Medformer: A Multi-Granularity Patching Transformer for Medical
Time-Series Classification

Medformer: A Multi-Granularity Patching Transformer for Medical Time-Series Classification

24 May 2024

Yihe Wang

Yujun Yan

Xiang Zhang

Papers citing "Medformer: A Multi-Granularity Patching Transformer for Medical Time-Series Classification"

11 / 11 papers shown

Title
TarDiff: Target-Oriented Diffusion Guidance for Synthetic Electronic Health Record Time Series Generation Bowen Deng Chang Xu Hao Li Yuhao Huang Min Hou Jiang Bian MedIm 40 0 0 24 Apr 2025
FHBench: Towards Efficient and Personalized Federated Learning for Multimodal Healthcare Penghao Wang Qian Chen Teng Zhang Y. Zhang Wang Lu Yiqiang Chen 25 0 0 15 Apr 2025
UKBOB: One Billion MRI Labeled Masks for Generalizable 3D Medical Image Segmentation Emmanuelle Bourigault A. Jamaludin Abdullah Hamdi 30 0 0 09 Apr 2025
Transformer representation learning is necessary for dynamic multi-modal physiological data on small-cohort patients Bingxu Wang Kunzhi Cai Yuqi Zhang Yachong Guo Zeyi Zhou Wenjiao Li Yachong Guo Wei Wang Qing Zhou MedIm 34 0 0 05 Apr 2025
DynaGraph: Interpretable Multi-Label Prediction from EHRs via Dynamic Graph Learning and Contrastive Augmentation Munib Mesinovic Soheila Molaei Peter Watkinson Tingting Zhu AI4TS 36 0 0 28 Mar 2025
Sparseformer: a Transferable Transformer with Multi-granularity Token Sparsification for Medical Time Series Classification Weiqi Zhang Jiexia Ye Zehan Li Jiajun Li Fugee Tsung MedIm 44 0 0 19 Mar 2025
BioMamba: Leveraging Spectro-Temporal Embedding in Bidirectional Mamba for Enhanced Biosignal Classification Jian Qian Teck Lun Goh Bingyu Xie Chengyao Zhu Biao Wan Yawen Guan Rachel Ding Chen Patrick Chiang Mamba 47 0 0 14 Mar 2025
Enhancing Visual Inspection Capability of Multi-Modal Large Language Models on Medical Time Series with Supportive Conformalized and Interpretable Small Specialized Models Huayu Li Xiwen Chen C. Zhang S. Quan William D.S. Killgore Shu-Fen Wung Chen X. Chen Geng Yuan Jin Lu Ao Li 40 0 0 28 Jan 2025
Repurposing Foundation Model for Generalizable Medical Time Series Classification Nan Huang Haishuai Wang Zihuai He Marinka Zitnik Xiang Zhang AI4TS OOD 26 1 0 03 Oct 2024
ADformer: A Multi-Granularity Transformer for EEG-Based Alzheimer's Disease Assessment Yihe Wang Nadia Mammone Darina Petrovsky Alexandros T. Tzallas Francesco C. Morabito Xiang Zhang MedIm 32 3 0 17 Aug 2024
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Haoyi Zhou Shanghang Zhang J. Peng Shuai Zhang Jianxin Li Hui Xiong Wan Zhang AI4TS 169 3,885 0 14 Dec 2020