医学 AI - arXivDaily 专题

2006.06627 2020-11-12 cs.LG cs.CV eess.IV q-bio.TO stat.ML 85%

Diagnosis and Analysis of Celiac Disease and Environmental Enteropathy on Biopsy Images using Deep Learning Approaches

Kamran Kowsari

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

Comments PhD dissertation, Univ Virginia (May 2020)

2506.19610 2026-07-01 cs.CE 85%

V2T-CoT: From Vision to Text Chain-of-Thought for Medical Reasoning and Diagnosis

V2T-CoT：从视觉到文本链式推理用于医学推理与诊断

Yuan Wang, Jiaxiang Liu, Shujian Gao, Bin Feng, Zhihang Tang, Xiaotang Gai, Jian Wu, Zuozhu Liu

专题命中诊断辅助：diagnosis(title,abstract)；medical image(abstract)；biomedical(abstract)

AI总结本文提出V2T-CoT方法，通过自动化定位生物医学图像中的偏好区域并将其整合到区域级像素注意力中，提升医学诊断的可解释性与准确性。

Comments 12 pages, 4 figures

2512.17585 2026-04-03 eess.IV cs.CV cs.LG 85%

SkinGenBench: Generative Model and Preprocessing Effects for Synthetic Dermoscopic Augmentation in Melanoma Diagnosis

SkinGenBench: 生成模型与预处理对合成皮肤镜增强在黑色素瘤诊断中的影响

N. A. Adarsh Pritam, Jeba Shiney O, Sanyam Jain

机构 * Alliance School of Advanced Computing, Alliance University, India（印度联盟大学高级计算学院）； Department of Computer Science and Communication, Østfold University College, 1783 Halden, Norway（挪威东福尔大学学院计算机科学与传播系）； Department of Dentistry and Oral Health, Aarhus University, 8000 Aarhus, Denmark（丹麦奥胡斯大学牙科与口腔健康系）

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

AI总结本文提出SkinGenBench，研究预处理复杂性与生成模型选择对合成皮肤镜图像增强及黑色素瘤诊断的影响，通过评估StyleGAN2-ADA和DDPMs生成模型在不同预处理下的性能，发现生成模型架构对图像质量和诊断效果影响更大。

2510.26498 2025-10-31 cs.CL 85%

A Multi-agent Large Language Model Framework to Automatically Assess Performance of a Clinical AI Triage Tool

Adam E. Flanders, Yifan Peng, Luciano Prevedello, Robyn Ball, Errol Colak, Prahlad Menon, George Shih, Hui-Ming Lin, Paras Lakhani

专题命中诊断辅助：clinical AI(title,abstract)；CT(abstract)；radiology(abstract)

Comments 29 pages, 3 figures, 4 tables

2501.00378 2025-08-08 eess.IV cs.CV cs.LG 85%

STARFormer: A Novel Spatio-Temporal Aggregation Reorganization Transformer of FMRI for Brain Disorder Diagnosis

Wenhao Dong, Yueyang Li, Weiming Zeng, Lei Chen, Hongjie Yan, Wai Ting Siok, Nizhuan Wang

机构 * Laboratory of Digital Image and Intelligent Computation, College of Information Engineering, Shanghai Maritime University（数字图像与智能计算实验室，信息工程学院，上海 Maritime 大学）； Department of Chinese and Bilingual Studies, The Hong Kong Polytechnic University（中英双语研究部，香港理工大学）； Department of Neurology, Affiliated Lianyungang Hospital of Xuzhou Medical University（神经科，徐州医学院附属连云港医院）

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

Journal ref Neural Networks, 2025

2403.16970 2025-02-18 eess.IV cs.CV cs.LG 85%

Joint enhancement of automatic chest X-ray diagnosis and radiological gaze prediction with multi-stage cooperative learning

Zirui Qiu, Hassan Rivaz, Yiming Xiao

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

2410.02714 2024-10-04 eess.IV cs.CV cs.LG 85%

AlzhiNet: Traversing from 2DCNN to 3DCNN, Towards Early Detection and Diagnosis of Alzheimer's Disease

Romoke Grace Akindele, Samuel Adebayo, Paul Shekonya Kanda, Ming Yu

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

2406.16754 2024-06-25 cs.LG cs.CV eess.IV 85%

The MRI Scanner as a Diagnostic: Image-less Active Sampling

Yuning Du, Rohan Dharmakumar, Sotirios A. Tsaftaris

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

Comments Accepted in MICCAI 2024

2404.13386 2024-04-23 eess.IV cs.CV cs.LG 85%

SSVT: Self-Supervised Vision Transformer For Eye Disease Diagnosis Based On Fundus Images

Jiaqi Wang, Mengtian Kang, Yong Liu, Chi Zhang, Ying Liu, Shiming Li, Yue Qi, Wenjun Xu, Chenyu Tang, Edoardo Occhipinti, Mayinuer Yusufu, Ningli Wang, Weiling Bai, Shuo Gao, Luigi G. Occhipinti

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

Comments ISBI 2024

2404.11843 2024-04-22 eess.IV cs.CV cs.LG 85%

Computer-Aided Diagnosis of Thoracic Diseases in Chest X-rays using hybrid CNN-Transformer Architecture

Sonit Singh

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

Comments 24 pages, 13 Figures, 13 Tables. This article heavily draws from arXiv:1904.09925 where authors originally proposed attention-augmented convolutional network. arXiv admin note: text overlap with arXiv:1904.09925 by other authors

2309.12572 2024-04-09 eess.IV cs.CV cs.LG 85%

Interpretable 3D Multi-Modal Residual Convolutional Neural Network for Mild Traumatic Brain Injury Diagnosis

Hanem Ellethy, Viktor Vegh, Shekhar S. Chandra

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

Comments Accepted by the Australasian Joint Conference on Artificial Intelligence 2023 (AJCAI 2023). 12 pages and 5 Figures

2304.00216 2024-02-19 eess.IV cs.CV cs.LG 85%

Cross-scale Multi-instance Learning for Pathological Image Diagnosis

Ruining Deng, Can Cui, Lucas W. Remedios, Shunxing Bao, R. Michael Womick, Sophie Chiron, Jia Li, Joseph T. Roland, Ken S. Lau, Qi Liu, Keith T. Wilson, Yaohong Wang, Lori A. Coburn, Bennett A. Landman, Yuankai Huo

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

2312.00067 2024-01-22 physics.med-ph cs.CV cs.LG eess.IV 85%

Predicting breast cancer with AI for individual risk-adjusted MRI screening and early detection

Lukas Hirsch, Yu Huang, Hernan A. Makse, Danny F. Martinez, Mary Hughes, Sarah Eskreis-Winkler, Katja Pinker, Elizabeth Morris, Lucas C. Parra, Elizabeth J. Sutton

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

Comments Major revisions and rewriting in progress

2311.10430 2023-11-20 eess.IV cs.CV cs.LG 85%

Deep Residual CNN for Multi-Class Chest Infection Diagnosis

Ryan Donghan Kwon, Dohyun Lim, Yoonha Lee, Seung Won Lee

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

2306.13276 2023-06-26 eess.IV cs.CV cs.LG 85%

On Sensitivity and Robustness of Normalization Schemes to Input Distribution Shifts in Automatic MR Image Diagnosis

Divyam Madaan, Daniel Sodickson, Kyunghyun Cho, Sumit Chopra

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

Comments Accepted at MIDL 2023

2304.13135 2023-04-27 eess.IV cs.CV cs.LG 85%

MEDNC: Multi-ensemble deep neural network for COVID-19 diagnosis

Lin Yang, Shuihua Wang, Yudong Zhang

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

2211.16806 2022-12-01 eess.IV cs.CV cs.LG 85%

Toward Robust Diagnosis: A Contour Attention Preserving Adversarial Defense for COVID-19 Detection

Kun Xiang, Xing Zhang, Jinwen She, Jinpeng Liu, Haohan Wang, Shiqi Deng, Shancheng Jiang

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

Comments Accepted to AAAI 2023

2211.02639 2022-11-07 eess.IV cs.CV cs.LG 85%

PIPPI2021: An Approach to Automated Diagnosis and Texture Analysis of the Fetal Liver & Placenta in Fetal Growth Restriction

Aya Mutaz Zeidan, Paula Ramirez Gilliland, Ashay Patel, Zhanchong Ou, Dimitra Flouri, Nada Mufti, Kasia Maksym, Rosalind Aughwane, Sebastien Ourselin, Anna David, Andrew Melbourne

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

2210.11943 2022-10-24 eess.IV cs.CV cs.LG 85%

Computer-Aided Cancer Diagnosis via Machine Learning and Deep Learning: A comparative review

Solene Bechelli

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

2209.04646 2022-09-13 eess.IV cs.CV cs.LG 85%

An Interactive Automation for Human Biliary Tree Diagnosis Using Computer Vision

Mohammad AL-Oudat, Saleh Alomari, Hazem Qattous, Mohammad Azzeh, Tariq AL-Munaizel

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

2008.04815 2022-09-09 eess.IV cs.CV cs.LG 85%

A Review on Deep Learning Techniques for the Diagnosis of Novel Coronavirus (COVID-19)

Md. Milon Islam, Fakhri Karray, Reda Alhajj, Jia Zeng

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

Comments 18 pages, 2 figures, 4 Tables

Journal ref IEEE Access C9:30551-30572,2021

2203.02110 2022-03-07 eess.IV cs.CV cs.LG 85%

FairPrune: Achieving Fairness Through Pruning for Dermatological Disease Diagnosis

Yawen Wu, Dewen Zeng, Xiaowei Xu, Yiyu Shi, Jingtong Hu

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

2107.01820 2022-03-02 cs.LG cs.AI q-bio.QM stat.ML 85%

An Explainable AI System for the Diagnosis of High Dimensional Biomedical Data

Alfred Ultsch, Jörg Hoffmann, Maximilian Röhnert, Malte Von Bonin, Uta Oelschlägel, Cornelia Brendel, Michael C. Thrun

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

Comments 29 pages, 5 figure, 5 tables, data available at https://data.mendeley.com/datasets/jk4dt6wprv/1

2104.14116 2021-12-28 eess.IV cs.CV cs.LG 85%

An Automated Approach for Timely Diagnosis and Prognosis of Coronavirus Disease

Abbas Raza Ali, Marcin Budka

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

Comments to be published in IJCNN 2021

Journal ref 2021 International Joint Conference on Neural Networks (IJCNN)

2108.03786 2021-08-29 eess.IV cs.CV cs.LG 85%

Multi-Slice Net: A novel light weight framework for COVID-19 Diagnosis

Harshala Gammulle, Tharindu Fernando, Sridha Sridharan, Simon Denman, Clinton Fookes

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

Comments IEEE International Conference on Autonomous Systems 2021

2012.10787 2021-02-15 eess.IV cs.CV cs.LG 85%

Constructing and Evaluating an Explainable Model for COVID-19 Diagnosis from Chest X-rays

Rishab Khincha, Soundarya Krishnan, Tirtharaj Dash, Lovekesh Vig, Ashwin Srinivasan

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

2101.02870 2021-01-11 cs.LG cs.CV eess.IV 85%

ADiag: Graph Neural Network Based Diagnosis of Alzheimer's Disease

Vishnu Ram Sampathkumar

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

2012.14106 2020-12-29 eess.IV cs.CV cs.LG 85%

Diagnosis/Prognosis of COVID-19 Images: Challenges, Opportunities, and Applications

Arash Mohammadi, Yingxu Wang, Nastaran Enshaei, Parnian Afshar, Farnoosh Naderkhani, Anastasia Oikonomou, Moezedin Javad Rafiee, Helder C. R. Oliveira, Svetlana Yanushkevich, Konstantinos N. Plataniotis

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

2011.08129 2020-11-17 eess.IV cs.AI cs.CV cs.LG cs.RO 85%

Tissue characterization based on the analysis on i3DUS data for diagnosis support in neurosurgery

Mou-Cheng Xu

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

Comments MRes thesis

2005.03227 2020-10-13 eess.IV cs.CV cs.LG 85%

Diagnosis of Coronavirus Disease 2019 (COVID-19) with Structured Latent Multi-View Representation Learning

Hengyuan Kang, Liming Xia, Fuhua Yan, Zhibin Wan, Feng Shi, Huan Yuan, Huiting Jiang, Dijia Wu, He Sui, Changqing Zhang, Dinggang Shen

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

Journal ref IEEE Transactions on Medical Imaging (2020)

1. 诊断辅助 8209 篇

Diagnosis and Analysis of Celiac Disease and Environmental Enteropathy on Biopsy Images using Deep Learning Approaches

V2T-CoT: From Vision to Text Chain-of-Thought for Medical Reasoning and Diagnosis

SkinGenBench: Generative Model and Preprocessing Effects for Synthetic Dermoscopic Augmentation in Melanoma Diagnosis

A Multi-agent Large Language Model Framework to Automatically Assess Performance of a Clinical AI Triage Tool

STARFormer: A Novel Spatio-Temporal Aggregation Reorganization Transformer of FMRI for Brain Disorder Diagnosis

Joint enhancement of automatic chest X-ray diagnosis and radiological gaze prediction with multi-stage cooperative learning

AlzhiNet: Traversing from 2DCNN to 3DCNN, Towards Early Detection and Diagnosis of Alzheimer's Disease

The MRI Scanner as a Diagnostic: Image-less Active Sampling

SSVT: Self-Supervised Vision Transformer For Eye Disease Diagnosis Based On Fundus Images

Computer-Aided Diagnosis of Thoracic Diseases in Chest X-rays using hybrid CNN-Transformer Architecture

Interpretable 3D Multi-Modal Residual Convolutional Neural Network for Mild Traumatic Brain Injury Diagnosis

Cross-scale Multi-instance Learning for Pathological Image Diagnosis

Predicting breast cancer with AI for individual risk-adjusted MRI screening and early detection

Deep Residual CNN for Multi-Class Chest Infection Diagnosis

On Sensitivity and Robustness of Normalization Schemes to Input Distribution Shifts in Automatic MR Image Diagnosis

MEDNC: Multi-ensemble deep neural network for COVID-19 diagnosis

Toward Robust Diagnosis: A Contour Attention Preserving Adversarial Defense for COVID-19 Detection

PIPPI2021: An Approach to Automated Diagnosis and Texture Analysis of the Fetal Liver & Placenta in Fetal Growth Restriction

Computer-Aided Cancer Diagnosis via Machine Learning and Deep Learning: A comparative review

An Interactive Automation for Human Biliary Tree Diagnosis Using Computer Vision

A Review on Deep Learning Techniques for the Diagnosis of Novel Coronavirus (COVID-19)

FairPrune: Achieving Fairness Through Pruning for Dermatological Disease Diagnosis

An Explainable AI System for the Diagnosis of High Dimensional Biomedical Data

An Automated Approach for Timely Diagnosis and Prognosis of Coronavirus Disease

Multi-Slice Net: A novel light weight framework for COVID-19 Diagnosis

Constructing and Evaluating an Explainable Model for COVID-19 Diagnosis from Chest X-rays

ADiag: Graph Neural Network Based Diagnosis of Alzheimer's Disease

Diagnosis/Prognosis of COVID-19 Images: Challenges, Opportunities, and Applications

Tissue characterization based on the analysis on i3DUS data for diagnosis support in neurosurgery

Diagnosis of Coronavirus Disease 2019 (COVID-19) with Structured Latent Multi-View Representation Learning