医学 AI

Guided Lensless Polarization Imaging

引导式无镜头偏振成像

Noa Kraicer, Erez Yosef, Raja Giryes

机构 * Tel Aviv University（特拉维夫大学） ； School of Electrical Engineering, Faculty of Engineering（工程学院电气工程学院） 纠错

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

AI总结 本文提出一种结合紧凑型偏振-RGB传感器和常规RGB相机的无镜头偏振成像系统，通过两阶段流程提升重建质量与通用性。

Shift-Invariant Feature Attribution in the Application of Wireless Electrocardiograms

无线心电图应用中的位移不变特征归因

Yalemzerf Getnet, Abiy Tasissa, Waltenegus Dargie

机构 * Department of Mathematics, Tufts University（塔夫茨大学数学系） ； Faculty of Computer Science, Technische Universität Dresden（德累斯顿技术大学计算机科学系） 纠错

专题命中 生物医学文本 ：biomedical(abstract)；分类 cs.LG、eess.SP

AI总结 本文提出位移不变基线方法，用于无线心电图信号分析，通过归因评分识别对决策贡献最大的特征，关联心脏阶段。

Channel Selected Stratified Nested Cross Validation for Clinically Relevant EEG Based Parkinsons Disease Detection

基于临床相关EEG的帕金森病检测通道选择分层嵌套交叉验证

Nicholas R. Rasmussen, Rodrigue Rizk, Longwei Wang, Arun Singh, KC Santosh

专题命中 生物医学文本 ：biomedical(abstract)；分类 cs.LG、eess.SP

AI总结 本文提出一种分层嵌套交叉验证框架，通过患者层面分层、多层窗口化和内循环通道选择，解决EEG数据中的偏差和信息泄露问题，实现80.6%的准确率，为临床应用提供可靠基础。

Comments Submitted to IEEE Conference -> Accepted 1/23/26

Variational decomposition autoencoding improves disentanglement of latent representations

变分分解自编码器改进潜在表示的解耦

Ioannis Ziogas, Aamna Al Shehhi, Ahsan H. Khandoker, Leontios J. Hadjileontiadis

机构 * Dept. of Biomedical Engineering, Khalifa University of Science and Technology（生物医学工程系，哈利法大学） ； School of Electrical and Computer Engineering, Aristotle University of Thessaloniki（电气与计算机工程学院，亚里士多德大学） 纠错

专题命中 生物医学文本 ：biomedical(abstract)；分类 cs.LG、eess.SP

AI总结 变分分解自编码器通过信号分解模型和对比自监督任务，提升高维动态信号的潜在表示解耦能力，适用于语音识别和情感分类等任务。

Comments Supplementary information file at: https://drive.google.com/drive/folders/1sZl2AcCtRK-1oav7XZSaxlu0Cq0-3MMs?usp=sharing

Beyond Perfect Scores: Proof-by-Contradiction for Trustworthy Machine Learning

超越完美分数：基于矛盾证明的可信机器学习证明

Dushan N. Wadduwage, Dineth Jayakody, Leonidas Zimianitis

机构 * Old Dominion University（旧 Dominion 大学） 纠错

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

AI总结 本文提出基于矛盾证明的可信度测试方法，通过随机排列标签来评估模型是否依赖真实临床线索，从而提高机器学习在生物医学中的可信度和临床应用潜力。

Comments 13 pages, 6 figures

Systematic validation of time-resolved diffuse optical simulators via non-contact SPAD-based measurements

Weijia Zhao, Linlin Li, Kaiqi Kuang, Yang Lin, Claudio Bruschini, Jiaming Cao, Ting Li, Edoardo Charbon, Wuwei Ren

专题命中 生物医学文本 ：biomedical(abstract)；分类 eess.IV、eess.SP

Non-Negative Stiefel Approximating Flow: Orthogonalish Matrix Optimization for Interpretable Embeddings

Brian B. Avants, Nicholas J. Tustison, James R Stone

机构 * Department of Radiology and Medical Imaging（放射科与医学影像学系） ； University of Virginia（弗吉尼亚大学） 纠错

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

SSL-SE-EEG: A Framework for Robust Learning from Unlabeled EEG Data with Self-Supervised Learning and Squeeze-Excitation Networks

Meghna Roy Chowdhury, Yi Ding, Shreyas Sen

机构 * Elmore Family School of Electrical and Computer Engineering, Purdue University, USA（电气与计算机工程学院，普渡大学） 纠错

专题命中 生物医学文本 ：biomedical(abstract)；分类 cs.LG、eess.SP

Comments 6 figures, 2 tables, 8 pages

Journal ref 2025 47th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)

Chem-NMF: Multi-layer $α$-divergence Non-Negative Matrix Factorization for Cardiorespiratory Disease Clustering, with Improved Convergence Inspired by Chemical Catalysts and Rigorous Asymptotic Analysis

Yasaman Torabi, Shahram Shirani, James P. Reilly

机构 * Electrical and Computer Engineering Department, McMaster University（麦斯特大学电气与计算机工程系） ； L.R. Wilson/Bell Canada Chair in Data Communications（数据通信LR. Wilson/Bell Canada chair） 纠错

专题命中 生物医学文本 ：biomedical(abstract)；分类 cs.LG、eess.SP

Snapshot multi-spectral imaging through defocusing and a Fourier imager network

Xilin Yang, Michael John Fanous, Hanlong Chen, Ryan Lee, Paloma Casteleiro Costa, Yuhang Li, Luzhe Huang, Yijie Zhang, Aydogan Ozcan

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

Comments 22 Pages, 7 Figures

Journal ref Advanced Photonics Nexus (2025)

Multiple Time Series Fusion Based on LSTM An Application to CAP A Phase Classification Using EEG

Fábio Mendonça, Sheikh Shanawaz Mostafa, Diogo Freitas, Fernando Morgado-Dias, Antonio G. Ravelo-García

专题命中 生物医学文本 ：biomedical(abstract)；分类 cs.LG、eess.SP

Comments 47 pages, 7 figures, 4 tables, for journal publication

Score-based Diffusion Model for Unpaired Virtual Histology Staining

Anran Liu, Xiaofei Wang, Jing Cai, Chao Li

机构 * Department of Health Technology and Informatics, Hong Kong Polytechnic University, China（香港理工大学健康科技与信息学系） ； Department of Clinical Neurosciences, University of Cambridge, UK（剑桥大学临床神经科学系） ； School of Science and Engineering, University of Dundee, UK（邓迪大学科学与工程学院） ； Department of Applied Mathematics and Theoretical Physics, University of Cambridge, UK（剑桥大学应用数学与理论物理系） 纠错

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

Comments 11 pages, 3 figures

QSVM-QNN: Quantum Support Vector Machine Based Quantum Neural Network Learning Algorithm for Brain-Computer Interfacing Systems

Bikash K. Behera, Saif Al-Kuwari, Ahmed Farouk

机构 * Bikash’s Quantum (OPC) Pvt. Ltd.（Bikash的量子（OPC）私人有限公司） ； Qatar Center for Quantum Computing（卡塔尔量子计算中心） ； College of Science and Engineering, Hamad Bin Khalifa University（哈马德·本·卡西姆大学科学与工程学院） ； Department of Computer Science, Faculty of Computers and Artificial Intelligence, Hurghada University（胡尔加达大学计算机科学系，计算机与人工智能学院） 纠错

专题命中 生物医学文本 ：biomedical(abstract)；分类 cs.LG、eess.SP

Comments 12 pages, 7 Figures, 7 Tables

MDiff-FMT: Morphology-aware Diffusion Model for Fluorescence Molecular Tomography with Small-scale Datasets

Peng Zhang, Qianqian Xue, Xingyu Liu, Guanglei Zhang, Wenjian Wang, Jiye Liang

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

L-SFAN: Lightweight Spatially-focused Attention Network for Pain Behavior Detection

Jorge Ortigoso-Narro, Fernando Diaz-de-Maria, Mohammad Mahdi Dehshibi, Ana Tajadura-Jiménez

专题命中 生物医学文本 ：biomedical(abstract)；分类 cs.LG、eess.SP

Journal ref IEEE Sensors Journal (2025)

Policy Gradient-Driven Noise Mask

Mehmet Can Yavuz, Yang Yang

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

Comments International Conference on Pattern Recognition (2024) Accepted Paper

Artificial Intelligence for Cochlear Implants: Review of Strategies, Challenges, and Perspectives

Billel Essaid, Hamza Kheddar, Noureddine Batel, Muhammad E. H. Chowdhury, Abderrahmane Lakas

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

Journal ref IEEE Access, 2024

FSC-loss: A Frequency-domain Structure Consistency Learning Approach for Signal Data Recovery and Reconstruction

Liwen Zhang, Zhaoji Miao, Fan Yang, Gen Shi, Jie He, Yu An, Hui Hui, Jie Tian

专题命中 生物医学文本 ：biomedical(abstract)；分类 cs.LG、eess.SP

Comments 11 pages,7 figures

KID-PPG: Knowledge Informed Deep Learning for Extracting Heart Rate from a Smartwatch

Christodoulos Kechris, Jonathan Dan, Jose Miranda, David Atienza

专题命中 生物医学文本 ：biomedical(abstract)；分类 cs.LG、eess.SP

Deep learning phase recovery: data-driven, physics-driven, or combining both?

Kaiqiang Wang, Edmund Y. Lam

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

Comments 24 pages, 13 figures

Journal ref Advanced Photonics Nexus (2024)

Outlier Detection in Large Radiological Datasets using UMAP

Mohammad Tariqul Islam, Jason W. Fleischer

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

Comments Accepted in MICCAI-2024 Workshop on Topology- and Graph-Informed Imaging Informatics (TGI3)

Multi-Source and Test-Time Domain Adaptation on Multivariate Signals using Spatio-Temporal Monge Alignment

Théo Gnassounou, Antoine Collas, Rémi Flamary, Karim Lounici, Alexandre Gramfort

专题命中 生物医学文本 ：biomedical(abstract)；分类 cs.LG、eess.SP

FUTURE-AI: International consensus guideline for trustworthy and deployable artificial intelligence in healthcare

Karim Lekadir, Aasa Feragen, Abdul Joseph Fofanah, Alejandro F Frangi, Alena Buyx, Anais Emelie, Andrea Lara, Antonio R Porras, An-Wen Chan, Arcadi Navarro, Ben Glocker, Benard O Botwe, Bishesh Khanal, Brigit Beger, Carol C Wu, Celia Cintas, Curtis P Langlotz, Daniel Rueckert, Deogratias Mzurikwao, Dimitrios I Fotiadis, Doszhan Zhussupov, Enzo Ferrante, Erik Meijering, Eva Weicken, Fabio A González, Folkert W Asselbergs, Fred Prior, Gabriel P Krestin, Gary Collins, Geletaw S Tegenaw, Georgios Kaissis, Gianluca Misuraca, Gianna Tsakou, Girish Dwivedi, Haridimos Kondylakis, Harsha Jayakody, Henry C Woodruf, Horst Joachim Mayer, Hugo JWL Aerts, Ian Walsh, Ioanna Chouvarda, Irène Buvat, Isabell Tributsch, Islem Rekik, James Duncan, Jayashree Kalpathy-Cramer, Jihad Zahir, Jinah Park, John Mongan, Judy W Gichoya, Julia A Schnabel, Kaisar Kushibar, Katrine Riklund, Kensaku Mori, Kostas Marias, Lameck M Amugongo, Lauren A Fromont, Lena Maier-Hein, Leonor Cerdá Alberich, Leticia Rittner, Lighton Phiri, Linda Marrakchi-Kacem, Lluís Donoso-Bach, Luis Martí-Bonmatí, M Jorge Cardoso, Maciej Bobowicz, Mahsa Shabani, Manolis Tsiknakis, Maria A Zuluaga, Maria Bielikova, Marie-Christine Fritzsche, Marina Camacho, Marius George Linguraru, Markus Wenzel, Marleen De Bruijne, Martin G Tolsgaard, Marzyeh Ghassemi, Md Ashrafuzzaman, Melanie Goisauf, Mohammad Yaqub, Mónica Cano Abadía, Mukhtar M E Mahmoud, Mustafa Elattar, Nicola Rieke, Nikolaos Papanikolaou, Noussair Lazrak, Oliver Díaz, Olivier Salvado, Oriol Pujol, Ousmane Sall, Pamela Guevara, Peter Gordebeke, Philippe Lambin, Pieta Brown, Purang Abolmaesumi, Qi Dou, Qinghua Lu, Richard Osuala, Rose Nakasi, S Kevin Zhou, Sandy Napel, Sara Colantonio, Shadi Albarqouni, Smriti Joshi, Stacy Carter, Stefan Klein, Steffen E Petersen, Susanna Aussó, Suyash Awate, Tammy Riklin Raviv, Tessa Cook, Tinashe E M Mutsvangwa, Wendy A Rogers, Wiro J Niessen, Xènia Puig-Bosch, Yi Zeng, Yunusa G Mohammed, Yves Saint James Aquino, Zohaib Salahuddin, Martijn P A Starmans

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

Advancing fNIRS Neuroimaging through Synthetic Data Generation and Machine Learning Applications

Eitan Waks

专题命中 生物医学文本 ：biomedical(abstract)；分类 cs.LG、eess.SP

Comments 21 pages, 12 figures

MEET: Mixture of Experts Extra Tree-Based sEMG Hand Gesture Identification

Naveen Gehlot, Ashutosh Jena, Rajesh Kumar, Mahipal Bukya

专题命中 生物医学文本 ：biomedical(abstract)；分类 cs.LG、eess.SP

Lightweight Deep Learning for Resource-Constrained Environments: A Survey

Hou-I Liu, Marco Galindo, Hongxia Xie, Lai-Kuan Wong, Hong-Han Shuai, Yung-Hui Li, Wen-Huang Cheng

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

Comments 40 pages

SelfEEG: A Python library for Self-Supervised Learning in Electroencephalography

Federico Del Pup, Andrea Zanola, Louis Fabrice Tshimanga, Paolo Emilio Mazzon, Manfredo Atzori

专题命中 生物医学文本 ：biomedical(abstract)；分类 cs.LG、eess.SP

Comments Submitted to JOSS for possible publication. GitHub repository: see https://github.com/MedMaxLab/selfEEG

Journal ref Journal of Open Source Software (2024), 9(95), 6224

A Compact Implicit Neural Representation for Efficient Storage of Massive 4D Functional Magnetic Resonance Imaging

Ruoran Li, Runzhao Yang, Wenxin Xiang, Yuxiao Cheng, Tingxiong Xiao, Jinli Suo

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

J-Net: Improved U-Net for Terahertz Image Super-Resolution

Woon-Ha Yeo, Seung-Hwan Jung, Seung Jae Oh, Inhee Maeng, Eui Su Lee, Han-Cheol Ryu

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

Leveraging Classic Deconvolution and Feature Extraction in Zero-Shot Image Restoration

Tomáš Chobola, Gesine Müller, Veit Dausmann, Anton Theileis, Jan Taucher, Jan Huisken, Tingying Peng

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