritchie, Li Shen

机构 * University of Pennsylvania（宾夕法尼亚大学）； United States Naval Academy（美国海军学院）； University of North Carolina at Chapel Hill（北卡罗来纳大学教堂山分校）； Cedars Sinai Medical Center（西好莱坞 Cedars Sinai 医院）

专题命中诊断辅助：diagnosis(title,abstract)；biomedical(abstract)；分类 cs.LG、q-bio

Comments accepted by ACM-BCB'25: ACM Conference on Bioinformatics, Computational Biology, and Health Informatics [ACM SIGBio Best Paper Award]

2510.08655 2025-10-13 cs.LG cs.AI q-bio.GN 83%

Knowledge Graph Sparsification for GNN-based Rare Disease Diagnosis

Premt Cara, Kamilia Zaripova, David Bani-Harouni, Nassir Navab, Azade Farshad

机构 * Department of Computer Science, Technical University of Munich（技术大学慕尼黑计算机科学系）； Munich Center for Machine Learning (MCML), Munich, Germany（慕尼黑机器学习中心（MCML））； Johns Hopkins University, Baltimore, Maryland, USA（约翰霍普金斯大学）

专题命中诊断辅助：diagnosis(title,abstract)；biomedical(abstract)；分类 cs.LG、q-bio

2510.06232 2025-10-09 q-bio.TO cs.LG 83%

Neu-RadBERT for Enhanced Diagnosis of Brain Injuries and Conditions

Manpreet Singh, Sean Macrae, Pierre-Marc Williams, Nicole Hung, Sabrina Araujo de Franca, Laurent Letourneau-Guillon, François-Martin Carrier, Bang Liu, Yiorgos Alexandros Cavayas

专题命中诊断辅助：diagnosis(title,abstract)；radiology(abstract)；分类 cs.LG、q-bio

Comments Both Manpreet Singh and Sean Macrae contributed equally and should be considered co-first authors. Corresponding author: Yiorgos Alexandros Cavayas

2502.01535 2025-02-04 cs.CV cs.CL q-bio.QM 83%

VisTA: Vision-Text Alignment Model with Contrastive Learning using Multimodal Data for Evidence-Driven, Reliable, and Explainable Alzheimer's Disease Diagnosis

Duy-Cat Can, Linh D. Dang, Quang-Huy Tang, Dang Minh Ly, Huong Ha, Guillaume Blanc, Oliver Y. Chén, Binh T. Nguyen

专题命中诊断辅助：diagnosis(title,abstract)；radiology(abstract)；分类 cs.CV、q-bio

2410.07138 2024-10-10 q-bio.NC cs.LG stat.AP 83%

Diagnosis and Pathogenic Analysis of Autism Spectrum Disorder Using Fused Brain Connection Graph

Lu Wei, Yi Huang, Guosheng Yin, Fode Zhang, Manxue Zhang, Bin Liu

专题命中诊断辅助：diagnosis(title,abstract)；MRI(abstract)；分类 cs.LG、q-bio

2204.04488 2023-08-15 q-bio.NC eess.SP 83%

Comparison of EEG based epilepsy diagnosis using neural networks and wavelet transform

Mohammad Reza Yousefi, Saina Golnejad, Melika Mohammad Hosseini, Amin Dehghani

专题命中诊断辅助：diagnosis(title,abstract)；pathology(abstract)；分类 q-bio、eess.SP

Comments 8 pages, 4 tables, 3 figures

2304.12988 2023-06-29 eess.IV cs.CV cs.LG 83%

Multi-Scale Feature Fusion using Parallel-Attention Block for COVID-19 Chest X-ray Diagnosis

Xiao Qi, David J. Foran, John L. Nosher, Ilker Hacihaliloglu

专题命中诊断辅助：diagnosis(title,abstract)；biomedical(comments,journal_ref)；分类 cs.CV、cs.LG、eess.IV

Comments Accepted for publication at the Journal of Machine Learning for Biomedical Imaging (MELBA) https://melba-journal.org/2023:008

Journal ref Machine.Learning.for.Biomedical.Imaging. 2 (2023)

2006.03476 2023-05-15 physics.med-ph cs.LG q-bio.QM stat.ML 83%

COVID-19 diagnosis by routine blood tests using machine learning

Matjaž Kukar, Gregor Gunčar, Tomaž Vovko, Simon Podnar, Peter Černelč, Miran Brvar, Mateja Zalaznik, Mateja Notar, Sašo Moškon, Marko Notar

专题命中诊断辅助：diagnosis(title,abstract)；CT(abstract)；分类 cs.LG、q-bio

Comments 11 pages, 4 figures, 2 tables

1. 诊断辅助 8209 篇

Q-Net: A Quantitative Susceptibility Mapping-based Deep Neural Network for Differential Diagnosis of Brain Iron Deposition in Hemochromatosis

Differential Diagnosis of Frontotemporal Dementia and Alzheimer's Disease using Generative Adversarial Network

Task-driven Self-supervised Bi-channel Networks for Diagnosis of Breast Cancers with Mammography

Medical Imaging and Computational Image Analysis in COVID-19 Diagnosis: A Review

Quantitative and Qualitative Evaluation of Explainable Deep Learning Methods for Ophthalmic Diagnosis

Deep Learning Based Decision Support for Medicine -- A Case Study on Skin Cancer Diagnosis

A Multi-Stage Attentive Transfer Learning Framework for Improving COVID-19 Diagnosis

MIINet: An Image Quality Improvement Framework for Supporting Medical Diagnosis

Zero-Shot Learning and its Applications from Autonomous Vehicles to COVID-19 Diagnosis: A Review

Hierarchical Deep Convolutional Neural Networks for Multi-category Diagnosis of Gastrointestinal Disorders on Histopathological Images

3D Neural Network for Lung Cancer Risk Prediction on CT Volumes

Review on Computer Vision in Gastric Cancer: Potential Efficient Tools for Diagnosis

BreastScreening: On the Use of Multi-Modality in Medical Imaging Diagnosis

Automatic Diagnosis of Pulmonary Embolism Using an Attention-guided Framework: A Large-scale Study

Dual-Sampling Attention Network for Diagnosis of COVID-19 from Community Acquired Pneumonia

Point-of-Care Diabetic Retinopathy Diagnosis: A Standalone Mobile Application Approach

A dual-system approach for epilepsy diagnosis: integrating mamba-Bi-LSTM architecture with SHAP-based verification

MV-MLM: Bridging Multi-View Mammography and Language for Breast Cancer Diagnosis and Risk Prediction

Achieving Fairness Through Channel Pruning for Dermatological Disease Diagnosis

Improving Liver Disease Diagnosis with SNNDeep: A Custom Spiking Neural Network Using Diverse Learning Algorithms

Tabular LLMs for Interpretable Few-Shot Alzheimer's Disease Prediction with Multimodal Biomedical Data

MRC-GAT: A Meta-Relational Copula-Based Graph Attention Network for Interpretable Multimodal Alzheimer's Disease Diagnosis

Enabling Few-Shot Alzheimer's Disease Diagnosis on Biomarker Data with Tabular LLMs

Knowledge Graph Sparsification for GNN-based Rare Disease Diagnosis

Neu-RadBERT for Enhanced Diagnosis of Brain Injuries and Conditions

VisTA: Vision-Text Alignment Model with Contrastive Learning using Multimodal Data for Evidence-Driven, Reliable, and Explainable Alzheimer's Disease Diagnosis

Diagnosis and Pathogenic Analysis of Autism Spectrum Disorder Using Fused Brain Connection Graph

Comparison of EEG based epilepsy diagnosis using neural networks and wavelet transform

Multi-Scale Feature Fusion using Parallel-Attention Block for COVID-19 Chest X-ray Diagnosis

COVID-19 diagnosis by routine blood tests using machine learning