医学 AI - arXivDaily 专题

2507.03899 2025-07-08 cs.LG cs.AI cs.CV 62%

Transformer Model for Alzheimer's Disease Progression Prediction Using Longitudinal Visit Sequences

Mahdi Moghaddami, Clayton Schubring, Mohammad-Reza Siadat

机构 * Oakland University（奥克兰大学）

专题命中临床大模型：diagnosis(abstract)；分类 cs.CV、cs.LG

Comments Conference on Health, Inference, and Learning (CHIL, 2025)

2505.11832 2025-05-20 eess.IV cs.CV 62%

Patient-Specific Autoregressive Models for Organ Motion Prediction in Radiotherapy

Yuxiang Lai, Jike Zhong, Vanessa Su, Xiaofeng Yang

机构 * Emory University（埃默里大学）； University of Southern California（南加州大学）； Georgia Institute of Technology（佐治亚理工学院）

专题命中临床大模型：CT(abstract)；分类 cs.CV、eess.IV

2503.14562 2025-03-20 eess.IV cs.AI cs.CV 62%

Analysis of human visual field information using machine learning methods and assessment of their accuracy

A. I. Medvedeva, V. V. Bakutkin

专题命中临床大模型：diagnosis(abstract)；分类 cs.CV、eess.IV

Comments in Russian language

2411.19544 2024-12-02 cs.CV cs.AI cs.LG 62%

SkelMamba: A State Space Model for Efficient Skeleton Action Recognition of Neurological Disorders

Niki Martinel, Mariano Serrao, Christian Micheloni

专题命中临床大模型：diagnosis(abstract)；分类 cs.CV、cs.LG

2411.14750 2024-11-25 cs.CV cs.LG 62%

Ordinal Multiple-instance Learning for Ulcerative Colitis Severity Estimation with Selective Aggregated Transformer

Kaito Shiku, Kazuya Nishimura, Daiki Suehiro, Kiyohito Tanaka, Ryoma Bise

专题命中临床大模型：diagnosis(abstract)；分类 cs.CV、cs.LG

Comments 10 pages, 9 figures, Accepted in WACV 2025

2411.11175 2024-11-19 eess.IV eess.SP 62%

Low-Rank Conjugate Gradient-Net for Accelerated Cardiac MR Imaging

Jaykumar H. Patel, Brenden T. Kadota, Calder D. Sheagren, Mark Chiew, Graham A. Wright

专题命中临床大模型：diagnosis(abstract)；分类 eess.IV、eess.SP

Comments 11 pages, 6 figures

2410.19283 2024-10-28 eess.IV cs.AI cs.CV 62%

ST-NeRP: Spatial-Temporal Neural Representation Learning with Prior Embedding for Patient-specific Imaging Study

Liang Qiu, Liyue Shen, Lianli Liu, Junyan Liu, Yizheng Chen, Lei Xing

专题命中临床大模型：CT(abstract)；分类 cs.CV、eess.IV

Comments 14 pages with 10 figures and 6 tables

2409.15546 2024-09-30 eess.IV cs.CV 62%

A Novel Framework for the Automated Characterization of Gram-Stained Blood Culture Slides Using a Large-Scale Vision Transformer

Jack McMahon, Naofumi Tomita, Elizabeth S. Tatishev, Adrienne A. Workman, Cristina R Costales, Niaz Banaei, Isabella W. Martin, Saeed Hassanpour

专题命中临床大模型：diagnosis(abstract)；分类 cs.CV、eess.IV

2212.05023 2024-06-18 cs.LG cs.CV math.GR physics.flu-dyn 62%

Mesh Neural Networks for SE(3)-Equivariant Hemodynamics Estimation on the Artery Wall

Julian Suk, Pim de Haan, Phillip Lippe, Christoph Brune, Jelmer M. Wolterink

专题命中临床大模型：diagnosis(abstract)；分类 cs.CV、cs.LG

Comments Published in "Computers in Biology and Medicine"

2307.16033 2024-05-07 eess.IV cs.CV 62%

CoVid-19 Detection leveraging Vision Transformers and Explainable AI

Pangoth Santhosh Kumar, Kundrapu Supriya, Mallikharjuna Rao K, Taraka Satya Krishna Teja Malisetti

专题命中临床大模型：diagnosis(abstract)；分类 cs.CV、eess.IV

2402.05713 2024-04-09 cs.LG cs.AI cs.CV 62%

Hidden in Plain Sight: Undetectable Adversarial Bias Attacks on Vulnerable Patient Populations

Pranav Kulkarni, Andrew Chan, Nithya Navarathna, Skylar Chan, Paul H. Yi, Vishwa S. Parekh

专题命中临床大模型：radiology(abstract)；分类 cs.CV、cs.LG

Comments 29 pages, 4 figures

2303.05656 2024-03-26 cs.LG cs.CV 62%

EHRDiff: Exploring Realistic EHR Synthesis with Diffusion Models

Hongyi Yuan, Songchi Zhou, Sheng Yu

专题命中临床大模型：biomedical(abstract)；分类 cs.CV、cs.LG

Comments Accepted by TMLR, preprint of camera-ready version

2308.09831 2024-02-29 eess.IV cs.CV 62%

Cross-modality Attention-based Multimodal Fusion for Non-small Cell Lung Cancer (NSCLC) Patient Survival Prediction

Ruining Deng, Nazim Shaikh, Gareth Shannon, Yao Nie

专题命中临床大模型：diagnosis(abstract)；分类 cs.CV、eess.IV

2303.12706 2023-10-03 cs.CV cs.LG 62%

Multi-modal Variational Autoencoders for normative modelling across multiple imaging modalities

Ana Lawry Aguila, James Chapman, Andre Altmann

专题命中临床大模型：pathology(abstract)；分类 cs.CV、cs.LG

2309.17123 2023-10-02 cs.CV cs.LG 62%

Reconstruction of Patient-Specific Confounders in AI-based Radiologic Image Interpretation using Generative Pretraining

Tianyu Han, Laura Žigutytė, Luisa Huck, Marc Huppertz, Robert Siepmann, Yossi Gandelsman, Christian Blüthgen, Firas Khader, Christiane Kuhl, Sven Nebelung, Jakob Kather, Daniel Truhn

专题命中临床大模型：medical image(abstract)；分类 cs.CV、cs.LG

2306.06196 2023-09-20 cs.LG cs.AI eess.SP 62%

ElectroCardioGuard: Preventing Patient Misidentification in Electrocardiogram Databases through Neural Networks

Michal Seják, Jakub Sido, David Žahour

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG、eess.SP

Comments 28 pages, 5 figures, 8 tables

2307.12159 2023-07-25 cs.CV cs.LG 62%

Facial Point Graphs for Amyotrophic Lateral Sclerosis Identification

Nícolas Barbosa Gomes, Arissa Yoshida, Mateus Roder, Guilherme Camargo de Oliveira, João Paulo Papa

专题命中临床大模型：diagnosis(abstract)；分类 cs.CV、cs.LG

Comments 7 pages and 7 figures

2306.13101 2023-06-26 eess.SP cs.AI cs.LG 62%

BrainNet: Epileptic Wave Detection from SEEG with Hierarchical Graph Diffusion Learning

Junru Chen, Yang Yang, Tao Yu, Yingying Fan, Xiaolong Mo, Carl Yang

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG、eess.SP

2306.06865 2023-06-13 cs.LG cs.AI eess.SP 62%

Deep denoising autoencoder-based non-invasive blood flow detection for arteriovenous fistula

Li-Chin Chen, Yi-Heng Lin, Li-Ning Peng, Feng-Ming Wang, Yu-Hsin Chen, Po-Hsun Huang, Shang-Feng Yang, Yu Tsao

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG、eess.SP

2301.00122 2023-05-31 cs.CV cs.LG 62%

Hair and Scalp Disease Detection using Machine Learning and Image Processing

Mrinmoy Roy, Anica Tasnim Protity

专题命中临床大模型：diagnosis(abstract)；分类 cs.CV、cs.LG

Journal ref EJ-Compute.2023;3(1):7-13

2211.04628 2023-03-09 eess.SP cs.LG 62%

MP-SeizNet: A Multi-Path CNN Bi-LSTM Network for Seizure-Type Classification Using EEG

Hezam Albaqami, Ghulam Mubashar Hassan, Amitava Datta

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG、eess.SP

Journal ref Biomed. Signal Process. Control. 84 (2023) 104780

2206.03247 2023-01-05 eess.IV cs.CV 62%

Towards better Interpretable and Generalizable AD detection using Collective Artificial Intelligence

Huy-Dung Nguyen, Michaël Clément, Boris Mansencal, Pierrick Coupé

专题命中临床大模型：diagnosis(abstract)；分类 cs.CV、eess.IV

2210.14228 2022-10-28 cs.LG cs.AI cs.CV 62%

'A net for everyone': fully personalized and unsupervised neural networks trained with longitudinal data from a single patient

Christian Strack, Kelsey L. Pomykala, Heinz-Peter Schlemmer, Jan Egger, Jens Kleesiek

专题命中临床大模型：MRI(abstract)；分类 cs.CV、cs.LG

2209.11172 2022-09-23 eess.SP cs.AI cs.LG stat.ML 62%

EEG-Based Epileptic Seizure Prediction Using Temporal Multi-Channel Transformers

Ricardo V. Godoy, Tharik J. S. Reis, Paulo H. Polegato, Gustavo J. G. Lahr, Ricardo L. Saute, Frederico N. Nakano, Helio R. Machado, Americo C. Sakamoto, Marcelo Becker, Glauco A. P. Caurin

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG、eess.SP

Comments 15 pages, 10 figures

2209.07232 2022-09-16 eess.IV cs.CV 62%

A Spatiotemporal Model for Precise and Efficient Fully-automatic 3D Motion Correction in OCT

Stefan Ploner, Siyu Chen, Jungeun Won, Lennart Husvogt, Katharina Breininger, Julia Schottenhamml, James Fujimoto, Andreas Maier

专题命中临床大模型：pathology(abstract)；分类 cs.CV、eess.IV

Comments Presented at MICCAI 2022 (main conference). The arXiv version provides full quality figures. 9 pages content (5 figures) + 2 pages references + 2 pages supplementary material (2 figures)

2207.02942 2022-07-08 cs.CV cs.HC cs.LG 62%

Towards Transparency in Dermatology Image Datasets with Skin Tone Annotations by Experts, Crowds, and an Algorithm

Matthew Groh, Caleb Harris, Roxana Daneshjou, Omar Badri, Arash Koochek

专题命中临床大模型：diagnosis(abstract)；分类 cs.CV、cs.LG

2206.14541 2022-06-30 cs.LG cs.CV 62%

Why patient data cannot be easily forgotten?

Ruolin Su, Xiao Liu, Sotirios A. Tsaftaris

专题命中临床大模型：diagnosis(abstract)；分类 cs.CV、cs.LG

Comments Ruolin Su and Xiao Liu contributed equally. Accepted by MICCAI 2022

2206.03584 2022-06-09 cs.CR cs.AI cs.CV cs.LG 62%

White-box Membership Attack Against Machine Learning Based Retinopathy Classification

Mounia Hamidouche, Reda Bellafqira, Gwenolé Quellec, Gouenou Coatrieux

专题命中临床大模型：diagnosis(abstract)；分类 cs.CV、cs.LG

2205.02848 2022-05-17 eess.IV cs.AI cs.CV 62%

Building Brains: Subvolume Recombination for Data Augmentation in Large Vessel Occlusion Detection

Florian Thamm, Oliver Taubmann, Markus Jürgens, Aleksandra Thamm, Felix Denzinger, Leonhard Rist, Hendrik Ditt, Andreas Maier

专题命中临床大模型：diagnosis(abstract)；分类 cs.CV、eess.IV

Comments PrePrint - Accepted at MICCAI 2022

2204.07420 2022-04-25 cs.SD cs.CV eess.AS eess.IV 62%

Deep CardioSound-An Ensembled Deep Learning Model for Heart Sound MultiLabelling

Li Guo, Steven Davenport, Yonghong Peng

专题命中临床大模型：diagnosis(abstract)；分类 cs.CV、eess.IV

1. 临床大模型 951 篇

Transformer Model for Alzheimer's Disease Progression Prediction Using Longitudinal Visit Sequences

Patient-Specific Autoregressive Models for Organ Motion Prediction in Radiotherapy

Analysis of human visual field information using machine learning methods and assessment of their accuracy

SkelMamba: A State Space Model for Efficient Skeleton Action Recognition of Neurological Disorders

Ordinal Multiple-instance Learning for Ulcerative Colitis Severity Estimation with Selective Aggregated Transformer

Low-Rank Conjugate Gradient-Net for Accelerated Cardiac MR Imaging

ST-NeRP: Spatial-Temporal Neural Representation Learning with Prior Embedding for Patient-specific Imaging Study

A Novel Framework for the Automated Characterization of Gram-Stained Blood Culture Slides Using a Large-Scale Vision Transformer

Mesh Neural Networks for SE(3)-Equivariant Hemodynamics Estimation on the Artery Wall

CoVid-19 Detection leveraging Vision Transformers and Explainable AI

Hidden in Plain Sight: Undetectable Adversarial Bias Attacks on Vulnerable Patient Populations

EHRDiff: Exploring Realistic EHR Synthesis with Diffusion Models

Cross-modality Attention-based Multimodal Fusion for Non-small Cell Lung Cancer (NSCLC) Patient Survival Prediction

Multi-modal Variational Autoencoders for normative modelling across multiple imaging modalities

Reconstruction of Patient-Specific Confounders in AI-based Radiologic Image Interpretation using Generative Pretraining

ElectroCardioGuard: Preventing Patient Misidentification in Electrocardiogram Databases through Neural Networks

Facial Point Graphs for Amyotrophic Lateral Sclerosis Identification

BrainNet: Epileptic Wave Detection from SEEG with Hierarchical Graph Diffusion Learning

Deep denoising autoencoder-based non-invasive blood flow detection for arteriovenous fistula

Hair and Scalp Disease Detection using Machine Learning and Image Processing

MP-SeizNet: A Multi-Path CNN Bi-LSTM Network for Seizure-Type Classification Using EEG

Towards better Interpretable and Generalizable AD detection using Collective Artificial Intelligence

'A net for everyone': fully personalized and unsupervised neural networks trained with longitudinal data from a single patient

EEG-Based Epileptic Seizure Prediction Using Temporal Multi-Channel Transformers

A Spatiotemporal Model for Precise and Efficient Fully-automatic 3D Motion Correction in OCT

Towards Transparency in Dermatology Image Datasets with Skin Tone Annotations by Experts, Crowds, and an Algorithm

Why patient data cannot be easily forgotten?

White-box Membership Attack Against Machine Learning Based Retinopathy Classification

Building Brains: Subvolume Recombination for Data Augmentation in Large Vessel Occlusion Detection

Deep CardioSound-An Ensembled Deep Learning Model for Heart Sound MultiLabelling