v1v2v3 (latest)

Zero-Shot ECG Classification with Multimodal Learning and Test-time Clinical Knowledge Enhancement

11 March 2024

Zhongwei Wan

ArXiv (abs)PDF HTML Github (66★)

Papers citing "Zero-Shot ECG Classification with Multimodal Learning and Test-time Clinical Knowledge Enhancement"

26 / 26 papers shown

Title
Reading Your Heart: Learning ECG Words and Sentences via Pre-training ECG Language Model Jiarui Jin Haoyu Wang Hongyan Li Jun Yu Li Jiahui Pan Shenda Hong 111 7 0 15 Feb 2025
MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization Kangyu Zhu Peng Xia Yun Li Hongtu Zhu Sheng Wang Huaxiu Yao 154 3 0 09 Dec 2024
EEG-Language Modeling for Pathology Detection Sam Gijsen Kerstin Ritter 111 2 0 02 Sep 2024
Guiding Masked Representation Learning to Capture Spatio-Temporal Relationship of Electrocardiogram Yeongyeon Na Minje Park Yunwon Tae S. Joo 62 31 0 02 Feb 2024
G2D: From Global to Dense Radiography Representation Learning via Vision-Language Pre-training Che Liu Ouyang Cheng Sibo Cheng Anand Shah Wenjia Bai Rossella Arcucci VLM MedIm 85 10 0 03 Dec 2023
Utilizing Synthetic Data for Medical Vision-Language Pre-training: Bypassing the Need for Real Images Che Liu Anand Shah Wenjia Bai Rossella Arcucci MedIm 89 14 0 10 Oct 2023
ETP: Learning Transferable ECG Representations via ECG-Text Pre-training Che Liu Zhongwei Wan Sibo Cheng Mi Zhang Rossella Arcucci 68 42 0 06 Sep 2023
Improving Pixel-based MIM by Reducing Wasted Modeling Capability Yuan Liu Songyang Zhang Jiacheng Chen Zhaohui Yu Kai-xiang Chen Dahua Lin 77 32 0 01 Aug 2023
MedCPT: Contrastive Pre-trained Transformers with Large-scale PubMed Search Logs for Zero-shot Biomedical Information Retrieval Qiao Jin Won Kim Qingyu Chen Donald C. Comeau Lana Yeganova John Wilbur Zhiyong Lu LM&MA MedIm 82 115 0 02 Jul 2023
Frozen Language Model Helps ECG Zero-Shot Learning Jun Yu Li Che Liu Sibo Cheng Rossella Arcucci linda Qiao 74 64 0 22 Mar 2023
PixMIM: Rethinking Pixel Reconstruction in Masked Image Modeling Yuan Liu Songyang Zhang Jiacheng Chen Kai-xiang Chen Dahua Lin 112 29 0 04 Mar 2023
Towards Enhancing Time Series Contrastive Learning: A Dynamic Bad Pair Mining Approach Xiang Lan Hanshu Yan linda Qiao Mengling Feng AI4TS 60 7 0 07 Feb 2023
Spectral Cross-Domain Neural Network with Soft-adaptive Threshold Spectral Enhancement Che Liu Sibo Cheng Weiping Ding Rossella Arcucci 64 11 0 10 Jan 2023
What does a platypus look like? Generating customized prompts for zero-shot image classification Sarah M Pratt Ian Covert Rosanne Liu Ali Farhadi VLM 170 223 0 07 Sep 2022
Self-Supervised Time Series Representation Learning via Cross Reconstruction Transformer Wen-Rang Zhang Ling Yang Shijia Geng Shenda Hong ViT AI4TS 61 43 0 20 May 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 477 7,819 0 11 Nov 2021
SimCSE: Simple Contrastive Learning of Sentence Embeddings Tianyu Gao Xingcheng Yao Danqi Chen AILaw SSL 278 3,411 0 18 Apr 2021
An Empirical Study of Training Self-Supervised Vision Transformers Xinlei Chen Saining Xie Kaiming He ViT 159 1,869 0 05 Apr 2021
Barlow Twins: Self-Supervised Learning via Redundancy Reduction Jure Zbontar Li Jing Ishan Misra Yann LeCun Stéphane Deny SSL 347 2,362 0 04 Mar 2021
Exploring Simple Siamese Representation Learning Xinlei Chen Kaiming He SSL 258 4,072 0 20 Nov 2020
Contrastive Learning of Medical Visual Representations from Paired Images and Text Yuhao Zhang Hang Jiang Yasuhide Miura Christopher D. Manning C. Langlotz MedIm 147 766 0 02 Oct 2020
Domain-Specific Language Model Pretraining for Biomedical Natural Language Processing Yu Gu Robert Tinn Hao Cheng Michael R. Lucas Naoto Usuyama Xiaodong Liu Tristan Naumann Jianfeng Gao Hoifung Poon LM&MA AI4CE 114 1,782 0 31 Jul 2020
Bootstrap your own latent: A new approach to self-supervised Learning Jean-Bastien Grill Florian Strub Florent Altché Corentin Tallec Pierre Harvey Richemond ... M. G. Azar Bilal Piot Koray Kavukcuoglu Rémi Munos Michal Valko SSL 395 6,837 0 13 Jun 2020
CLOCS: Contrastive Learning of Cardiac Signals Across Space, Time, and Patients Dani Kiyasseh T. Zhu David Clifton 76 194 0 27 May 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 378 18,866 0 13 Feb 2020
Publicly Available Clinical BERT Embeddings Emily Alsentzer John R. Murphy Willie Boag W. Weng Di Jin Tristan Naumann Matthew B. A. McDermott AI4MH 172 1,983 0 06 Apr 2019