医学 AI

Real World Federated Learning with a Knowledge Distilled Transformer for Cardiac CT Imaging

Malte Tölle, Philipp Garthe, Clemens Scherer, Jan Moritz Seliger, Andreas Leha, Nina Krüger, Stefan Simm, Simon Martin, Sebastian Eble, Halvar Kelm, Moritz Bednorz, Florian André, Peter Bannas, Gerhard Diller, Norbert Frey, Stefan Groß, Anja Hennemuth, Lars Kaderali, Alexander Meyer, Eike Nagel, Stefan Orwat, Moritz Seiffert, Tim Friede, Tim Seidler, Sandy Engelhardt

机构 * DZHK (German Centre for Cardiovascular Research), all partner sites Department of Cardiology, Angiology ； Pneumology, Heidelberg University Hospital, Heidelberg, Germany Informatics for Life Institute, Heidelberg, Germany Clinic for Cardiology III, University Hospital M\"unster, M\"unster, Germany Department of Medicine I, LMU University Hospital, LMU Munich, Munich, Germany Department of Diagnostic ； Nuclear Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany Department of Medical Statistics, University Medical Center G\"ottingen, G\"ottingen, Germany Deutsches Herzzentrum der Charité (DHZC), Institute of Computer-assisted Cardiovascular Medicine, Berlin, Germany Charité – Universit\"atsmedizin Berlin, corporate member of Freie Universit\"at Berlin ； Humboldt-Universit\"at zu Berlin, Berlin, Germany Fraunhofer Institute for Digital Medicine MEVIS, Bremen, Germany Institute of Bioinformatics, University Medicine Greifswald, Greifswald, Germany Institute for Experimental ； Translational Cardiovascular Imaging, Goethe University, Frankfurt am Main, Germany Department of Cardiology, University Heart ； Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany Department of Cardiology, University Medicine G\"ottingen, G\"ottingen, Germany Department of Cardiology, Campus Kerckhoff of the Justus-Liebig-University at Gießen, Kerckhoff-Clinic, Gießen, Germany 纠错

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

Pathology-Guided Virtual Staining Metric for Evaluation and Training

Qiankai Wang, James E. D. Tweel, Parsin Haji Reza, Anita Layton

机构 * Department of Systems Design Engineering（系统设计工程系） ； Department of Applied Mathematics（应用数学系） ； Cheriton School of Computer Science（切里顿计算机科学学院） ； Department of Biology（生物学系） ； School of Pharmacy（药学院） 纠错

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

Comments 19 pages, 10 figures. Intended for submission to the Journal of Imaging Informatics in Medicine (JIIM)

Clinical Evaluation of Medical Image Synthesis: A Case Study in Wireless Capsule Endoscopy

Panagiota Gatoula, Dimitrios E. Diamantis, Anastasios Koulaouzidis, Cristina Carretero, Stefania Chetcuti-Zammit, Pablo Cortegoso Valdivia, Begoña González-Suárez, Alessandro Mussetto, John Plevris, Alexander Robertson, Bruno Rosa, Ervin Toth, Dimitris K. Iakovidis

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

Comments This work has been submitted for possible journal publication

Brain Tumor Detection in MRI Based on Federated Learning with YOLOv11

Sheikh Moonwara Anjum Monisha, Ratun Rahman

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

Patient-Level Anatomy Meets Scanning-Level Physics: Personalized Federated Low-Dose CT Denoising Empowered by Large Language Model

Ziyuan Yang, Yingyu Chen, Zhiwen Wang, Hongming Shan, Yang Chen, Yi Zhang

专题命中 医学数据与评测 ：CT(title)；radiology(abstract)；分类 cs.CV、eess.IV

Comments Accepted by CVPR 2025

CMRxRecon2024: A Multi-Modality, Multi-View K-Space Dataset Boosting Universal Machine Learning for Accelerated Cardiac MRI

Zi Wang, Fanwen Wang, Chen Qin, Jun Lyu, Cheng Ouyang, Shuo Wang, Yan Li, Mengyao Yu, Haoyu Zhang, Kunyuan Guo, Zhang Shi, Qirong Li, Ziqiang Xu, Yajing Zhang, Hao Li, Sha Hua, Binghua Chen, Longyu Sun, Mengting Sun, Qin Li, Ying-Hua Chu, Wenjia Bai, Jing Qin, Xiahai Zhuang, Claudia Prieto, Alistair Young, Michael Markl, He Wang, Lianming Wu, Guang Yang, Xiaobo Qu, Chengyan Wang

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

Comments 23 pages, 3 figures, 2 tables

CT to PET Translation: A Large-scale Dataset and Domain-Knowledge-Guided Diffusion Approach

Dac Thai Nguyen, Trung Thanh Nguyen, Huu Tien Nguyen, Thanh Trung Nguyen, Huy Hieu Pham, Thanh Hung Nguyen, Thao Nguyen Truong, Phi Le Nguyen

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

Comments IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) 2025

FACMIC: Federated Adaptative CLIP Model for Medical Image Classification

Yihang Wu, Christian Desrosiers, Ahmad Chaddad

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

Comments Accepted in MICCAI 2024

BiomedBench: A benchmark suite of TinyML biomedical applications for low-power wearables

Dimitrios Samakovlis, Stefano Albini, Rubén Rodríguez Álvarez, Denisa-Andreea Constantinescu, Pasquale Davide Schiavone, Miguel Peón Quirós, David Atienza

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

Comments 7 pages, 5 figures. Accepted for publication to Design & Test Special Issue TinyML

A Deep-Learning-Based Label-free No-Reference Image Quality Assessment Metric: Application in Sodium MRI Denoising

Shuaiyu Yuan, Tristan Whitmarsh, Dimitri A Kessler, Otso Arponen, Mary A McLean, Gabrielle Baxter, Frank Riemer, Aneurin J Kennerley, William J Brackenbury, Fiona J Gilbert, Joshua D Kaggie

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

Comments 13 pages, 3 figures

Federated Learning for Medical Image Analysis: A Survey

Hao Guan, Pew-Thian Yap, Andrea Bozoki, Mingxia Liu

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

Comments 35 pages, 6 figures

Journal ref Pattern Recognition, volume 151, 2024

Hypernetwork-based Personalized Federated Learning for Multi-Institutional CT Imaging

Ziyuan Yang, Wenjun Xia, Zexin Lu, Yingyu Chen, Xiaoxiao Li, Yi Zhang

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

Empowering Healthcare through Privacy-Preserving MRI Analysis

Al Amin, Kamrul Hasan, Saleh Zein-Sabatto, Deo Chimba, Liang Hong, Imtiaz Ahmed, Tariqul Islam

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

Comments 6

Improved statistical benchmarking of digital pathology models using pairwise frames evaluation

Ylaine Gerardin, John Shamshoian, Judy Shen, Nhat Le, Jamie Prezioso, John Abel, Isaac Finberg, Daniel Borders, Raymond Biju, Michael Nercessian, Vaed Prasad, Joseph Lee, Spencer Wyman, Sid Gupta, Abigail Emerson, Bahar Rahsepar, Darpan Sanghavi, Ryan Leung, Limin Yu, Archit Khosla, Amaro Taylor-Weiner

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

Comments 10 pages, 7 figures

FastMRI Prostate: A Publicly Available, Biparametric MRI Dataset to Advance Machine Learning for Prostate Cancer Imaging

Radhika Tibrewala, Tarun Dutt, Angela Tong, Luke Ginocchio, Mahesh B Keerthivasan, Steven H Baete, Sumit Chopra, Yvonne W Lui, Daniel K Sodickson, Hersh Chandarana, Patricia M Johnson

专题命中 医学数据与评测 ：MRI(title,abstract)；分类 cs.LG、eess.IV

Comments 4 pages, 1 figure

VinDr-Mammo: A large-scale benchmark dataset for computer-aided diagnosis in full-field digital mammography

Hieu T. Nguyen, Ha Q. Nguyen, Hieu H. Pham, Khanh Lam, Linh T. Le, Minh Dao, Van Vu

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

Comments The manuscript is accepted for publication by Scientific Data (Nature)

Dermatological Diagnosis Explainability Benchmark for Convolutional Neural Networks

Raluca Jalaboi, Ole Winther, Alfiia Galimzianova

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

Comments Submitted to the Computerized Medical Imaging and Graphics Journal

COVIDx CT-3: A Large-scale, Multinational, Open-Source Benchmark Dataset for Computer-aided COVID-19 Screening from Chest CT Images

Hayden Gunraj, Tia Tuinstra, Alexander Wong

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

Comments 6 pages, MED-NeurIPS 2022 workshop

minoHealth.ai: A Clinical Evaluation Of Deep Learning Systems For the Diagnosis of Pleural Effusion and Cardiomegaly In Ghana, Vietnam and the United States of America

Darlington Akogo, Benjamin Dabo Sarkodie, Issah Abubakari Samori, Bashiru Babatunde Jimah, Dorothea Akosua Anim, Yaw Boateng Mensah

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

Disentangled and Side-aware Unsupervised Domain Adaptation for Cross-dataset Subjective Tinnitus Diagnosis

Yun Li, Zhe Liu, Lina Yao, Jessica J. M. Monaghan, David McAlpine

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

Federated Stain Normalization for Computational Pathology

Nicolas Wagner, Moritz Fuchs, Yuri Tolkach, Anirban Mukhopadhyay

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

Comments Accepted for Poster at MICCAI2022

Federated Self-Supervised Contrastive Learning and Masked Autoencoder for Dermatological Disease Diagnosis

Yawen Wu, Dewen Zeng, Zhepeng Wang, Yi Sheng, Lei Yang, Alaina J. James, Yiyu Shi, Jingtong Hu

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

Comments arXiv admin note: substantial text overlap with arXiv:2202.07470

SKM-TEA: A Dataset for Accelerated MRI Reconstruction with Dense Image Labels for Quantitative Clinical Evaluation

Arjun D Desai, Andrew M Schmidt, Elka B Rubin, Christopher M Sandino, Marianne S Black, Valentina Mazzoli, Kathryn J Stevens, Robert Boutin, Christopher Ré, Garry E Gold, Brian A Hargreaves, Akshay S Chaudhari

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

Comments Accepted to NeurIPS Datasets & Benchmarks (2021)

Federated Split Vision Transformer for COVID-19 CXR Diagnosis using Task-Agnostic Training

Sangjoon Park, Gwanghyun Kim, Jeongsol Kim, Boah Kim, Jong Chul Ye

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

Comments Accepted for NeurIPS 2021

Reducing bias and increasing utility by federated generative modeling of medical images using a centralized adversary

Jean-Francois Rajotte, Sumit Mukherjee, Caleb Robinson, Anthony Ortiz, Christopher West, Juan Lavista Ferres, Raymond T Ng

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

Comments 10 pages, 10 figures

MedMNIST Classification Decathlon: A Lightweight AutoML Benchmark for Medical Image Analysis

Jiancheng Yang, Rui Shi, Bingbing Ni

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

Comments ISBI 2021. Code and dataset are available at https://medmnist.github.io/

The LoDoPaB-CT Dataset: A Benchmark Dataset for Low-Dose CT Reconstruction Methods

Johannes Leuschner, Maximilian Schmidt, Daniel Otero Baguer, Peter Maaß

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

Journal ref Scientific Data Volume 8, Article number: 109 (2021)

Critical Evaluation of Deep Neural Networks for Wrist Fracture Detection

Abu Mohammed Raisuddin, Elias Vaattovaara, Mika Nevalainen, Marko Nikki, Elina Järvenpää, Kaisa Makkonen, Pekka Pinola, Tuula Palsio, Arttu Niemensivu, Osmo Tervonen, Aleksei Tiulpin

专题命中 医学数据与评测 ：medical AI(abstract)；CT(abstract)；diagnosis(abstract)；分类 cs.CV、cs.LG、q-bio

Deep Learning Algorithms for Rotating Machinery Intelligent Diagnosis: An Open Source Benchmark Study

Zhibin Zhao, Tianfu Li, Jingyao Wu, Chuang Sun, Shibin Wang, Ruqiang Yan, Xuefeng Chen

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

Comments This paper has been accepted by ISA Transactions

RadSEM: A Finding-by-Finding Metric for Clinical Consistency in Radiology Reports

RadSEM：放射学报告中临床一致性的逐发现指标

Zhenhong Yang, Zhuoyun Liu, Jintao Fei, Wen Tang, Shichao Quan, Jun Zhao, Jun Xu

机构 * JDH Algo, JD Health International Inc., China ； Department of Big Data in Health Science, The First Affiliated Hospital of Wenzhou Medical University, China ； Zhejiang Engineering Research Center for Hospital Emergency ； Department of Intensive Care Unit, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China 纠错

专题命中 医学数据与评测 ：radiology(title,abstract)；分类 cs.LG、q-bio

AI总结 提出RadSEM指标，通过约束LLM辅助将报告重写为原子发现句，进行矛盾感知的多对多匹配，并计算异常加权的F1分数，在SSREE测试中优于现有指标，实现高一致性评分。