医学 AI

MA^2: A Self-Supervised and Motion Augmenting Autoencoder for Gait-Based Automatic Disease Detection

Yiqun Liu, Ke Zhang, Yin Zhu

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

Comments 8 pages, 11 figures, article

Theory-inspired Label Shift Adaptation via Aligned Distribution Mixture

Ruidong Fan, Xiao Ouyang, Hong Tao, Yuhua Qian, Chenping Hou

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.LG

Optimizing Gastrointestinal Diagnostics: A CNN-Based Model for VCE Image Classification

Vaneeta Ahlawat, Rohit Sharma, Urush

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

Comments 11 pages, 7 figuers

FISHing in Uncertainty: Synthetic Contrastive Learning for Genetic Aberration Detection

Simon Gutwein, Martin Kampel, Sabine Taschner-Mandl, Roxane Licandro

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

Journal ref Uncertainty for Safe Utilization of Machine Learning in Medical Imaging, 6th International Workshop, UNSURE 2024, Held in Conjunction with MICCAI 2024, Marrakesh, Morocco, October 10, 2024, Pages 23-33

Self-Healing Machine Learning: A Framework for Autonomous Adaptation in Real-World Environments

Paulius Rauba, Nabeel Seedat, Krzysztof Kacprzyk, Mihaela van der Schaar

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.LG

Comments Advances in Neural Information Processing Systems 38 (NeurIPS 2024)

SpiroActive: Active Learning for Efficient Data Acquisition for Spirometry

Ankita Kumari Jain, Nitish Sharma, Madhav Kanda, Nipun Batra

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.LG

Persistent Homology for MCI Classification: A Comparative Analysis between Graph and Vietoris-Rips Filtrations

Debanjali Bhattacharya, Rajneet Kaur, Ninad Aithal, Neelam Sinha, Thomas Gregor Issac

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

Comments 17 pages, 5 figures, 4 tables

MDAgents: An Adaptive Collaboration of LLMs for Medical Decision-Making

Yubin Kim, Chanwoo Park, Hyewon Jeong, Yik Siu Chan, Xuhai Xu, Daniel McDuff, Hyeonhoon Lee, Marzyeh Ghassemi, Cynthia Breazeal, Hae Won Park

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.LG

Loose Social-Interaction Recognition in Real-world Therapy Scenarios

Abid Ali, Rui Dai, Ashish Marisetty, Guillaume Astruc, Monique Thonnat, Jean-Marc Odobez, Susanne Thümmler, Francois Bremond

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

Journal ref IEEE/CVF Winter Conference on Applications of Computer Vision 2025

TBBC: Predict True Bacteraemia in Blood Cultures via Deep Learning

Kira Sam

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.LG

Comments 12 pages

SarcNet: A Novel AI-based Framework to Automatically Analyze and Score Sarcomere Organizations in Fluorescently Tagged hiPSC-CMs

Huyen Le, Khiet Dang, Tien Lai, Nhung Nguyen, Mai Tran, Hieu Pham

专题命中 诊断辅助 ：pathology(abstract)；分类 cs.CV

Comments This work has been submitted to the IEEE for possible publication

Vista: A Generalizable Driving World Model with High Fidelity and Versatile Controllability

Shenyuan Gao, Jiazhi Yang, Li Chen, Kashyap Chitta, Yihang Qiu, Andreas Geiger, Jun Zhang, Hongyang Li

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

Comments NeurIPS 2024. Code and model: https://github.com/OpenDriveLab/Vista, demo page: https://vista-demo.github.io

Fully Automated Assessment of Cardiac Coverage in Cine Cardiovascular Magnetic Resonance Images using an Explainable Deep Visual Salient Region Detection Model

Shahabedin Nabavi, Mohammad Hashemi, Mohsen Ebrahimi Moghaddam, Ahmad Ali Abin, Alejandro F. Frangi

专题命中 诊断辅助 ：diagnosis(abstract)；分类 eess.IV

Journal ref Medical Physics, 2024

Stabilizing Adversarially Learned One-Class Novelty Detection Using Pseudo Anomalies

Muhammad Zaigham Zaheer, Jin Ha Lee, Arif Mahmood, Marcella Astrid, Seung-Ik Lee

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

Comments This work has been submitted to the IEEE Transactions on Image Processing for possible publication

Enhancing Graph Attention Neural Network Performance for Marijuana Consumption Classification through Large-scale Augmented Granger Causality (lsAGC) Analysis of Functional MR Images

Ali Vosoughi, Akhil Kasturi, Axel Wismueller

专题命中 诊断辅助 ：diagnosis(abstract)；分类 eess.SP

Comments 17 pages

Assessment of Developmental Dysgraphia Utilising a Display Tablet

Jiri Mekyska, Zoltan Galaz, Katarina Safarova, Vojtech Zvoncak, Lukas Cunek, Tomas Urbanek, Jana Marie Havigerova, Jirina Bednarova, Jan Mucha, Michal Gavenciak, Zdenek Smekal, Marcos Faundez-Zanuy

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.LG

Comments 16 pages

Journal ref IGS 2023. Lecture Notes in Computer Science, vol 14285, pp.21-35

SSP-RACL: Classification of Noisy Fundus Images with Self-Supervised Pretraining and Robust Adaptive Credal Loss

Mengwen Ye, Yingzi Huangfu, You Li, Zekuan Yu

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

Comments IEEE BioCAS 2024

MD tree: a model-diagnostic tree grown on loss landscape

Yefan Zhou, Jianlong Chen, Qinxue Cao, Konstantin Schürholt, Yaoqing Yang

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.LG

Comments ICML 2024, first two authors contributed equally

Journal ref Proceedings of the 41st International Conference on Machine Learning, PMLR 235:61825-61853, 2024

Mitral Regurgitation Recognition based on Unsupervised Out-of-Distribution Detection with Residual Diffusion Amplification

Zhe Liu, Xiliang Zhu, Tong Han, Yuhao Huang, Jian Wang, Lian Liu, Fang Wang, Dong Ni, Zhongshan Gou, Xin Yang

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

Comments Accepted by MICCAI MLMI 2024, 11 pages, 3 figures

Fundus to Fluorescein Angiography Video Generation as a Retinal Generative Foundation Model

Weiyi Zhang, Jiancheng Yang, Ruoyu Chen, Siyu Huang, Pusheng Xu, Xiaolan Chen, Shanfu Lu, Hongyu Cao, Mingguang He, Danli Shi

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

Continuous Pupillography: A Case for Visual Health Ecosystem

Usama Younus, Nirupam Roy

专题命中 诊断辅助 ：biomedical(abstract)；分类 cs.LG

Spatial-Temporal Bearing Fault Detection Using Graph Attention Networks and LSTM

Moirangthem Tiken Singh, Rabinder Kumar Prasad, Gurumayum Robert Michael, N. Hemarjit Singh, N. K. Kaphungkui

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.LG

Progressive Retinal Image Registration via Global and Local Deformable Transformations

Yepeng Liu, Baosheng Yu, Tian Chen, Yuliang Gu, Bo Du, Yongchao Xu, Jun Cheng

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

Comments Accepted at BIBM 2024

Analysing Osteoporosis Detection: A Comparative Study of CNN and FNN

R. Geetha, S. Arulselvi, R. Tamilselvi, M. Parisa Beham, Alavikunhu Panthakkan, Wathiq Mansoor, Hussain Al Ahmad

专题命中 诊断辅助 ：diagnosis(abstract)；分类 eess.IV

Transformer with Leveraged Masked Autoencoder for video-based Pain Assessment

Minh-Duc Nguyen, Hyung-Jeong Yang, Soo-Hyung Kim, Ji-Eun Shin, Seung-Won Kim

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

Towards Calibrated Losses for Adversarial Robust Reject Option Classification

Vrund Shah, Tejas Chaudhari, Naresh Manwani

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.LG

Comments Accepted at Asian Conference on Machine Learning (ACML) , 2024

Text Classification using Graph Convolutional Networks: A Comprehensive Survey

Syed Mustafa Haider Rizvi, Ramsha Imran, Arif Mahmood

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.LG

CliBench: A Multifaceted and Multigranular Evaluation of Large Language Models for Clinical Decision Making

Mingyu Derek Ma, Chenchen Ye, Yu Yan, Xiaoxuan Wang, Peipei Ping, Timothy S Chang, Wei Wang

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.LG

Comments Project page: https://clibench.github.io

From Generalist to Specialist: Adapting Vision Language Models via Task-Specific Visual Instruction Tuning

Yang Bai, Yang Zhou, Jun Zhou, Rick Siow Mong Goh, Daniel Shu Wei Ting, Yong Liu

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

Applying Quantum Autoencoders for Time Series Anomaly Detection

Robin Frehner, Kurt Stockinger

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.LG

Comments 22 pages, 16 figures