医学 AI - arXivDaily 专题

2312.02567 2024-04-23 cs.CV 79%

Think Twice Before Selection: Federated Evidential Active Learning for Medical Image Analysis with Domain Shifts

Jiayi Chen, Benteng Ma, Hengfei Cui, Yong Xia

专题命中医学数据与评测：medical image(title,abstract)；分类 cs.CV

Comments Accepted by CVPR 2024

2404.04510 2024-04-09 cs.CL cs.AI cs.LG 79%

IITK at SemEval-2024 Task 2: Exploring the Capabilities of LLMs for Safe Biomedical Natural Language Inference for Clinical Trials

Shreyasi Mandal, Ashutosh Modi

专题命中医学数据与评测：biomedical(title,abstract)；分类 cs.LG

Comments Accepted at SemEval 2024, NAACL 2024; 8 Pages

2404.04427 2024-04-09 physics.med-ph eess.IV 79%

A comprehensive liver CT landmark pair dataset for evaluating deformable image registration algorithms

Zhendong Zhang, Edward Robert Criscuolo, Yao Hao, Deshan Yang

专题命中医学数据与评测：CT(title,abstract)；分类 eess.IV

Comments 17 pages, 6 figures

2401.16355 2024-03-21 cs.CV 79%

PathMMU: A Massive Multimodal Expert-Level Benchmark for Understanding and Reasoning in Pathology

Yuxuan Sun, Hao Wu, Chenglu Zhu, Sunyi Zheng, Qizi Chen, Kai Zhang, Yunlong Zhang, Dan Wan, Xiaoxiao Lan, Mengyue Zheng, Jingxiong Li, Xinheng Lyu, Tao Lin, Lin Yang

专题命中医学数据与评测：pathology(title,abstract)；分类 cs.CV

Comments 27 pages, 12 figures

2402.15858 2024-02-27 cs.CV cs.DC 79%

FedMM: Federated Multi-Modal Learning with Modality Heterogeneity in Computational Pathology

Yuanzhe Peng, Jieming Bian, Jie Xu

专题命中医学数据与评测：pathology(title,abstract)；分类 cs.CV

Journal ref 2024 International Conference on Acoustics, Speech and Signal Processing (ICASSP 2024)

2402.10135 2024-02-16 cs.LG cs.AI cs.DC 79%

Benchmarking federated strategies in Peer-to-Peer Federated learning for biomedical data

Jose L. Salmeron, Irina Arévalo, Antonio Ruiz-Celma

专题命中医学数据与评测：biomedical(title,abstract)；分类 cs.LG

Journal ref Heliyon 9 (2023) e16925

2311.06643 2024-02-01 cs.LG 79%

Privacy Risks Analysis and Mitigation in Federated Learning for Medical Images

Badhan Chandra Das, M. Hadi Amini, Yanzhao Wu

专题命中医学数据与评测：medical image(title,abstract)；分类 cs.LG

Comments V1

2312.17451 2024-01-01 cs.LG cs.AI 79%

FedLED: Label-Free Equipment Fault Diagnosis with Vertical Federated Transfer Learning

Jie Shen, Shusen Yang, Cong Zhao, Xuebin Ren, Peng Zhao, Yuqian Yang, Qing Han, Shuaijun Wu

专题命中医学数据与评测：diagnosis(title,abstract)；分类 cs.LG

Comments This paper has been accepted for publication in IEEE Transactions on Instrumentation & Measurement

2312.07428 2023-12-13 cs.CV cs.AI 79%

Ensemble Federated Learning: an approach for collaborative pneumonia diagnosis

Alhassan Mabrouk, Rebeca P. Díaz Redondo, Mohamed Abd Elaziz, Mohammed Kayed

专题命中医学数据与评测：diagnosis(title)；medical image(abstract)；分类 cs.CV

Comments 15 pages, 9 figures, journal

Journal ref Applied Soft Computing, 2023, p. 110500

2310.09628 2023-10-17 cs.LG cs.SY eess.SY 79%

Federated Battery Diagnosis and Prognosis

Nur Banu Altinpulluk, Deniz Altinpulluk, Paritosh Ramanan, Noah Paulson, Feng Qiu, Susan Babinec, Murat Yildirim

专题命中医学数据与评测：diagnosis(title,abstract)；分类 cs.LG

2307.05766 2023-09-08 cs.CV cs.AI 79%

Rad-ReStruct: A Novel VQA Benchmark and Method for Structured Radiology Reporting

Chantal Pellegrini, Matthias Keicher, Ege Özsoy, Nassir Navab

专题命中医学数据与评测：radiology(title,abstract)；分类 cs.CV

Comments accepted at MICCAI 2023

2308.14017 2023-08-29 cs.LG cs.AI 79%

Revolutionizing Disease Diagnosis: A Microservices-Based Architecture for Privacy-Preserving and Efficient IoT Data Analytics Using Federated Learning

Safa Ben Atitallah, Maha Driss, Henda Ben Ghezala

专题命中医学数据与评测：diagnosis(title,abstract)；分类 cs.LG

2206.13803 2023-07-27 cs.CV cs.AI 79%

FedIIC: Towards Robust Federated Learning for Class-Imbalanced Medical Image Classification

Nannan Wu, Li Yu, Xin Yang, Kwang-Ting Cheng, Zengqiang Yan

专题命中医学数据与评测：medical image(title,abstract)；分类 cs.CV

Comments This paper has been accepted by MICCAI 2023

2306.02037 2023-07-13 eess.IV 79%

A Peer-to-peer Federated Continual Learning Network for Improving CT Imaging from Multiple Institutions

Hao Wang, Ruihong He, Xiaoyu Zhang, Zhaoying Bian, Dong Zeng, Jianhua Ma

专题命中医学数据与评测：CT(title,abstract)；分类 eess.IV

2306.17794 2023-07-03 cs.LG cs.CR 79%

Vision Through the Veil: Differential Privacy in Federated Learning for Medical Image Classification

Kishore Babu Nampalle, Pradeep Singh, Uppala Vivek Narayan, Balasubramanian Raman

专题命中医学数据与评测：medical image(title,abstract)；分类 cs.LG

Comments 18 pages, 3 figures, 1 table, 1 algorithm

2304.08486 2023-06-27 cs.CV 79%

BenchMD: A Benchmark for Unified Learning on Medical Images and Sensors

Kathryn Wantlin, Chenwei Wu, Shih-Cheng Huang, Oishi Banerjee, Farah Dadabhoy, Veeral Vipin Mehta, Ryan Wonhee Han, Fang Cao, Raja R. Narayan, Errol Colak, Adewole Adamson, Laura Heacock, Geoffrey H. Tison, Alex Tamkin, Pranav Rajpurkar

专题命中医学数据与评测：medical image(title)；medical AI(abstract)；分类 cs.CV

2306.09579 2023-06-19 cs.CV 79%

MedFMC: A Real-world Dataset and Benchmark For Foundation Model Adaptation in Medical Image Classification

Dequan Wang, Xiaosong Wang, Lilong Wang, Mengzhang Li, Qian Da, Xiaoqiang Liu, Xiangyu Gao, Jun Shen, Junjun He, Tian Shen, Qi Duan, Jie Zhao, Kang Li, Yu Qiao, Shaoting Zhang

专题命中医学数据与评测：medical image(title,abstract)；分类 cs.CV

Comments Preprint. Under review

2304.13275 2023-04-27 cs.LG cs.DC 79%

Federated Learning with Uncertainty-Based Client Clustering for Fleet-Wide Fault Diagnosis

Hao Lu, Adam Thelen, Olga Fink, Chao Hu, Simon Laflamme

专题命中医学数据与评测：diagnosis(title,abstract)；分类 cs.LG

2303.16181 2023-03-31 cs.CV 79%

Learning Federated Visual Prompt in Null Space for MRI Reconstruction

Chun-Mei Feng, Bangjun Li, Xinxing Xu, Yong Liu, Huazhu Fu, Wangmeng Zuo

专题命中医学数据与评测：MRI(title,abstract)；分类 cs.CV

Comments 8 pages, Proceedings of the IEEE/CVF International Conference on Computer Vision

Journal ref Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

2303.05556 2023-03-13 cs.CV 79%

An Evaluation of Non-Contrastive Self-Supervised Learning for Federated Medical Image Analysis

Soumitri Chattopadhyay, Soham Ganguly, Sreejit Chaudhury, Sayan Nag, Samiran Chattopadhyay

专题命中医学数据与评测：medical image(title,abstract)；分类 cs.CV

2211.12565 2022-11-24 cs.CV cs.AI 79%

A Novel Center-based Deep Contrastive Metric Learning Method for the Detection of Polymicrogyria in Pediatric Brain MRI

Lingfeng Zhang, Nishard Abdeen, Jochen Lang

专题命中医学数据与评测：MRI(title,abstract)；分类 cs.CV

Comments 24 pages, 13 figures

2210.14814 2022-10-27 cs.CL cs.IR cs.LG 79%

BioNLI: Generating a Biomedical NLI Dataset Using Lexico-semantic Constraints for Adversarial Examples

Mohaddeseh Bastan, Mihai Surdeanu, Niranjan Balasubramanian

专题命中医学数据与评测：biomedical(title,abstract)；分类 cs.LG

Comments Accepted to Findings of EMNLP 2022, Data and evaluation suite available at https://stonybrooknlp.github.io/BioNLI/

2208.11187 2022-08-25 cs.CV 79%

Achieving Fairness in Dermatological Disease Diagnosis through Automatic Weight Adjusting Federated Learning and Personalization

Gelei Xu, Yawen Wu, Jingtong Hu, Yiyu Shi

专题命中医学数据与评测：diagnosis(title,abstract)；分类 cs.CV

Comments 8 pages, 2 figures

2109.11428 2021-09-24 cs.LG cs.AI stat.ML 79%

An Evaluation of Anomaly Detection and Diagnosis in Multivariate Time Series

Astha Garg, Wenyu Zhang, Jules Samaran, Savitha Ramasamy, Chuan-Sheng Foo

专题命中医学数据与评测：diagnosis(title,abstract)；分类 cs.LG

Comments IEEE Transactions on Neural Networks and Learning Systems

2101.07511 2021-01-20 cs.LG cs.DC 79%

Collaborative Federated Learning For Healthcare: Multi-Modal COVID-19 Diagnosis at the Edge

Adnan Qayyum, Kashif Ahmad, Muhammad Ahtazaz Ahsan, Ala Al-Fuqaha, Junaid Qadir

专题命中医学数据与评测：diagnosis(title,abstract)；分类 cs.LG

Comments preprint version

2012.09216 2020-12-18 cs.CL cs.CV 79%

MELINDA: A Multimodal Dataset for Biomedical Experiment Method Classification

Te-Lin Wu, Shikhar Singh, Sayan Paul, Gully Burns, Nanyun Peng

专题命中医学数据与评测：biomedical(title,abstract)；分类 cs.CV

Comments In The Thirty-Fifth AAAI Conference on Artificial Intelligence (AAAI-21), 2021

2010.16218 2020-11-02 cs.CL cs.AI cs.IR cs.LG 79%

Biomedical Concept Relatedness -- A large EHR-based benchmark

Claudia Schulz, Josh Levy-Kramer, Camille Van Assel, Miklos Kepes, Nils Hammerla

专题命中医学数据与评测：biomedical(title,abstract)；分类 cs.LG

Comments Accepted for publication at the 28th International Conference on Computational Linguistics (COLING 2020)

1808.01694 2018-08-07 cs.CV 79%

Skin Lesion Diagnosis using Ensembles, Unscaled Multi-Crop Evaluation and Loss Weighting

Nils Gessert, Thilo Sentker, Frederic Madesta, Rüdiger Schmitz, Helge Kniep, Ivo Baltruschat, René Werner, Alexander Schlaefer

专题命中医学数据与评测：diagnosis(title,abstract)；分类 cs.CV

Comments ISIC Skin Image Analysis Workshop and Challenge @ MICCAI 2018. Second place at challenge, best with public data, see https://challenge2018.isic-archive.com/leaderboards/

1606.09581 2016-07-19 cs.LG cs.AI cs.CY 79%

Performance Based Evaluation of Various Machine Learning Classification Techniques for Chronic Kidney Disease Diagnosis

Sahil Sharma, Vinod Sharma, Atul Sharma

专题命中医学数据与评测：diagnosis(title,abstract)；分类 cs.LG

Comments 6 pages, 4 figures, 2 tables

Journal ref International Journal of Modern Computer Science, Vol.4, Issue3, June 2016, pp.11-16

2503.08890 2026-03-20 cs.CL 79%

PlainQAFact: Retrieval-augmented Factual Consistency Evaluation Metric for Biomedical Plain Language Summarization

PlainQAFact: 用于生物医学平白语言摘要的检索增强事实一致性评估指标

Zhiwen You, Yue Guo

机构 * School of Information Sciences, University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校信息科学学院）

专题命中医学数据与评测：biomedical(title,abstract)

AI总结本文提出PlainQAFact，一种针对生物医学平白语言摘要中详尽解释的事实一致性评估指标，通过检索增强的问答方法，有效评估源简化和详尽解释句子的事实一致性。

Comments Accepted by Journal of Biomedical Informatics

1. 医学数据与评测 2119 篇

Think Twice Before Selection: Federated Evidential Active Learning for Medical Image Analysis with Domain Shifts

IITK at SemEval-2024 Task 2: Exploring the Capabilities of LLMs for Safe Biomedical Natural Language Inference for Clinical Trials

A comprehensive liver CT landmark pair dataset for evaluating deformable image registration algorithms

PathMMU: A Massive Multimodal Expert-Level Benchmark for Understanding and Reasoning in Pathology

FedMM: Federated Multi-Modal Learning with Modality Heterogeneity in Computational Pathology

Benchmarking federated strategies in Peer-to-Peer Federated learning for biomedical data

Privacy Risks Analysis and Mitigation in Federated Learning for Medical Images

FedLED: Label-Free Equipment Fault Diagnosis with Vertical Federated Transfer Learning

Ensemble Federated Learning: an approach for collaborative pneumonia diagnosis

Federated Battery Diagnosis and Prognosis

Rad-ReStruct: A Novel VQA Benchmark and Method for Structured Radiology Reporting

Revolutionizing Disease Diagnosis: A Microservices-Based Architecture for Privacy-Preserving and Efficient IoT Data Analytics Using Federated Learning

FedIIC: Towards Robust Federated Learning for Class-Imbalanced Medical Image Classification

A Peer-to-peer Federated Continual Learning Network for Improving CT Imaging from Multiple Institutions

Vision Through the Veil: Differential Privacy in Federated Learning for Medical Image Classification

BenchMD: A Benchmark for Unified Learning on Medical Images and Sensors

MedFMC: A Real-world Dataset and Benchmark For Foundation Model Adaptation in Medical Image Classification

Federated Learning with Uncertainty-Based Client Clustering for Fleet-Wide Fault Diagnosis

Learning Federated Visual Prompt in Null Space for MRI Reconstruction

An Evaluation of Non-Contrastive Self-Supervised Learning for Federated Medical Image Analysis

A Novel Center-based Deep Contrastive Metric Learning Method for the Detection of Polymicrogyria in Pediatric Brain MRI

BioNLI: Generating a Biomedical NLI Dataset Using Lexico-semantic Constraints for Adversarial Examples

Achieving Fairness in Dermatological Disease Diagnosis through Automatic Weight Adjusting Federated Learning and Personalization

An Evaluation of Anomaly Detection and Diagnosis in Multivariate Time Series

Collaborative Federated Learning For Healthcare: Multi-Modal COVID-19 Diagnosis at the Edge

MELINDA: A Multimodal Dataset for Biomedical Experiment Method Classification

Biomedical Concept Relatedness -- A large EHR-based benchmark

Skin Lesion Diagnosis using Ensembles, Unscaled Multi-Crop Evaluation and Loss Weighting

Performance Based Evaluation of Various Machine Learning Classification Techniques for Chronic Kidney Disease Diagnosis

PlainQAFact: Retrieval-augmented Factual Consistency Evaluation Metric for Biomedical Plain Language Summarization