Frozen Language Model Helps ECG Zero-Shot Learning

22 March 2023

Papers citing "Frozen Language Model Helps ECG Zero-Shot Learning"

37 / 37 papers shown

Title
xLSTM-ECG: Multi-label ECG Classification via Feature Fusion with xLSTM Lei Kang Xuanshuo Fu Javier Vazquez-Corral Ernest Valveny Dimosthenis Karatzas 20 0 0 14 Apr 2025
Application of Contrastive Learning on ECG Data: Evaluating Performance in Japanese and Classification with Around 100 Labels Junichiro Takahashi JingChuan Guan Masataka Sato Kaito Baba Kazuto Haruguchi Daichi Nagashima Satoshi Kodera Norihiko Takeda 23 0 0 12 Apr 2025
A Survey on Mathematical Reasoning and Optimization with Large Language Models Ali Forootani OffRL LRM AI4CE 45 0 0 22 Mar 2025
GPT-PPG: A GPT-based Foundation Model for Photoplethysmography Signals Zhaoliang Chen C. Ding Saurabh Kataria Runze Yan Minxiao Wang Randall J Lee Xiao Hu LM&MA MedIm 70 0 0 11 Mar 2025
GEM: Empowering MLLM for Grounded ECG Understanding with Time Series and Images Xiang Lan Feng Wu Kai He Qinghao Zhao Shenda Hong Mengling Feng AI4TS 63 3 0 08 Mar 2025
Urban Safety Perception Through the Lens of Large Multimodal Models: A Persona-based Approach Ciro Beneduce Bruno Lepri Massimiliano Luca 44 0 0 01 Mar 2025
Context information can be more important than reasoning for time series forecasting with a large language model Janghoon Yang AI4TS LRM 39 1 0 08 Feb 2025
TOKON: TOKenization-Optimized Normalization for time series analysis with a large language model Janghoon Yang AI4TS 77 0 0 08 Feb 2025
A Wave is Worth 100 Words: Investigating Cross-Domain Transferability in Time Series Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu AI4TS 64 0 0 01 Dec 2024
Teach Multimodal LLMs to Comprehend Electrocardiographic Images Ruoqi Liu Yuelin Bai Xiang Yue Ping Zhang 22 3 0 21 Oct 2024
MoRE: Multi-Modal Contrastive Pre-training with Transformers on X-Rays, ECGs, and Diagnostic Report Samrajya Thapa Koushik Howlader Subhankar Bhattacharjee Wei le MedIm 26 1 0 21 Oct 2024
A Survey of Spatio-Temporal EEG data Analysis: from Models to Applications Pengfei Wang Huanran Zheng Silong Dai Yiqiao Wang Xiaotian Gu Yuanbin Wu Xiaoling Wang SyDa AI4TS 45 3 0 26 Sep 2024
EEG-Language Modeling for Pathology Detection Sam Gijsen Kerstin Ritter 44 0 0 02 Sep 2024
ADAPT: Multimodal Learning for Detecting Physiological Changes under Missing Modalities Julie Mordacq Léo Milecki Maria Vakalopoulou Steve Oudot Vicky Kalogeiton OffRL MedIm 37 3 0 04 Jul 2024
Large Language Model as a Universal Clinical Multi-task Decoder Yujiang Wu Hongjian Song Jiawen Zhang Xumeng Wen Shun Zheng Jiang Bian 35 1 0 18 Jun 2024
Time-MMD: Multi-Domain Multimodal Dataset for Time Series Analysis Haoxin Liu Shangqing Xu Zhiyuan Zhao Lingkai Kong Harshavardhan Kamarthi ... Megha Sharma Jiaming Cui Qingsong Wen Chao Zhang B. Aditya Prakash AI4TS 48 5 0 12 Jun 2024
Large Language Models are Zero-Shot Next Location Predictors Ciro Beneduce Bruno Lepri Massimiliano Luca 41 7 0 31 May 2024
ECG Semantic Integrator (ESI): A Foundation ECG Model Pretrained with LLM-Enhanced Cardiological Text Han Yu Peikun Guo Akane Sano 34 16 0 26 May 2024
DiffusionPipe: Training Large Diffusion Models with Efficient Pipelines Ye Tian Zhen Jia Ziyue Luo Yida Wang Chuan Wu AI4CE 31 2 0 02 May 2024
Personalized Heart Disease Detection via ECG Digital Twin Generation Yaojun Hu Jintai Chen Lianting Hu Dantong Li Jiahuan Yan Haochao Ying Huiying Liang Jian Wu 16 3 0 17 Apr 2024
A Survey on Multimodal Wearable Sensor-based Human Action Recognition Jianyuan Ni Hao Tang Syed Tousiful Haque Yan Yan A. Ngu 74 6 0 14 Apr 2024
Zero-Shot ECG Classification with Multimodal Learning and Test-time Clinical Knowledge Enhancement Che Liu Zhongwei Wan Ouyang Cheng Anand Shah Wenjia Bai Rossella Arcucci 42 28 0 11 Mar 2024
Empowering Time Series Analysis with Large Language Models: A Survey Yushan Jiang Zijie Pan Xikun Zhang Sahil Garg Anderson Schneider Yuriy Nevmyvaka Dongjin Song AI4TS AIFin 97 47 0 05 Feb 2024
Position: What Can Large Language Models Tell Us about Time Series Analysis Ming Jin Yifan Zhang Wei Chen Kexin Zhang Yuxuan Liang Bin Yang Jindong Wang Shirui Pan Qingsong Wen AI4TS 29 16 0 05 Feb 2024
Large Language Models for Time Series: A Survey Xiyuan Zhang Ranak Roy Chowdhury Rajesh K. Gupta Jingbo Shang AI4TS 85 55 0 02 Feb 2024
A Survey of Large Language Models in Medicine: Progress, Application, and Challenge Hongjian Zhou Fenglin Liu Boyang Gu Xinyu Zou Jinfa Huang ... Yefeng Zheng Lei A. Clifton Zheng Li Fenglin Liu David A. Clifton LM&MA 33 107 0 09 Nov 2023
Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook Ming Jin Qingsong Wen Yuxuan Liang Chaoli Zhang Siqiao Xue ... Shirui Pan Vincent S. Tseng Yu Zheng Lei Chen Hui Xiong AI4TS SyDa 35 117 0 16 Oct 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 40 12 0 10 Oct 2023
TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting Defu Cao Furong Jia Sercan Ö. Arik Tomas Pfister Yixiang Zheng Wen Ye Yan Liu AI4TS 35 123 0 08 Oct 2023
ETP: Learning Transferable ECG Representations via ECG-Text Pre-training Che Liu Zhongwei Wan Sibo Cheng Mi Zhang Rossella Arcucci 27 37 0 06 Sep 2023
Learning Multiscale Consistency for Self-supervised Electron Microscopy Instance Segmentation Yinda Chen Wei Huang Xiaoyu Liu Shiyu Deng Qi Chen Zhiwei Xiong 40 20 0 19 Aug 2023
TEST: Text Prototype Aligned Embedding to Activate LLM's Ability for Time Series Chenxi Sun Hongyan Li Yaliang Li linda Qiao AI4TS 37 112 0 16 Aug 2023
M-FLAG: Medical Vision-Language Pre-training with Frozen Language Models and Latent Space Geometry Optimization Che Liu Sibo Cheng Cheng Chen Mengyun Qiao Weitong Zhang Anand Shah Wenjia Bai Rossella Arcucci VLM 30 56 0 17 Jul 2023
Generative Text-Guided 3D Vision-Language Pretraining for Unified Medical Image Segmentation Yinda Chen Che Liu Wei Huang Sibo Cheng Rossella Arcucci Zhiwei Xiong VLM MedIm 24 48 0 07 Jun 2023
Med-UniC: Unifying Cross-Lingual Medical Vision-Language Pre-Training by Diminishing Bias Zhongwei Wan Che Liu Mi Zhang Jie Fu Benyou Wang Sibo Cheng Lei Ma César Quilodrán-Casas Rossella Arcucci 47 71 0 31 May 2023
Intra-Inter Subject Self-supervised Learning for Multivariate Cardiac Signals Xiang Lan Dianwen Ng linda Qiao Mengling Feng OOD 51 51 0 18 Sep 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 310 3,708 0 11 Feb 2021