医学 AI

Assessing Generalization Capabilities of Malaria Diagnostic Models from Thin Blood Smears

Louise Guillon, Soheib Biga, Axel Puyo, Grégoire Pasquier, Valentin Foucher, Yendoubé E. Kantchire, Stéphane E. Sossou, Ameyo M. Dorkenoo, Laurent Bonnardot, Marc Thellier, Laurence Lachaud, Renaud Piarroux

机构 * MyC ； APHP Paris, La Pitié-Salpêtrière, Sorbonne Université（APHP巴黎，拉皮蒂埃-萨尔佩特里耶，索邦大学） ； CHU of Montpellier, University of Montpellier（蒙彼利埃大学附属医院，蒙彼利埃大学） ； CHU Campus, Ministère de la Santé et de l'hygiène Publique（CHU校区，卫生与公共卫生部） ； CHU Sylvanus Olympio, Lomé, Togo（索维拉尼奥利奥医院，洛美，多哥） ； Faculté des Sciences de la Santé, Université de Lomé（健康科学学院，洛美大学） 纠错

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.CV、q-bio、eess.IV

Comments MICCAI 2024 AMAI Workshop, Accepted for presentation, Submitted Manuscript Version, 10 pages

CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding

Yuchen Zhou, Jiamin Wu, Zichen Ren, Zhouheng Yao, Weiheng Lu, Kunyu Peng, Qihao Zheng, Chunfeng Song, Wanli Ouyang, Chao Gou

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Sun Yat-sen University（中山大学） ； The Chinese University of Hong Kong（香港中文大学） ； Karlsruher Institut fur Technologie（卡尔斯鲁厄理工学院） 纠错

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.LG、q-bio、eess.SP

Hierarchical Characterization of Brain Dynamics via State Space-based Vector Quantization

Yanwu Yang, Thomas Wolfers

机构 * University of Tübingen, Tübingen, Germany（图宾根大学） ； German Center for Mental Health, Tübingen, Germany（德国心理健康中心） 纠错

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.CV、q-bio、eess.IV

CATD: Unified Representation Learning for EEG-to-fMRI Cross-Modal Generation

Weiheng Yao, Zhihan Lyu, Mufti Mahmud, Ning Zhong, Baiying Lei, Shuqiang Wang

专题命中 诊断辅助 ：pathology(abstract)；分类 cs.CV、q-bio、eess.SP

Comments 11 pages, 9 figures, Accepted by IEEE Transactions on Medical Imaging

Core-Periphery Principle Guided State Space Model for Functional Connectome Classification

Minheng Chen, Xiaowei Yu, Jing Zhang, Tong Chen, Chao Cao, Yan Zhuang, Yanjun Lyu, Lu Zhang, Tianming Liu, Dajiang Zhu

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.CV、q-bio、eess.IV

BioSerenity-E1: a self-supervised EEG model for medical applications

Ruggero G. Bettinardi, Mohamed Rahmouni, Ulysse Gimenez

专题命中 诊断辅助 ：pathology(abstract)；分类 cs.LG、q-bio、eess.SP

High-throughput digital twin framework for predicting neurite deterioration using MetaFormer attention

Kuanren Qian, Genesis Omana Suarez, Toshihiko Nambara, Takahisa Kanekiyo, Yongjie Jessica Zhang

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.CV、cs.LG、q-bio

Comments 17 pages, 8 figures

DiffuPT: Class Imbalance Mitigation for Glaucoma Detection via Diffusion Based Generation and Model Pretraining

Youssof Nawar, Nouran Soliman, Moustafa Wassel, Mohamed ElHabebe, Noha Adly, Marwan Torki, Ahmed Elmassry, Islam Ahmed

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.CV、q-bio、eess.IV

The Effect of Acute Stress on the Interpretability and Generalization of Schizophrenia Predictive Machine Learning Models

Gideon Vos, Maryam Ebrahimpour, Liza van Eijk, Zoltan Sarnyai, Mostafa Rahimi Azghadi

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.LG、q-bio、eess.SP

Comments 20 pages, 7 figures

NeuroPath: A Neural Pathway Transformer for Joining the Dots of Human Connectomes

Ziquan Wei, Tingting Dan, Jiaqi Ding, Guorong Wu

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.CV、cs.LG、q-bio

Comments Accepted by NeurIPS 2024

Real-time Sub-milliwatt Epilepsy Detection Implemented on a Spiking Neural Network Edge Inference Processor

Ruixin Lia, Guoxu Zhaoa, Dylan Richard Muir, Yuya Ling, Karla Burelo, Mina Khoei, Dong Wang, Yannan Xing, Ning Qiao

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.LG、q-bio、eess.SP

Journal ref Computers in Biology and Medicine(2024), 183, 109225

Artificial Intelligence in Assessing Cardiovascular Diseases and Risk Factors via Retinal Fundus Images: A Review of the Last Decade

Mirsaeed Abdollahi, Ali Jafarizadeh, Amirhosein Ghafouri Asbagh, Navid Sobhi, Keysan Pourmoghtader, Siamak Pedrammehr, Houshyar Asadi, Roohallah Alizadehsani, Ru-San Tan, U. Rajendra Acharya

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.CV、q-bio、eess.IV

Comments 41 pages, 5 figures, 3 tables, 114 references

Multi-Stage Graph Learning for fMRI Analysis to Diagnose Neuro-Developmental Disorders

Wenjing Gao, Yuanyuan Yang, Jianrui Wei, Xuntao Yin, Xinhan Di

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.CV、q-bio、eess.IV

Comments Accepted by CVPR 2024 CV4Science Workshop (8 pages, 4 figures, 2 tables)

Looking into Concept Explanation Methods for Diabetic Retinopathy Classification

Andrea M. Storås, Josefine V. Sundgaard

专题命中 诊断辅助 ：diagnosis(abstract)；biomedical(comments,journal_ref)；分类 cs.CV

Comments Accepted for publication at the Journal of Machine Learning for Biomedical Imaging (MELBA) https://melba-journal.org/2024:021

Journal ref Machine.Learning.for.Biomedical.Imaging. 2 (2024)

Adapting Machine Learning Diagnostic Models to New Populations Using a Small Amount of Data: Results from Clinical Neuroscience

Rongguang Wang, Guray Erus, Pratik Chaudhari, Christos Davatzikos

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.LG、q-bio、eess.IV

Deep Bayesian Active Learning-to-Rank with Relative Annotation for Estimation of Ulcerative Colitis Severity

Takeaki Kadota, Hideaki Hayashi, Ryoma Bise, Kiyohito Tanaka, Seiichi Uchida

专题命中 诊断辅助 ：diagnosis(abstract)；medical image(comments,journal_ref)；分类 cs.CV

Comments 14 pages, 8 figures, accepted in Medical Image Analysis 2024

Journal ref Medical Image Analysis 2024

Prompt Your Brain: Scaffold Prompt Tuning for Efficient Adaptation of fMRI Pre-trained Model

Zijian Dong, Yilei Wu, Zijiao Chen, Yichi Zhang, Yueming Jin, Juan Helen Zhou

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.CV、cs.LG、q-bio

Comments MICCAI 2024

Enhancing Interpretability of Vertebrae Fracture Grading using Human-interpretable Prototypes

Poulami Sinhamahapatra, Suprosanna Shit, Anjany Sekuboyina, Malek Husseini, David Schinz, Nicolas Lenhart, Joern Menze, Jan Kirschke, Karsten Roscher, Stephan Guennemann

专题命中 诊断辅助 ：diagnosis(abstract)；biomedical(comments,journal_ref)；分类 cs.CV

Comments Accepted for publication at the Journal of Machine Learning for Biomedical Imaging (MELBA) https://melba-journal.org/2024:015

Journal ref Machine.Learning.for.Biomedical.Imaging. 2 (2024)

A Hybrid Deep Learning Classification of Perimetric Glaucoma Using Peripapillary Nerve Fiber Layer Reflectance and Other OCT Parameters from Three Anatomy Regions

Ou Tan, David S. Greenfield, Brian A. Francis, Rohit Varma, Joel S. Schuman, David Huang, Dongseok Choi

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.LG、q-bio、eess.IV

Comments 12 pages

Detection of Auditory Brainstem Response Peaks Using Image Processing Techniques in Infants with Normal Hearing Sensitivity

Amir Majidpour, Samer Kais Jameel, Jafar Majidpour, Houra Bagheri, Tarik A. Rashid, Ahmadreza Nazeri, Mahshid Moheb Aleaba

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.CV、q-bio、eess.IV

Algorithm-based diagnostic application for diabetic retinopathy detection

Agnieszka Cisek, Karolina Korycinska, Leszek Pyziak, Marzena Malicka, Tomasz Wiecek, Grzegorz Gruzel, Kamil Szmuc, Jozef Cebulski, Mariusz Spyra

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.CV、q-bio、eess.IV

Comments 18 pages, 9 figures, preprint

Segmentation of diagnostic tissue compartments on whole slide images with renal thrombotic microangiopathies (TMAs)

Huy Q. Vo, Pietro A. Cicalese, Surya Seshan, Syed A. Rizvi, Aneesh Vathul, Gloria Bueno, Anibal Pedraza Dorado, Niels Grabe, Katharina Stolle, Francesco Pesce, Joris J. T. H. Roelofs, Jesper Kers, Vitoantonio Bevilacqua, Nicola Altini, Bernd Schröppel, Dario Roccatello, Antonella Barreca, Savino Sciascia, Chandra Mohan, Hien V. Nguyen, Jan U. Becker

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.CV、cs.LG、q-bio

Comments 12 pages, 3 figures

Structural Cycle GAN for Virtual Immunohistochemistry Staining of Gland Markers in the Colon

Shikha Dubey, Tushar Kataria, Beatrice Knudsen, Shireen Y. Elhabian

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.CV、cs.LG、q-bio

Comments Accepted to MICCAI Workshop 2023

Age-Stratified Differences in Morphological Connectivity Patterns in ASD: An sMRI and Machine Learning Approach

Gokul Manoj, Sandeep Singh Sengar, Jac Fredo Agastinose Ronickom

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.LG、q-bio、eess.IV

Comments 10 pages, 4 figures, 3 tables

Beyond the Snapshot: Brain Tokenized Graph Transformer for Longitudinal Brain Functional Connectome Embedding

Zijian Dong, Yilei Wu, Yu Xiao, Joanna Su Xian Chong, Yueming Jin, Juan Helen Zhou

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.LG、q-bio、eess.IV

Comments MICCAI 2023

Time delay multi-feature correlation analysis to extract subtle dependencies from EEG signals

Jarek Duda

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.LG、q-bio、eess.SP

Comments 7 pages, 7 figures

Problems and shortcuts in deep learning for screening mammography

Trevor Tsue, Brent Mombourquette, Ahmed Taha, Thomas Paul Matthews, Yen Nhi Truong Vu, Jason Su

专题命中 诊断辅助 ：healthcare AI(abstract)；分类 cs.CV、cs.LG、q-bio

Promises and pitfalls of deep neural networks in neuroimaging-based psychiatric research

Fabian Eitel, Marc-André Schulz, Moritz Seiler, Henrik Walter, Kerstin Ritter

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.LG、q-bio、eess.IV

Power Spectral Density-Based Resting-State EEG Classification of First-Episode Psychosis

Sadi Md. Redwan, Md Palash Uddin, Anwaar Ulhaq, Muhammad Imran Sharif

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.LG、q-bio、eess.SP

Comments 10 Figures, 13 Pages

Spatio-Temporal Attention in Multi-Granular Brain Chronnectomes for Detection of Autism Spectrum Disorder

James Orme-Rogers, Ajitesh Srivastava

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.CV、cs.LG、q-bio

Comments 6 pages, 2 figures