医学 AI

Intensive Care as One Big Sequence Modeling Problem

Vadim Liventsev, Tobias Fritz

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

Event-based dataset for the detection and classification of manufacturing assembly tasks

Laura Duarte, Pedro Neto

专题命中 医学数据与评测 ：CT(abstract)；分类 cs.CV

Journal ref Data in Brief, Volume 54, 2024, 110340, ISSN 2352-3409

Generative adversarial learning with optimal input dimension and its adaptive generator architecture

Zhiyao Tan, Ling Zhou, Huazhen Lin

专题命中 医学数据与评测 ：CT(abstract)；分类 cs.LG

Feature graphs for interpretable unsupervised tree ensembles: centrality, interaction, and application in disease subtyping

Christel Sirocchi, Martin Urschler, Bastian Pfeifer

专题命中 医学数据与评测 ：biomedical(abstract)；分类 cs.LG

Taming False Positives in Out-of-Distribution Detection with Human Feedback

Harit Vishwakarma, Heguang Lin, Ramya Korlakai Vinayak

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

Comments Appeared in the 27th International Conference on Artificial Intelligence and Statistics (AISTATS 2024)

Journal ref PMLR 238:1486-1494, 2024

ConKeD++ -- Improving descriptor learning for retinal image registration: A comprehensive study of contrastive losses

David Rivas-Villar, Álvaro S. Hervella, José Rouco, Jorge Novo

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

Privacy-Preserving Statistical Data Generation: Application to Sepsis Detection

Eric Macias-Fassio, Aythami Morales, Cristina Pruenza, Julian Fierrez

专题命中 医学数据与评测 ：biomedical(abstract)；分类 cs.LG

Communication-Efficient Hybrid Federated Learning for E-health with Horizontal and Vertical Data Partitioning

Chong Yu, Shuaiqi Shen, Shiqiang Wang, Kuan Zhang, Hai Zhao

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

VMambaMorph: a Multi-Modality Deformable Image Registration Framework based on Visual State Space Model with Cross-Scan Module

Ziyang Wang, Jian-Qing Zheng, Chao Ma, Tao Guo

专题命中 医学数据与评测 ：CT(abstract)；分类 cs.CV

ADMarker: A Multi-Modal Federated Learning System for Monitoring Digital Biomarkers of Alzheimer's Disease

Xiaomin Ouyang, Xian Shuai, Yang Li, Li Pan, Xifan Zhang, Heming Fu, Sitong Cheng, Xinyan Wang, Shihua Cao, Jiang Xin, Hazel Mok, Zhenyu Yan, Doris Sau Fung Yu, Timothy Kwok, Guoliang Xing

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

CAPE: CAM as a Probabilistic Ensemble for Enhanced DNN Interpretation

Townim Faisal Chowdhury, Kewen Liao, Vu Minh Hieu Phan, Minh-Son To, Yutong Xie, Kevin Hung, David Ross, Anton van den Hengel, Johan W. Verjans, Zhibin Liao

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

Hallucination Benchmark in Medical Visual Question Answering

Jinge Wu, Yunsoo Kim, Honghan Wu

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

Comments Accepted to ICLR 2024 Tiny Papers(Notable)

Progressive trajectory matching for medical dataset distillation

Zhen Yu, Yang Liu, Qingchao Chen

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

Prodigy: An Expeditiously Adaptive Parameter-Free Learner

Konstantin Mishchenko, Aaron Defazio

专题命中 医学数据与评测 ：MRI(abstract)；分类 cs.LG

Development of Automated Neural Network Prediction for Echocardiographic Left ventricular Ejection Fraction

Yuting Zhang, Boyang Liu, Karina V. Bunting, David Brind, Alexander Thorley, Andreas Karwath, Wenqi Lu, Diwei Zhou, Xiaoxia Wang, Alastair R. Mobley, Otilia Tica, Georgios Gkoutos, Dipak Kotecha, Jinming Duan

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

Comments Accepted to Frontiers in Medicine

Toward Generalist Anomaly Detection via In-context Residual Learning with Few-shot Sample Prompts

Jiawen Zhu, Guansong Pang

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

Comments Accepted to CVPR 2024; 17 pages; 5 figures

Federated Data Model

Xiao Chen, Shunan Zhang, Eric Z. Chen, Yikang Liu, Lin Zhao, Terrence Chen, Shanhui Sun

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

SynFundus-1M: A High-quality Million-scale Synthetic fundus images Dataset with Fifteen Types of Annotation

Fangxin Shang, Jie Fu, Yehui Yang, Haifeng Huang, Junwei Liu, Lei Ma

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

APPLE: Adversarial Privacy-aware Perturbations on Latent Embedding for Unfairness Mitigation

Zikang Xu, Fenghe Tang, Quan Quan, Qingsong Yao, S. Kevin Zhou

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

ARIA: On the Interaction Between Architectures, Initialization and Aggregation Methods for Federated Visual Classification

Vasilis Siomos, Sergio Naval-Marimont, Jonathan Passerat-Palmbach, Giacomo Tarroni

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

Comments Accepted to ISBI 2024, camera-ready version with updated information on hyper-parameter tuning and clearer phrasing for practical take-aways

The METRIC-framework for assessing data quality for trustworthy AI in medicine: a systematic review

Daniel Schwabe, Katinka Becker, Martin Seyferth, Andreas Klaß, Tobias Schäffter

专题命中 医学数据与评测 ：medical AI(abstract)；分类 cs.LG

ICHPro: Intracerebral Hemorrhage Prognosis Classification Via Joint-attention Fusion-based 3d Cross-modal Network

Xinlei Yu, Xinyang Li, Ruiquan Ge, Shibin Wu, Ahmed Elazab, Jichao Zhu, Lingyan Zhang, Gangyong Jia, Taosheng Xu, Xiang Wan, Changmiao Wang

专题命中 医学数据与评测 ：CT(abstract)；分类 cs.CV

Comments 6 pages,4 figures, 4 tables, accepted by ISBI

FedMT: Federated Learning with Mixed-type Labels

Qiong Zhang, Jing Peng, Xin Zhang, Aline Talhouk, Gang Niu, Xiaoxiao Li

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

Comments 23 pages

FrOoDo: Framework for Out-of-Distribution Detection

Jonathan Stieber, Moritz Fuchs, Anirban Mukhopadhyay

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

Optimizing contrastive learning for cortical folding pattern detection

Aymeric Gaudin, Louise Guillon, Clara Fischer, Arnaud Cachia, Denis Rivière, Jean-François Mangin, Joël Chavas

专题命中 医学数据与评测 ：MRI(abstract)；分类 cs.LG

Comments 9 pages, 6 figures, 1 table, SPIE Imaging 2024

PKU-GoodsAD: A Supermarket Goods Dataset for Unsupervised Anomaly Detection and Segmentation

Jian Zhang, Runwei Ding, Miaoju Ban, Ge Yang

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

Comments 8 pages, 6 figures

Journal ref IEEE Robotics and Automation Letters, 2024

The TYC Dataset for Understanding Instance-Level Semantics and Motions of Cells in Microstructures

Christoph Reich, Tim Prangemeier, Heinz Koeppl

专题命中 医学数据与评测 ：biomedical(abstract)；分类 cs.CV

Comments Accepted at ICCV 2023 Workshop on BioImage Computing. Project page (with links to the dataset and code): https://christophreich1996.github.io/tyc_dataset/

Medical records condensation: a roadmap towards healthcare data democratisation

Yujiang Wang, Anshul Thakur, Mingzhi Dong, Pingchuan Ma, Stavros Petridis, Li Shang, Tingting Zhu, David A. Clifton

专题命中 医学数据与评测 ：clinical AI(abstract)；分类 cs.LG

WBCAtt: A White Blood Cell Dataset Annotated with Detailed Morphological Attributes

Satoshi Tsutsui, Winnie Pang, Bihan Wen

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

Comments Neural Information Processing Systems 2023

Federated Learning via Input-Output Collaborative Distillation

Xuan Gong, Shanglin Li, Yuxiang Bao, Barry Yao, Yawen Huang, Ziyan Wu, Baochang Zhang, Yefeng Zheng, David Doermann

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

Comments Accepted at AAAI 2024