Zixing Zhang

Most-cited papers

Exploring Deep Spectrum Representations via Attention-Based Recurrent and Convolutional Neural Networks for Speech Emotion Recognition
Zi-Ping Zhao, Zhongtian Bao, Yiqin Zhao, Zixing Zhang +3 more
2019IEEE Access114 citations Open access
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Combining a parallel 2D CNN with a self-attention Dilated Residual Network for CTC-based discrete speech emotion recognition
Zi-Ping Zhao, Qi-Fei Li, Zixing Zhang, Nicholas Cummins +3 more
2021Neural Networks108 citations Open access
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An Early Study on Intelligent Analysis of Speech under COVID-19: Severity, Sleep Quality, Fatigue, and Anxiety
Jing Han, Kun Qian, Meishu Song, Zijiang Yang +10 more
2020Interspeech102 citations Open access
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Artificial Intelligence Internet of Things for the Elderly: From Assisted Living to Health-Care Monitoring
Kun Qian, Zixing Zhang, Y. Yamamoto, B. Schuller
2021IEEE Signal Processing Magazine100 citations
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Automatic Assessment of Depression From Speech via a Hierarchical Attention Transfer Network and Attention Autoencoders
Zi-Ping Zhao, Zhongtian Bao, Zixing Zhang, Jun Deng +4 more
2020IEEE Journal on Selected Topics in Signal Processing94 citations Open access
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Attention-augmented End-to-end Multi-task Learning for Emotion Prediction from Speech
Zixing Zhang, Bingwen Wu, Björn Schuller
2019IEEE International Conference on Acoustics, Speech, and Signal Processing87 citations Open access
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Attention-Enhanced Connectionist Temporal Classification for Discrete Speech Emotion Recognition
Zi-Ping Zhao, Zhongtian Bao, Zixing Zhang, Nicholas Cummins +2 more
2019Interspeech71 citations
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Adversarial Training in Affective Computing and Sentiment Analysis: Recent Advances and Perspectives
Jing Han, Zixing Zhang, Nicholas Cummins, Björn Schuller
2018arXiv.org66 citations
Semantic Scholar
Deep Spectrum Feature Representations for Speech Emotion Recognition
Zi-Ping Zhao, Yiqin Zhao, Zhongtian Bao, Hai-Shuai Wang +2 more
2018Proceedings of the Joint Workshop of the 4th Workshop on Affective Social Multimedia Computing and first Multi-Modal Affective Computing of Large-Scale Multimedia Data59 citations
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Hierarchical Attention Transfer Networks for Depression Assessment from Speech
Zi-Ping Zhao, Zhongtian Bao, Zixing Zhang, Nicholas Cummins +2 more
2020IEEE International Conference on Acoustics, Speech, and Signal Processing58 citations
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EmoBed: Strengthening Monomodal Emotion Recognition via Training with Crossmodal Emotion Embeddings
Jing Han, Zixing Zhang, Zhao Ren, Björn Schuller
2019IEEE Transactions on Affective Computing57 citations Open access
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Refashioning Emotion Recognition Modeling: The Advent of Generalized Large Models
Zixing Zhang, Liyizhe Peng, Tao Pang, Jing Han +2 more
2023IEEE Transactions on Computational Social Systems49 citations Open access
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Snore-GANs: Improving Automatic Snore Sound Classification With Synthesized Data
Zixing Zhang, Jing Han, Kun Qian, C. Janott +2 more
2019IEEE journal of biomedical and health informatics48 citations Open access
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Implicit Fusion by Joint Audiovisual Training for Emotion Recognition in Mono Modality
Jing Han, Zixing Zhang, Zhao Ren, B. Schuller
2019IEEE International Conference on Acoustics, Speech, and Signal Processing46 citations
Semantic Scholar
Generating and Protecting Against Adversarial Attacks for Deep Speech-Based Emotion Recognition Models
Zhao Ren, Alice Baird, Jing Han, Zixing Zhang +1 more
2020IEEE International Conference on Acoustics, Speech, and Signal Processing40 citations
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Exploiting time-frequency patterns with LSTM-RNNs for low-bitrate audio restoration
Jun Deng, Björn Schuller, F. Eyben, Dagmar M. Schuller +3 more
2019Neural computing & applications (Print)40 citations
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Deep Learning for Mobile Mental Health: Challenges and recent advances
Jing Han, Zixing Zhang, C. Mascolo, Elisabeth André +3 more
2021IEEE Signal Processing Magazine37 citations Open access
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A Bag of Wavelet Features for Snore Sound Classification
Kun Qian, Maximilian Schmitt, C. Janott, Zixing Zhang +5 more
2019Annals of Biomedical Engineering37 citations Open access
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Self-attention transfer networks for speech emotion recognition
Zi-Ping Zhao, Zhongtian Bao, Zixing Zhang, Nicholas Cummins +4 more
2021Virtual Reality & Intelligent Hardware35 citations Open access
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Can Machine Learning Assist Locating the Excitation of Snore Sound? A Review
Kun Qian, C. Janott, Maximilian Schmitt, Zixing Zhang +4 more
2020IEEE journal of biomedical and health informatics31 citations Open access
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Exploring Zero-Shot Emotion Recognition in Speech Using Semantic-Embedding Prototypes
Xin-Zhou Xu, Jun Deng, Nicholas Cummins, Zixing Zhang +2 more
2022IEEE transactions on multimedia29 citations Open access
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Computer Audition for Fighting the SARS-CoV-2 Corona Crisis—Introducing the Multitask Speech Corpus for COVID-19
Kun Qian, Maximilian Schmitt, Huaiyuan Zheng, Tomoya Koike +11 more
2021IEEE Internet of Things Journal29 citations Open access
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Audiovisual Analysis for Recognising Frustration during Game-Play: Introducing the Multimodal Game Frustration Database
Meishu Song, Zijiang Yang, Alice Baird, Emilia Parada-Cabaleiro +3 more
2019Affective Computing and Intelligent Interaction28 citations
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Customising General Large Language Models for Specialised Emotion Recognition Tasks
Liyizhe Peng, Zixing Zhang, Tao Pang, Jing Han +3 more
2023arXiv.org26 citations
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Automatic Respiratory Sound Classification Via Multi-Branch Temporal Convolutional Network
Zi-Ping Zhao, Zhen Gong, Ming-Yue Niu, Jiali Ma +3 more
2022IEEE International Conference on Acoustics, Speech, and Signal Processing24 citations
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Robust Semisupervised Generative Adversarial Networks for Speech Emotion Recognition via Distribution Smoothness
Huan Zhao, Yufeng Xiao, Zixing Zhang
2020IEEE Access24 citations Open access
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Compact Convolutional Recurrent Neural Networks via Binarization for Speech Emotion Recognition
Huan Zhao, Yufeng Xiao, Jing Han, Zixing Zhang
2019IEEE International Conference on Acoustics, Speech, and Signal Processing24 citations
Semantic Scholar
Internet of emotional people: Towards continual affective computing cross cultures via audiovisual signals
Jing Han, Zixing Zhang, M. Pantic, Björn Schuller
2021Future generations computer systems22 citations Open access
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Exploring Perception Uncertainty for Emotion Recognition in Dyadic Conversation and Music Listening
Jing Han, Zixing Zhang, Zhao Ren, Björn Schuller
2020Cognitive Computation20 citations
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Adversarial Training in Affective Computing and Sentiment Analysis: Recent Advances and Perspectives [Review Article]
Jing Han, Zixing Zhang, Nicholas Cummins, Björn W. Schuller
2019IEEE Computational Intelligence Magazine19 citations Open access
Semantic Scholar
UniDE: A multi-level and low-resource framework for automatic dialogue evaluation via LLM-based data augmentation and multitask learning
Guanghui Ye, Huan Zhao, Zixing Zhang, Zhi-Hua Jiang
2025Information Processing & Management18 citations
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HAFFormer: A Hierarchical Attention-Free Framework for Alzheimer’s Disease Detection From Spontaneous Speech
Zhongren Dong, Zixing Zhang, Weixiang Xu, Jing Han +2 more
2024IEEE International Conference on Acoustics, Speech, and Signal Processing16 citations Open access
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Privacy-Enhanced Federated Learning Against Attribute Inference Attack for Speech Emotion Recognition
Huan Zhao, Haijiao Chen, Yufeng Xiao, Zixing Zhang
2023IEEE International Conference on Acoustics, Speech, and Signal Processing15 citations
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Rethinking Auditory Affective Descriptors Through Zero-Shot Emotion Recognition in Speech
Xin-Zhou Xu, Jun Deng, Zixing Zhang, Xi-Jian Fan +3 more
2022IEEE Transactions on Computational Social Systems15 citations Open access
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ParaLBench: A Large-Scale Benchmark for Computational Paralinguistics Over Acoustic Foundation Models
Zixing Zhang, Weixiang Xu, Zhongren Dong, Kanglin Wang +4 more
2024IEEE Transactions on Affective Computing14 citations Open access
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Enhanced Multimodal Emotion Recognition in Conversations via Contextual Filtering and Multi-Frequency Graph Propagation
Huan Zhao, Yingxue Gao, Haijiao Chen, Bo Li +2 more
2025IEEE International Conference on Acoustics, Speech, and Signal Processing12 citations
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Customising General Large Language Models for Specialised Emotion Recognition Tasks
Liyizhe Peng, Zixing Zhang, Tao Pang, Jing Han +3 more
2024IEEE International Conference on Acoustics, Speech, and Signal Processing12 citations Open access
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Autonomous Emotion Learning in Speech: A View of Zero-Shot Speech Emotion Recognition
Xin-Zhou Xu, Jun Deng, Nicholas Cummins, Zixing Zhang +2 more
2019Interspeech12 citations
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VCMNet: Weakly Supervised Learning for Automatic Infant Vocalisation Maturity Analysis
Najla Al Futaisi, Zixing Zhang, Alejandrina Cristia, Anne S. Warlaumont +1 more
2019International Conference on Multimodal Interaction11 citations Open access
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STAA-Net: A Sparse and Transferable Adversarial Attack for Speech Emotion Recognition
Yi Chang, Zhao Ren, Zixing Zhang, Xin Jing +5 more
2024IEEE Transactions on Affective Computing10 citations Open access
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Discriminative Feature Learning-Based Federated Lightweight Distillation Against Multiple Attacks
Haijiao Chen, Huan Zhao, Zixing Zhang, Keqin Li
2024IEEE Internet of Things Journal10 citations
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Automatic Detection of Major Depressive Disorder via a Bag-of-Behaviour-Words Approach
Kun Qian, Hiroyuki Kuromiya, Zhao Ren, Maximilian Schmitt +5 more
2019International Symposium on Image Computing and Digital Medicine10 citations Open access
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Modality Imbalance? Dynamic Multi-Modal Knowledge Distillation in Automatic Alzheimer's Disease Recognition
Zhongren Dong, Weixiang Xu, Xin-Zhou Xu, Zixing Zhang
2025IEEE journal of biomedical and health informatics9 citations
Semantic Scholar
MHSDB: A Comprehensive Benchmark for Multimodal Humor and Sarcasm Detection Leveraging Foundation Models
Zhongren Dong, Donghao Wang, Ci-Qiang Chen, Dong-Yan Huang +1 more
2025IEEE International Conference on Acoustics, Speech, and Signal Processing9 citations
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Adaptive Speech Emotion Representation Learning Based On Dynamic Graph
Yingxue Gao, Huan Zhao, Zixing Zhang
2024IEEE International Conference on Acoustics, Speech, and Signal Processing9 citations
Semantic Scholar
Esihgnn: Event-State Interactions Infused Heterogeneous Graph Neural Network for Conversational Emotion Recognition
Xupeng Zha, Huan Zhao, Zixing Zhang
2024IEEE International Conference on Acoustics, Speech, and Signal Processing9 citations Open access
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Open Vocabulary Emotion Prediction Based on Large Multimodal Models
Zixing Zhang, Zhongren Dong, Zhi-Qiang Gao, Shi-Hao Gao +4 more
2024MRAC@MM9 citations
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Empowering Mental Health Monitoring Using a Macro-Micro Personalization Framework for Multimodal-Multitask Learning: Descriptive Study
Meishu Song, Zijiang Yang, Andreas Triantafyllopoulos, Zixing Zhang +9 more
2024JMIR Mental Health8 citations Open access
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Semi-Supervised Cognitive State Classification from Speech with Multi-View Pseudo-Labeling
Yuan-Chao Li, Zixing Zhang, Jing Han, Peter Bell +1 more
2024IEEE International Conference on Acoustics, Speech, and Signal Processing8 citations Open access
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Intelligent Cardiac Auscultation for Murmur Detection via Parallel-Attentive Models with Uncertainty Estimation
Zixing Zhang, Tao Pang, Jing Han, Björn W. Schuller
2024IEEE International Conference on Acoustics, Speech, and Signal Processing8 citations Open access
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