Contrastive Learning of Subject-Invariant EEG Representations for Cross-Subject Emotion Recognition

20 September 2021

Papers citing "Contrastive Learning of Subject-Invariant EEG Representations for Cross-Subject Emotion Recognition"

33 / 33 papers shown

Title
PhysioSync: Temporal and Cross-Modal Contrastive Learning Inspired by Physiological Synchronization for EEG-Based Emotion Recognition Kai Cui J. Li Y. Liu Xuesong Zhang Zhenzhen Hu M. Wang 41 0 0 24 Apr 2025
An Iterative Bayesian Approach for System Identification based on Linear Gaussian Models Alexandros E. Tzikas Mykel J. Kochenderfer 32 0 0 28 Jan 2025
Dynamic-Attention-based EEG State Transition Modeling for Emotion Recognition Xinke Shen Runmin Gan Kaixuan Wang S. M. I. Simon X. Yang Qingzhu Zhang Quanying Liu Dan Zhang Sen Song 26 0 0 07 Nov 2024
LibEER: A Comprehensive Benchmark and Algorithm Library for EEG-based Emotion Recognition Huan Liu Shusen Yang Yuzhe Zhang Mengze Wang Fanyu Gong ... Guanjian Liu Dalin Zhang Yong-Jin Liu Bao-Liang Lu Dalin Zhang 23 0 0 13 Oct 2024
AM-MTEEG: Multi-task EEG classification based on impulsive associative memory Junyan Li Bin Hu Z. Guan 14 1 0 27 Sep 2024
Online Multi-level Contrastive Representation Distillation for Cross-Subject fNIRS Emotion Recognition Zhili Lai Chunmei Qing Junpeng Tan Wanxiang Luo Xiangmin Xu 18 1 0 24 Sep 2024
Contrastive Learning-based User Identification with Limited Data on Smart Textiles Yunkang Zhang Ziyu Wu Zhen Liang Fangting Xie Quan Wan Mingjie Zhao Xiaohui Cai 25 0 0 06 Sep 2024
DECAN: A Denoising Encoder via Contrastive Alignment Network for Dry Electrode EEG Emotion Recognition Meihong Zhang Shaokai Zhao Shuai Wang Zhiguo Luo Liang Xie Tiejun Liu Dezhong Yao Ye Yan Erwei Yin 11 0 0 06 Sep 2024
EEG-SCMM: Soft Contrastive Masked Modeling for Cross-Corpus EEG-Based Emotion Recognition Qile Liu Weishan Ye Yulu Liu Zhen Liang 41 0 0 17 Aug 2024
A Contrastive Learning Based Convolutional Neural Network for ERP Brain-Computer Interfaces Yuntian Cui Xinke Shen Dan Zhang Chen Yang 21 0 0 02 Jul 2024
EmT: A Novel Transformer for Generalized Cross-subject EEG Emotion Recognition Yi Ding Chengxuan Tong Shuailei Zhang Muyun Jiang Yong Li Kevin Lim Jun Liang Cuntai Guan 18 4 0 26 Jun 2024
Multi-modal Mood Reader: Pre-trained Model Empowers Cross-Subject Emotion Recognition Yihang Dong Xuhang Chen Yanyan Shen Michael Kwok-Po Ng Tao Qian Shuqiang Wang 19 6 0 28 May 2024
Self-supervised Gait-based Emotion Representation Learning from Selective Strongly Augmented Skeleton Sequences Cheng Song Lu Lu Zhen Ke Long Gao Shuai Ding SLR CVBM 32 0 0 08 May 2024
Joint Contrastive Learning with Feature Alignment for Cross-Corpus EEG-based Emotion Recognition Qile Liu Zhihao Zhou Jiyuan Wang Zhen Liang 30 1 0 15 Apr 2024
Contrastive Learning of Shared Spatiotemporal EEG Representations Across Individuals for Naturalistic Neuroscience Xinke Shen Lingyi Tao Xuyang Chen Sen Song Quanying Liu Dan Zhang 22 1 0 22 Feb 2024
EEG2Rep: Enhancing Self-supervised EEG Representation Through Informative Masked Inputs Navid Mohammadi Foumani G. Mackellar Soheila Ghane Saad Irtza Nam Nguyen Mahsa Salehi 12 14 0 17 Feb 2024
Self-supervised Learning for Electroencephalogram: A Systematic Survey Weining Weng Yang Gu Shuai Guo Yuan Ma Zhaohua Yang Yuchen Liu Yiqiang Chen 25 12 0 09 Jan 2024
CSLP-AE: A Contrastive Split-Latent Permutation Autoencoder Framework for Zero-Shot Electroencephalography Signal Conversion Anders Vestergaard Norskov Alexander Neergaard Zahid Morten Morup 30 2 0 13 Nov 2023
Semi-Supervised End-To-End Contrastive Learning For Time Series Classification Hui Cai Xiang Zhang Xiaofeng Liu AI4TS 28 0 0 13 Oct 2023
Affective Game Computing: A Survey Georgios N. Yannakakis Dávid Melhárt 16 14 0 25 Sep 2023
A Knowledge-Driven Cross-view Contrastive Learning for EEG Representation Weining Weng Yang Gu Qihui Zhang Yingying Huang Chunyan Miao Yiqiang Chen 16 5 0 21 Sep 2023
Functional Graph Contrastive Learning of Hyperscanning EEG Reveals Emotional Contagion Evoked by Stereotype-Based Stressors Jingyun Huang Rachel C. Amey Mengting Liu Chad E. Forbes 14 1 0 22 Aug 2023
Semi-Supervised Dual-Stream Self-Attentive Adversarial Graph Contrastive Learning for Cross-Subject EEG-based Emotion Recognition Weishan Ye Zhiguo Zhang Min Zhang Fei Teng Li Zhang Linling Li G. Huang Jianhong Wang Dong Ni Zhen Liang 19 6 0 13 Aug 2023
Efficient Labelling of Affective Video Datasets via Few-Shot & Multi-Task Contrastive Learning R. Parameshwara Ibrahim Radwan Akshay Asthana Iman Abbasnejad Ramanathan Subramanian Roland Goecke CVBM 43 5 0 04 Aug 2023
Temporal Aware Mixed Attention-based Convolution and Transformer Network (MACTN) for EEG Emotion Recognition Xiaopeng Si Dong Huang Yulin Sun Dong Ming 11 5 0 18 May 2023
Contrastive Learning for Sleep Staging based on Inter Subject Correlation Tongxu Zhang Bei Wang 14 0 0 05 May 2023
MassNet: A Deep Learning Approach for Body Weight Extraction from A Single Pressure Image Ziyu Wu Quan Wan Mingjie Zhao Yi Ke Yiran Fang Zhen Liang Fangting Xie Jingyuan Cheng 3DH 11 6 0 17 Mar 2023
Semantic-aware Contrastive Learning for Electroencephalography-to-Text Generation with Curriculum Learning Xiachong Feng Xiaocheng Feng Bing Qin 14 4 0 23 Jan 2023
Domain Adaptation and Generalization on Functional Medical Images: A Systematic Survey G. Sarafraz Armin Behnamnia Mehran Hosseinzadeh Ali Balapour Amin Meghrazi Hamid R. Rabiee OOD AI4CE 22 7 0 04 Dec 2022
Multi-view Multi-label Fine-grained Emotion Decoding from Human Brain Activity Kaicheng Fu Changde Du Shengpei Wang Huiguang He 9 5 0 26 Oct 2022
Weight-based Channel-model Matrix Framework provides a reasonable solution for EEG-based cross-dataset emotion recognition Huayu Chen Huanhuan He Jing Zhu Shuting Sun Jianxiu Li Xuexiao Shao Junxiang Li Xiaowei Li Bin Hu CVBM 11 0 0 13 Sep 2022
Supervised Contrastive Learning for Affect Modelling Kosmas Pinitas Konstantinos Makantasis Antonios Liapis Georgios N. Yannakakis 17 9 0 25 Aug 2022
Self-supervised Group Meiosis Contrastive Learning for EEG-Based Emotion Recognition Haoning Kan Jiale Yu Jiajin Huang Zihe Liu Haiyan Zhou 6 27 0 12 Jul 2022