医学 AI

COVID-19-CT-CXR: a freely accessible and weakly labeled chest X-ray and CT image collection on COVID-19 from biomedical literature

Yifan Peng, Yu-Xing Tang, Sungwon Lee, Yingying Zhu, Ronald M. Summers, Zhiyong Lu

专题命中 生物医学文本 ：CT(title,abstract)；biomedical(title,abstract)；medical image(abstract)；diagnosis(abstract)

Comments Accepted by IEEE Transactions on Big Data

Novel computational workflows for natural and biomedical image processing based on hypercomplex algebras

Nektarios A. Valous, Eckhard Hitzer, Dragoş Duşe, Rodrigo Rojas Moraleda, Ferdinand Popp, Meggy Suarez-Carmona, Anna Berthel, Ismini Papageorgiou, Carlo Fremd, Alexander Rölle, Christina C. Westhoff, Bénédicte Lenoir, Niels Halama, Inka Zörnig, Dirk Jäger

机构 * Applied Tumor Immunity Clinical Cooperation Unit, National Center for Tumor Diseases (NCT) Heidelberg, German Cancer Research Center (DKFZ)（应用肿瘤免疫临床合作单元、国家肿瘤疾病中心（NCT）海德堡、德国癌症研究中心（DKFZ）） ； Medical Faculty Heidelberg, Heidelberg University, Department of Medical Oncology, Heidelberg University Hospital (UKHD)（海德堡医学学院、海德堡大学、医学肿瘤科、海德堡大学医院（UKHD）） ； Center for Quantitative Analysis of Molecular and Cellular Biosystems (Bioquant), Heidelberg University（分子和细胞生物系统定量分析中心（Bioquant）、海德堡大学） ； College of Liberal Arts, International Christian University, Osawa 3-10-2, 181-8585 Mitaka, Tokyo, Japan（文理学院、国际基督教大学、Osawa 3-10-2, 181-8585 Mitaka, Tokyo, Japan） ； Department of Medical Oncology, National Center for Tumor Diseases (NCT) Heidelberg, Heidelberg University Hospital (UKHD)（医学肿瘤科、国家肿瘤疾病中心（NCT）海德堡、海德堡大学医院（UKHD）） ； Synaptiq, Str. Clinicilor 23, 400006, Cluj-Napoca, Romania（Synaptiq、Str. Clinicilor 23, 400006, Cluj-Napoca, Romania） ； Division of Applied Bioinformatics, German Cancer Research Center (DKFZ)（应用生物信息学部门、德国癌症研究中心（DKFZ）） 纠错

专题命中 生物医学文本 ：medical image(title,abstract)；biomedical(title,abstract)；pathology(abstract)；分类 cs.CV、cs.LG

Comments 25 pages, 18 figures, 14 tables

BIOMEDICA: An Open Biomedical Image-Caption Archive, Dataset, and Vision-Language Models Derived from Scientific Literature

Alejandro Lozano, Min Woo Sun, James Burgess, Liangyu Chen, Jeffrey J Nirschl, Jeffrey Gu, Ivan Lopez, Josiah Aklilu, Austin Wolfgang Katzer, Collin Chiu, Anita Rau, Xiaohan Wang, Yuhui Zhang, Alfred Seunghoon Song, Robert Tibshirani, Serena Yeung-Levy

专题命中 生物医学文本 ：biomedical(title,abstract)；medical image(title)；pathology(abstract)；radiology(abstract)

Towards Generalist Biomedical AI

Tao Tu, Shekoofeh Azizi, Danny Driess, Mike Schaekermann, Mohamed Amin, Pi-Chuan Chang, Andrew Carroll, Chuck Lau, Ryutaro Tanno, Ira Ktena, Basil Mustafa, Aakanksha Chowdhery, Yun Liu, Simon Kornblith, David Fleet, Philip Mansfield, Sushant Prakash, Renee Wong, Sunny Virmani, Christopher Semturs, S Sara Mahdavi, Bradley Green, Ewa Dominowska, Blaise Aguera y Arcas, Joelle Barral, Dale Webster, Greg S. Corrado, Yossi Matias, Karan Singhal, Pete Florence, Alan Karthikesalingam, Vivek Natarajan

专题命中 生物医学文本 ：medical AI(title,abstract)；biomedical(title,abstract)；radiology(abstract)；分类 cs.CV

Holistic Evaluation of GPT-4V for Biomedical Imaging

Zhengliang Liu, Hanqi Jiang, Tianyang Zhong, Zihao Wu, Chong Ma, Yiwei Li, Xiaowei Yu, Yutong Zhang, Yi Pan, Peng Shu, Yanjun Lyu, Lu Zhang, Junjie Yao, Peixin Dong, Chao Cao, Zhenxiang Xiao, Jiaqi Wang, Huan Zhao, Shaochen Xu, Yaonai Wei, Jingyuan Chen, Haixing Dai, Peilong Wang, Hao He, Zewei Wang, Xinyu Wang, Xu Zhang, Lin Zhao, Yiheng Liu, Kai Zhang, Liheng Yan, Lichao Sun, Jun Liu, Ning Qiang, Bao Ge, Xiaoyan Cai, Shijie Zhao, Xintao Hu, Yixuan Yuan, Gang Li, Shu Zhang, Xin Zhang, Xi Jiang, Tuo Zhang, Dinggang Shen, Quanzheng Li, Wei Liu, Xiang Li, Dajiang Zhu, Tianming Liu

专题命中 生物医学文本 ：biomedical(title,abstract)；medical image(abstract)；pathology(abstract)；diagnosis(abstract)

Deep Learning for Biomedical Image Reconstruction: A Survey

Hanene Ben Yedder, Ben Cardoen, Ghassan Hamarneh

专题命中 生物医学文本 ：biomedical(title,abstract)；medical image(title)；diagnosis(abstract)；分类 cs.LG、eess.IV

Comments 26 pages, 8 figures

Journal ref Artif Intell Rev 54, (2021)

Stabilizing In-Context Multi-Source Domain Adaptation for Biomedical Images Through Controls

通过上下文控制样本关闭生物医学成像中的领域差距

Ana Sanchez-Fernandez, Thomas Pinetz, Werner Zellinger, Günter Klambauer

机构 * ELLIS Unit Linz, LIT AI Lab ； Institute for Machine Learning, Johannes Kepler University Linz, Austria ； Medical University Vienna ； Clinical Research Center for Medical AI, Johannes Kepler University Linz, Austria 纠错

专题命中 生物医学文本 ：medical image(title,abstract)；biomedical(title,abstract)；分类 cs.LG、q-bio

AI总结 本文提出了一种通过负控制样本进行元学习适应的方法，用于解决生物医学成像中的领域差距问题，展示了在药物发现中的关键任务MoA分类中的有效性。

Perspective on Bias in Biomedical AI: Preventing Downstream Healthcare Disparities

生物医学AI中的偏见视角：防止下游医疗保健差异

Michal Rosen-Zvi, Yoav Kan-Tor, Michael Danziger, Agata Ferretti, Javier Aula-Blasco, Julia Falcao, Ron Shamir, Mira Marcus-Kalish, Mordechai Muszkat

机构 * Weizmann Institute of Science（魏茨曼科学研究院） ； Hebrew University of Jerusalem（特拉维夫大学） 纠错

专题命中 生物医学文本 ：medical AI(title,abstract)；biomedical(title,abstract)

AI总结 本文通过分析2015-2024年4514篇组学出版物和大型数据集，揭示数据收集和研究中存在的严重人口偏见，并提出通过来源、开放性和评估透明度三个原则来预防下游医疗保健差异。

Comments This manuscript has been accepted for publication in the 2026 IEEE International Conference on Digital Health (ICDH). The final version will appear in IEEE Xplore

Evaluation of Machine-generated Biomedical Images via A Tally-based Similarity Measure

Frank J. Brooks, Rucha Deshpande

专题命中 生物医学文本 ：biomedical(title,abstract)；medical image(title)；分类 cs.CV、cs.LG、eess.IV

Comments 13 pages. Manuscript under review at IEEE. Data available at https://doi.org/10.13012/B2IDB-2642688_V1

Building an Ethical and Trustworthy Biomedical AI Ecosystem for the Translational and Clinical Integration of Foundational Models

Simha Sankar Baradwaj, Destiny Gilliland, Jack Rincon, Henning Hermjakob, Yu Yan, Irsyad Adam, Gwyneth Lemaster, Dean Wang, Karol Watson, Alex Bui, Wei Wang, Peipei Ping

专题命中 生物医学文本 ：medical AI(title,abstract)；biomedical(title,abstract)

Comments 3 figures, 3 tables

Automatic Labels are as Effective as Manual Labels in Biomedical Images Classification with Deep Learning

Niccolò Marini, Stefano Marchesin, Lluis Borras Ferris, Simon Püttmann, Marek Wodzinski, Riccardo Fratti, Damian Podareanu, Alessandro Caputo, Svetla Boytcheva, Simona Vatrano, Filippo Fraggetta, Iris Nagtegaal, Gianmaria Silvello, Manfredo Atzori, Henning Müller

专题命中 生物医学文本 ：biomedical(title,abstract)；medical image(title)；分类 cs.CV、cs.LG、eess.IV

Comments pre-print of the journal paper

MedMax: Mixed-Modal Instruction Tuning for Training Biomedical Assistants

Hritik Bansal, Daniel Israel, Siyan Zhao, Shufan Li, Tung Nguyen, Aditya Grover

机构 * University of California Los Angeles（加州大学洛杉矶分校） 纠错

专题命中 生物医学文本 ：biomedical(title,abstract)；medical AI(abstract)；medical image(abstract)；radiology(abstract)

Comments 29 pages

BiomedParse: a biomedical foundation model for image parsing of everything everywhere all at once

Theodore Zhao, Yu Gu, Jianwei Yang, Naoto Usuyama, Ho Hin Lee, Tristan Naumann, Jianfeng Gao, Angela Crabtree, Jacob Abel, Christine Moung-Wen, Brian Piening, Carlo Bifulco, Mu Wei, Hoifung Poon, Sheng Wang

专题命中 生物医学文本 ：biomedical(title,abstract)；medical image(abstract)；pathology(abstract)；radiology(abstract)

Comments Project page: https://aka.ms/biomedparse-project . Nat Methods (2024)

Journal ref Nat Methods 22, 166-176 (2025)

Biomedical image analysis competitions: The state of current participation practice

Matthias Eisenmann, Annika Reinke, Vivienn Weru, Minu Dietlinde Tizabi, Fabian Isensee, Tim J. Adler, Patrick Godau, Veronika Cheplygina, Michal Kozubek, Sharib Ali, Anubha Gupta, Jan Kybic, Alison Noble, Carlos Ortiz de Solórzano, Samiksha Pachade, Caroline Petitjean, Daniel Sage, Donglai Wei, Elizabeth Wilden, Deepak Alapatt, Vincent Andrearczyk, Ujjwal Baid, Spyridon Bakas, Niranjan Balu, Sophia Bano, Vivek Singh Bawa, Jorge Bernal, Sebastian Bodenstedt, Alessandro Casella, Jinwook Choi, Olivier Commowick, Marie Daum, Adrien Depeursinge, Reuben Dorent, Jan Egger, Hannah Eichhorn, Sandy Engelhardt, Melanie Ganz, Gabriel Girard, Lasse Hansen, Mattias Heinrich, Nicholas Heller, Alessa Hering, Arnaud Huaulmé, Hyunjeong Kim, Bennett Landman, Hongwei Bran Li, Jianning Li, Jun Ma, Anne Martel, Carlos Martín-Isla, Bjoern Menze, Chinedu Innocent Nwoye, Valentin Oreiller, Nicolas Padoy, Sarthak Pati, Kelly Payette, Carole Sudre, Kimberlin van Wijnen, Armine Vardazaryan, Tom Vercauteren, Martin Wagner, Chuanbo Wang, Moi Hoon Yap, Zeyun Yu, Chun Yuan, Maximilian Zenk, Aneeq Zia, David Zimmerer, Rina Bao, Chanyeol Choi, Andrew Cohen, Oleh Dzyubachyk, Adrian Galdran, Tianyuan Gan, Tianqi Guo, Pradyumna Gupta, Mahmood Haithami, Edward Ho, Ikbeom Jang, Zhili Li, Zhengbo Luo, Filip Lux, Sokratis Makrogiannis, Dominik Müller, Young-tack Oh, Subeen Pang, Constantin Pape, Gorkem Polat, Charlotte Rosalie Reed, Kanghyun Ryu, Tim Scherr, Vajira Thambawita, Haoyu Wang, Xinliang Wang, Kele Xu, Hung Yeh, Doyeob Yeo, Yixuan Yuan, Yan Zeng, Xin Zhao, Julian Abbing, Jannes Adam, Nagesh Adluru, Niklas Agethen, Salman Ahmed, Yasmina Al Khalil, Mireia Alenyà, Esa Alhoniemi, Chengyang An, Talha Anwar, Tewodros Weldebirhan Arega, Netanell Avisdris, Dogu Baran Aydogan, Yingbin Bai, Maria Baldeon Calisto, Berke Doga Basaran, Marcel Beetz, Cheng Bian, Hao Bian, Kevin Blansit, Louise Bloch, Robert Bohnsack, Sara Bosticardo, Jack Breen, Mikael Brudfors, Raphael Brüngel, Mariano Cabezas, Alberto Cacciola, Zhiwei Chen, Yucong Chen, Daniel Tianming Chen, Minjeong Cho, Min-Kook Choi, Chuantao Xie Chuantao Xie, Dana Cobzas, Julien Cohen-Adad, Jorge Corral Acero, Sujit Kumar Das, Marcela de Oliveira, Hanqiu Deng, Guiming Dong, Lars Doorenbos, Cory Efird, Sergio Escalera, Di Fan, Mehdi Fatan Serj, Alexandre Fenneteau, Lucas Fidon, Patryk Filipiak, René Finzel, Nuno R. Freitas, Christoph M. Friedrich, Mitchell Fulton, Finn Gaida, Francesco Galati, Christoforos Galazis, Chang Hee Gan, Zheyao Gao, Shengbo Gao, Matej Gazda, Beerend Gerats, Neil Getty, Adam Gibicar, Ryan Gifford, Sajan Gohil, Maria Grammatikopoulou, Daniel Grzech, Orhun Güley, Timo Günnemann, Chunxu Guo, Sylvain Guy, Heonjin Ha, Luyi Han, Il Song Han, Ali Hatamizadeh, Tian He, Jimin Heo, Sebastian Hitziger, SeulGi Hong, SeungBum Hong, Rian Huang, Ziyan Huang, Markus Huellebrand, Stephan Huschauer, Mustaffa Hussain, Tomoo Inubushi, Ece Isik Polat, Mojtaba Jafaritadi, SeongHun Jeong, Bailiang Jian, Yuanhong Jiang, Zhifan Jiang, Yueming Jin, Smriti Joshi, Abdolrahim Kadkhodamohammadi, Reda Abdellah Kamraoui, Inha Kang, Junghwa Kang, Davood Karimi, April Khademi, Muhammad Irfan Khan, Suleiman A. Khan, Rishab Khantwal, Kwang-Ju Kim, Timothy Kline, Satoshi Kondo, Elina Kontio, Adrian Krenzer, Artem Kroviakov, Hugo Kuijf, Satyadwyoom Kumar, Francesco La Rosa, Abhi Lad, Doohee Lee, Minho Lee, Chiara Lena, Hao Li, Ling Li, Xingyu Li, Fuyuan Liao, KuanLun Liao, Arlindo Limede Oliveira, Chaonan Lin, Shan Lin, Akis Linardos, Marius George Linguraru, Han Liu, Tao Liu, Di Liu, Yanling Liu, João Lourenço-Silva, Jingpei Lu, Jiangshan Lu, Imanol Luengo, Christina B. Lund, Huan Minh Luu, Yi Lv, Yi Lv, Uzay Macar, Leon Maechler, Sina Mansour L., Kenji Marshall, Moona Mazher, Richard McKinley, Alfonso Medela, Felix Meissen, Mingyuan Meng, Dylan Miller, Seyed Hossein Mirjahanmardi, Arnab Mishra, Samir Mitha, Hassan Mohy-ud-Din, Tony Chi Wing Mok, Gowtham Krishnan Murugesan, Enamundram Naga Karthik, Sahil Nalawade, Jakub Nalepa, Mohamed Naser, Ramin Nateghi, Hammad Naveed, Quang-Minh Nguyen, Cuong Nguyen Quoc, Brennan Nichyporuk, Bruno Oliveira, David Owen, Jimut Bahan Pal, Junwen Pan, Wentao Pan, Winnie Pang, Bogyu Park, Vivek Pawar, Kamlesh Pawar, Michael Peven, Lena Philipp, Tomasz Pieciak, Szymon Plotka, Marcel Plutat, Fattaneh Pourakpour, Domen Preložnik, Kumaradevan Punithakumar, Abdul Qayyum, Sandro Queirós, Arman Rahmim, Salar Razavi, Jintao Ren, Mina Rezaei, Jonathan Adam Rico, ZunHyan Rieu, Markus Rink, Johannes Roth, Yusely Ruiz-Gonzalez, Numan Saeed, Anindo Saha, Mostafa Salem, Ricardo Sanchez-Matilla, Kurt Schilling, Wei Shao, Zhiqiang Shen, Ruize Shi, Pengcheng Shi, Daniel Sobotka, Théodore Soulier, Bella Specktor Fadida, Danail Stoyanov, Timothy Sum Hon Mun, Xiaowu Sun, Rong Tao, Franz Thaler, Antoine Théberge, Felix Thielke, Helena Torres, Kareem A. Wahid, Jiacheng Wang, YiFei Wang, Wei Wang, Xiong Wang, Jianhui Wen, Ning Wen, Marek Wodzinski, Ye Wu, Fangfang Xia, Tianqi Xiang, Chen Xiaofei, Lizhan Xu, Tingting Xue, Yuxuan Yang, Lin Yang, Kai Yao, Huifeng Yao, Amirsaeed Yazdani, Michael Yip, Hwanseung Yoo, Fereshteh Yousefirizi, Shunkai Yu, Lei Yu, Jonathan Zamora, Ramy Ashraf Zeineldin, Dewen Zeng, Jianpeng Zhang, Bokai Zhang, Jiapeng Zhang, Fan Zhang, Huahong Zhang, Zhongchen Zhao, Zixuan Zhao, Jiachen Zhao, Can Zhao, Qingshuo Zheng, Yuheng Zhi, Ziqi Zhou, Baosheng Zou, Klaus Maier-Hein, Paul F. Jäger, Annette Kopp-Schneider, Lena Maier-Hein

专题命中 生物医学文本 ：biomedical(title,abstract)；medical image(title)；分类 cs.CV、cs.LG

Introducing Anisotropic Minkowski Functionals and Quantitative Anisotropy Measures for Local Structure Analysis in Biomedical Imaging

Axel Wismueller, Titas De, Eva Lochmueller, Felix Eckstein, Mahesh B. Nagarajan

专题命中 生物医学文本 ：biomedical(title,abstract)；medical image(abstract)；CT(abstract)；分类 cs.CV、cs.LG、eess.IV

Comments SPIE Medical Imaging 2013. arXiv admin note: text overlap with arXiv:2002.07156

Lightweight Data-Free Denoising for Detail-Preserving Biomedical Image Restoration

Tomáš Chobola, Julia A. Schnabel, Tingying Peng

机构 * School of Computation, Information and Technology, Technical University of Munich（计算信息学院，慕尼黑技术大学） ； Helmholtz AI, Helmholtz Munich - German Research Center for Environmental Health（海德堡人工智能，海德堡-德国环境健康研究所以及研究中心） ； School of Biomedical Engineering and Imaging Sciences, King’s College London（生物医学工程与成像科学学院，伦敦国王学院） 纠错

专题命中 生物医学文本 ：biomedical(title,abstract)；medical image(title)；分类 cs.CV

Comments 10 pages, MICCAI 2025

Classification of Medical Images and Illustrations in the Biomedical Literature Using Synergic Deep Learning

Jianpeng Zhang, Yong Xia, Qi Wu, Yutong Xie

专题命中 生物医学文本 ：medical image(title,abstract)；biomedical(title)；分类 cs.CV

Brain Imaging Foundation Models, Are We There Yet? A Systematic Review of Foundation Models for Brain Imaging and Biomedical Research

Salah Ghamizi, Georgia Kanli, Yu Deng, Magali Perquin, Olivier Keunen

机构 * Luxembourg Institute of Health (LIH)（卢森堡健康研究所） ； King's College London, UK（伦敦国王学院） 纠错

专题命中 生物医学文本 ：biomedical(title)；MRI(abstract)；CT(abstract)；diagnosis(abstract)

Bora: Biomedical Generalist Video Generation Model

Weixiang Sun, Xiaocao You, Ruizhe Zheng, Zhengqing Yuan, Xiang Li, Lifang He, Quanzheng Li, Lichao Sun

专题命中 生物医学文本 ：biomedical(title,abstract)；medical AI(abstract)；MRI(abstract)；分类 cs.CV、eess.IV

Super-resolution of biomedical volumes with 2D supervision

Cheng Jiang, Alexander Gedeon, Yiwei Lyu, Eric Landgraf, Yufeng Zhang, Xinhai Hou, Akhil Kondepudi, Asadur Chowdury, Honglak Lee, Todd Hollon

专题命中 生物医学文本 ：biomedical(title,abstract)；pathology(abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

Comments CVPR Workshop on Computer Vision for Microscopy Image Analysis 2024

Machine Learning for Biomedical Raman Spectroscopy: From Spectral Acquisition to Clinical Translation

生物医学拉曼光谱的机器学习：从光谱采集到临床转化

Bogdan Oancea, Ana Maria Seciu-Grama, Nicoleta Siminea, Laura Mihaela Stefan, Alice Stoica, Joel Sjoberg, Marian Necula, Ana-Maria Prelipcean, Corneliu Ovidiu Vrancianu, Eduard Milea, Andrei Păun, Ion Petre, Mihaela Păun

机构 * National Institute of Research and Development for Biological Sciences（罗马尼亚生物科学研究院） ； University of Bucharest（布加勒斯特大学） ； University of Turku（图尔库大学） 纠错

专题命中 生物医学文本 ：biomedical(title,abstract)；pathology(abstract)；diagnosis(abstract)；分类 cs.LG

AI总结 综述机器学习在生物医学拉曼光谱全流程中的应用，包括预处理、诊断分类、可解释性分析及临床转化障碍，强调标准化与鲁棒验证的必要性。

Comments 52 pages, 2 figures

What Do Biomedical NER and Entity Linking Benchmarks Measure? A Corpus-Centric Diagnostic Framework

Biomedical NER和实体链接基准测试测量什么？一种以语料库为中心的诊断框架

Robert Leaman, Rezarta Islamaj, Zhiyong Lu

机构 * National Library of Medicine（国家医学图书馆） 纠错

专题命中 生物医学文本 ：biomedical(title,title_cn)

AI总结 本文提出一种以语料库为中心的诊断框架，用于分析生物医学NER和实体链接基准测试的相关属性，揭示语料库特性对评估信号、泛化需求和基准测试结论范围的影响。

Comments Accepted to the ACL 25th Workshop on Biomedical Language Processing

Omni-tomography: Next-generation Biomedical Imaging

Ge Wang, Yue Wang, Michael W. Vannier

专题命中 生物医学文本 ：biomedical(title,abstract)；MRI(abstract)；CT(abstract)；分类 q-bio

Comments 3 pages, 1 figure, 33 references

Sodium Magnetic Resonance Imaging: Biomedical Applications

Guillaume Madelin

专题命中 生物医学文本 ：biomedical(title,abstract)；MRI(abstract)；diagnosis(abstract)；分类 q-bio

Comments 59 pages, 13 figures. Long version of a review article that will be published in Journal of Magnetic Resonance Imaging (JMRI) in 2013

A Review of Hidden Markov Models and Recurrent Neural Networks for Event Detection and Localization in Biomedical Signals

Yassin Khalifa, Danilo Mandic, Ervin Sejdić

专题命中 生物医学文本 ：biomedical(title,abstract)；diagnosis(abstract)；分类 cs.LG、q-bio、eess.SP

Journal ref Yassin Khalifa, Danilo Mandic, and Ervin Sejdić. "A review of Hidden Markov models and Recurrent Neural Networks for event detection and localization in biomedical signals." Information Fusion, Volume 69, 52-72 (2021)

Towards Continuous-variable Quantum Neural Networks for Biomedical Imaging

面向生物医学影像的连续变量量子神经网络

Daniel Alejandro Lopez, Oscar Montiel, Oscar Castillo, Miguel Lopez-Montiel

专题命中 生物医学文本 ：biomedical(title,abstract)；medical image(abstract)；diagnosis(abstract)

AI总结 本文提出利用连续变量量子神经网络进行生物医学图像分类，通过光子电路模拟构建高斯门电路，评估其在分类准确率、模型表达性和噪声鲁棒性方面的性能，对比经典CNN和DV量子电路，探讨量子增强医疗影像的权衡。

Comments 21 pages, 17 Figures, 3 Tables

Journal ref Physica Scripta, 101(25):256005, 2026

LongBEL: Long-Context and Document-Consistent Biomedical Entity Linking

LongBEL：长上下文和文档一致的生物医学实体链接

Adam Remaki, Xavier Tannier, Christel Gérardin

机构 * Sorbonne Université, Inserm, Université Sorbonne Paris Nord, Limics（索邦大学、国家医学研究院、巴黎索邦大学北校区、Limics） ； Service de médecine interne, Hôpital Tenon, Assistance Publique - Hôpitaux de Paris（内科服务，Tenon医院，巴黎公共医院） 纠错

专题命中 生物医学文本 ：biomedical(title,abstract)；CT(abstract,abstract_cn)

AI总结 LongBEL通过结合全文上下文和预测记忆，提升生物医学实体链接的文档一致性，尤其在概念频繁重复的文档中表现突出。

Comments 9 pages, 2 figures

Early Stopping Criteria for Training Generative Adversarial Networks in Biomedical Imaging

Muhammad Muneeb Saad, Mubashir Husain Rehmani, Ruairi O'Reilly

专题命中 生物医学文本 ：biomedical(title,abstract)；medical image(abstract)；分类 cs.CV、cs.LG、eess.IV

Comments This paper is accepted at the 35th IEEE Irish Signals and Systems Conference (ISSC 2024)

Assessing Intra-class Diversity and Quality of Synthetically Generated Images in a Biomedical and Non-biomedical Setting

Muhammad Muneeb Saad, Mubashir Husain Rehmani, Ruairi O'Reilly

专题命中 生物医学文本 ：biomedical(title,abstract)；medical image(abstract)；分类 cs.CV、cs.LG、eess.IV

Comments This work is accepted in 25th Irish Machine Vision and Image Processing (IMVIP) Conference

Uncertainty-Aware Image Classification In Biomedical Imaging Using Spectral-normalized Neural Gaussian Processes

利用谱归一化神经高斯过程进行生物医学影像中的不确定性感知图像分类

Uma Meleti, Jeffrey J. Nirschl

机构 * Department of Pathology（病理学部） ； Lab Medicine, University of Wisconsin-Madison（实验室医学，威斯康星大学麦迪逊分校） 纠错

专题命中 生物医学文本 ：biomedical(title,abstract)；pathology(abstract)；分类 cs.CV

AI总结 本文提出SNGP模型，通过谱归一化和高斯过程层改进单模型不确定性估计与异常检测，在三个生物医学分类任务中表现优异。

Comments Published at the IEEE International Symposium on Biomedical Imaging (ISBI) 2026

Journal ref Proc. 2026 IEEE 23rd International Symposium on Biomedical Imaging (ISBI),London, United Kingdom, Apr. 8-11, 2026, pp. [1-4], 2026