Zixing Zhang

ORCID

Publication Activity (10 Years)

Years Active: 2011-2024
Publications (10 Years): 99

Top Venues

Technical University Munich (PHD)

Education History

Technical University Munich

PHD

Publications

Guanghui Ye, Huan Zhao, Zixing Zhang, Xupeng Zha, Zhihua Jiang
LSTDial: Enhancing Dialogue Generation via Long- and Short-Term Measurement Feedback. NAACL-HLT (2024)
Xupeng Zha, Huan Zhao, Zixing Zhang
Esihgnn: Event-State Interactions Infused Heterogeneous Graph Neural Network for Conversational Emotion Recognition. ICASSP (2024)
Zhongren Dong, Zixing Zhang, Weixiang Xu, Jing Han, Jianjun Ou, Björn W. Schuller
HAFFormer: A Hierarchical Attention-Free Framework for Alzheimer's Disease Detection From Spontaneous Speech. CoRR (2024)
Zixing Zhang, Tao Pang, Jing Han, Björn W. Schuller
Intelligent Cardiac Auscultation for Murmur Detection via Parallel-Attentive Models with Uncertainty Estimation. ICASSP (2024)
Haijiao Chen, Huan Zhao, Zixing Zhang, Keqin Li
Discriminative Feature Learning-Based Federated Lightweight Distillation Against Multiple Attacks. IEEE Internet Things J. 11 (10) (2024)
Yingxue Gao, Huan Zhao, Zixing Zhang
Adaptive Speech Emotion Representation Learning Based On Dynamic Graph. ICASSP (2024)
Zixing Zhang, Tao Pang, Jing Han, Björn W. Schuller
Intelligent Cardiac Auscultation for Murmur Detection via Parallel-Attentive Models with Uncertainty Estimation. CoRR (2024)
Xupeng Zha, Huan Zhao, Zixing Zhang
ESIHGNN: Event-State Interactions Infused Heterogeneous Graph Neural Network for Conversational Emotion Recognition. CoRR (2024)
Huan Zhao, Xupeng Zha, Zixing Zhang
EmoTransKG: An Innovative Emotion Knowledge Graph to Reveal Emotion Transformation. ACL (Findings) (2024)
Zhongren Dong, Zixing Zhang, Weixiang Xu, Jing Han, Jianjun Ou, Björn W. Schuller
HAFFormer: A Hierarchical Attention-Free Framework for Alzheimer's Disease Detection From Spontaneous Speech. ICASSP (2024)
Yi Chang, Zhao Ren, Zixing Zhang, Xin Jing, Kun Qian, Xi Shao, Bin Hu, Tanja Schultz, Björn W. Schuller
STAA-Net: A Sparse and Transferable Adversarial Attack for Speech Emotion Recognition. CoRR (2024)
Yingxue Gao, Huan Zhao, Zixing Zhang
Adaptive Speech Emotion Representation Learning Based On Dynamic Graph. CoRR (2024)
Liyizhe Peng, Zixing Zhang, Tao Pang, Jing Han, Huan Zhao, Hao Chen, Björn W. Schuller
Customising General Large Language Models for Specialised Emotion Recognition Tasks. ICASSP (2024)
Song Wang, Huan Zhao, Zixing Zhang, Keqin Li
Individual mapping and asymmetric dual supervision for discrete cross-modal hashing. Expert Syst. Appl. 247 (2024)
Liyizhe Peng, Zixing Zhang, Tao Pang, Jing Han, Huan Zhao, Hao Chen, Björn W. Schuller
Customising General Large Language Models for Specialised Emotion Recognition Tasks. CoRR (2023)
Huan Zhao, Yujiang Wang, Tingting Li, Song Wang, Lixuan Li, Xupeng Zha, Zixing Zhang
Frequency Domain Feature Learning with Wavelet Transform for Image Translation. PRICAI (3) (2023)
Huan Zhao, Bo Li, Zixing Zhang
Speaker-aware Cross-modal Fusion Architecture for Conversational Emotion Recognition. INTERSPEECH (2023)
Huan Zhao, Haijiao Chen, Yufeng Xiao, Zixing Zhang
Privacy-Enhanced Federated Learning Against Attribute Inference Attack for Speech Emotion Recognition. ICASSP (2023)
Xinzhou Xu, Jun Deng, Zixing Zhang, Zhen Yang, Björn W. Schuller
Zero-Shot Speech Emotion Recognition Using Generative Learning with Reconstructed Prototypes. ICASSP (2023)
Bo Li, Huan Zhao, Zixing Zhang
Diversifying Emotional Dialogue Generation via Selective Adversarial Training. Sensors 23 (13) (2023)
Zixing Zhang, Liyizhe Peng, Tao Pang, Jing Han, Huan Zhao, Björn W. Schuller
Refashioning Emotion Recognition Modelling: The Advent of Generalised Large Models. CoRR (2023)
Huan Zhao, Lixuan Li, Xupeng Zha, Yujiang Wang, Zhaoxin Xie, Zixing Zhang
ACG-EmoCluster: A Novel Framework to Capture Spatial and Temporal Information from Emotional Speech Enhanced by DeepCluster. Sensors 23 (10) (2023)
Yingxue Gao, Huan Zhao, Yufeng Xiao, Zixing Zhang
GCFormer: A Graph Convolutional Transformer for Speech Emotion Recognition. ICMI (2023)
Xinzhou Xu, Jun Deng, Zixing Zhang, Xijian Fan, Li Zhao, Laurence Devillers, Björn W. Schuller
Rethinking Auditory Affective Descriptors Through Zero-Shot Emotion Recognition in Speech. IEEE Trans. Comput. Soc. Syst. 9 (5) (2022)
Xinzhou Xu, Jun Deng, Nicholas Cummins, Zixing Zhang, Li Zhao, Björn W. Schuller
Exploring Zero-Shot Emotion Recognition in Speech Using Semantic-Embedding Prototypes. IEEE Trans. Multim. 24 (2022)
Ziping Zhao, Zhen Gong, Mingyue Niu, Jiali Ma, Haishuai Wang, Zixing Zhang, Ya Li
Automatic Respiratory Sound Classification Via Multi-Branch Temporal Convolutional Network. ICASSP (2022)
Meishu Song, Zijiang Yang, Andreas Triantafyllopoulos, Xin Jing, Vincent Karas, Xie Jiangjian, Zixing Zhang, Yoshiharu Yamamoto, Björn W. Schuller
Dynamic Restrained Uncertainty Weighting Loss for Multitask Learning of Vocal Expression. CoRR (2022)
Huan Zhao, Yiqing Wang, Bo Li, Song Wang, Zixing Zhang, Xupeng Zha
Deliberation Selector for Knowledge-Grounded Conversation Generation. PRICAI (3) (2022)
Kun Qian, Maximilian Schmitt, Huaiyuan Zheng, Tomoya Koike, Jing Han, Juan Liu, Wei Ji, Junjun Duan, Meishu Song, Zijiang Yang, Zhao Ren, Shuo Liu, Zixing Zhang, Yoshiharu Yamamoto, Björn W. Schuller
Computer Audition for Fighting the SARS-CoV-2 Corona Crisis - Introducing the Multitask Speech Corpus for COVID-19. IEEE Internet Things J. 8 (21) (2021)
Ziping Zhao, Qifei Li, Zixing Zhang, Nicholas Cummins, Haishuai Wang, Jianhua Tao, Björn W. Schuller
Combining a parallel 2D CNN with a self-attention Dilated Residual Network for CTC-based discrete speech emotion recognition. Neural Networks 141 (2021)
Jing Han, Zixing Zhang, Cecilia Mascolo, Elisabeth André, Jianhua Tao, Ziping Zhao, Björn W. Schuller
Deep Learning for Mobile Mental Health: Challenges and recent advances. IEEE Signal Process. Mag. 38 (6) (2021)
Kun Qian, Zixing Zhang, Yoshiharu Yamamoto, Björn W. Schuller
Artificial Intelligence Internet of Things for the Elderly: From Assisted Living to Health-Care Monitoring. IEEE Signal Process. Mag. 38 (4) (2021)
Jing Han, Zixing Zhang, Maja Pantic, Björn W. Schuller
Internet of emotional people: Towards continual affective computing cross cultures via audiovisual signals. Future Gener. Comput. Syst. 114 (2021)
Zixing Zhang, Ding Liu, Jing Han, Kun Qian, Björn W. Schuller
Learning audio sequence representations for acoustic event classification. Expert Syst. Appl. 178 (2021)
Jing Han, Zixing Zhang, Zhao Ren, Björn W. Schuller
Exploring Perception Uncertainty for Emotion Recognition in Dyadic Conversation and Music Listening. Cogn. Comput. 13 (2) (2021)
Jing Han, Zixing Zhang, Zhao Ren, Björn W. Schuller
EmoBed: Strengthening Monomodal Emotion Recognition via Training with Crossmodal Emotion Embeddings. IEEE Trans. Affect. Comput. 12 (3) (2021)
Kun Qian, Christoph Janott, Maximilian Schmitt, Zixing Zhang, Clemens Heiser, Werner Hemmert, Yoshiharu Yamamoto, Björn W. Schuller
Can Machine Learning Assist Locating the Excitation of Snore Sound? A Review. IEEE J. Biomed. Health Informatics 25 (4) (2021)
Ziping Zhao, Zhongtian Bao, Zixing Zhang, Nicholas Cummins, Shihuang Sun, Haishuai Wang, Jianhua Tao, Björn W. Schuller
Self-attention transfer networks for speech emotion recognition. Virtual Real. Intell. Hardw. 3 (1) (2021)
Xinzhou Xu, Jun Deng, Zixing Zhang, Chen Wu, Björn W. Schuller
Identifying surgical-mask speech using deep neural networks on low-level aggregation. SAC (2021)
Jing Han, Kun Qian, Meishu Song, Zijiang Yang, Zhao Ren, Shuo Liu, Juan Liu, Huaiyuan Zheng, Wei Ji, Tomoya Koike, Xiao Li, Zixing Zhang, Yoshiharu Yamamoto, Björn W. Schuller
An Early Study on Intelligent Analysis of Speech Under COVID-19: Severity, Sleep Quality, Fatigue, and Anxiety. INTERSPEECH (2020)
Zixing Zhang, Jing Han, Kun Qian, Christoph Janott, Yanan Guo, Björn W. Schuller
Snore-GANs: Improving Automatic Snore Sound Classification With Synthesized Data. IEEE J. Biomed. Health Informatics 24 (1) (2020)
Jun Deng, Björn W. Schuller, Florian Eyben, Dagmar Schuller, Zixing Zhang, Holly Francois, Eunmi Oh
Exploiting time-frequency patterns with LSTM-RNNs for low-bitrate audio restoration. Neural Comput. Appl. 32 (4) (2020)
Huan Zhao, Yufeng Xiao, Zixing Zhang
Robust Semisupervised Generative Adversarial Networks for Speech Emotion Recognition via Distribution Smoothness. IEEE Access 8 (2020)
Zhao Ren, Alice Baird, Jing Han, Zixing Zhang, Björn W. Schuller
Generating and Protecting Against Adversarial Attacks for Deep Speech-Based Emotion Recognition Models. ICASSP (2020)
Ziping Zhao, Zhongtian Bao, Zixing Zhang, Nicholas Cummins, Haishuai Wang, Björn W. Schuller
Hierarchical Attention Transfer Networks for Depression Assessment from Speech. ICASSP (2020)
Jing Han, Kun Qian, Meishu Song, Zijiang Yang, Zhao Ren, Shuo Liu, Juan Liu, Huaiyuan Zheng, Wei Ji, Tomoya Koike, Xiao Li, Zixing Zhang, Yoshiharu Yamamoto, Björn W. Schuller
An Early Study on Intelligent Analysis of Speech under COVID-19: Severity, Sleep Quality, Fatigue, and Anxiety. CoRR (2020)
Zixing Zhang, Dimitris N. Metaxas, Hung-yi Lee, Björn W. Schuller
Guest Editorial Special Issue on Adversarial Learning in Computational Intelligence. IEEE Trans. Emerg. Top. Comput. Intell. 4 (4) (2020)
Ziping Zhao, Zhongtian Bao, Zixing Zhang, Jun Deng, Nicholas Cummins, Haishuai Wang, Jianhua Tao, Björn W. Schuller
Automatic Assessment of Depression From Speech via a Hierarchical Attention Transfer Network and Attention Autoencoders. IEEE J. Sel. Top. Signal Process. 14 (2) (2020)
Jing Han, Zixing Zhang, Zhao Ren, Björn W. Schuller
Implicit Fusion by Joint Audiovisual Training for Emotion Recognition in Mono Modality. ICASSP (2019)
Ziping Zhao, Zhongtian Bao, Zixing Zhang, Nicholas Cummins, Haishuai Wang, Björn W. Schuller
Attention-Enhanced Connectionist Temporal Classification for Discrete Speech Emotion Recognition. INTERSPEECH (2019)
Huan Zhao, Yufeng Xiao, Jing Han, Zixing Zhang
Compact Convolutional Recurrent Neural Networks via Binarization for Speech Emotion Recognition. ICASSP (2019)
Jing Han, Zixing Zhang, Björn W. Schuller
Adversarial Training in Affective Computing and Sentiment Analysis: Recent Advances and Perspectives [Review Article]. IEEE Comput. Intell. Mag. 14 (2) (2019)
Ziping Zhao, Zhongtian Bao, Yiqin Zhao, Zixing Zhang, Nicholas Cummins, Zhao Ren, Björn W. Schuller
Exploring Deep Spectrum Representations via Attention-Based Recurrent and Convolutional Neural Networks for Speech Emotion Recognition. IEEE Access 7 (2019)
Najla Al Futaisi, Zixing Zhang, Alejandrina Cristià, Anne S. Warlaumont, Björn W. Schuller
VCMNet: Weakly Supervised Learning for Automatic Infant Vocalisation Maturity Analysis. ICMI (2019)
Zixing Zhang, Jing Han, Kun Qian, Christoph Janott, Yanan Guo, Björn W. Schuller
Snore-GANs: Improving Automatic Snore Sound Classification with Synthesized Data. CoRR (2019)
Meishu Song, Zijiang Yang, Alice Baird, Emilia Parada-Cabaleiro, Zixing Zhang, Ziping Zhao, Björn W. Schuller
Audiovisual Analysis for Recognising Frustration during Game-Play: Introducing the Multimodal Game Frustration Database. ACII (2019)
Kun Qian, Hiroyuki Kuromiya, Zhao Ren, Maximilian Schmitt, Zixing Zhang, Toru Nakamura, Kazuhiro Yoshiuchi, Björn W. Schuller, Yoshiharu Yamamoto
Automatic Detection of Major Depressive Disorder via a Bag-of-Behaviour-Words Approach. ISICDM (2019)
Kun Qian, Hiroyuki Kuromiya, Zixing Zhang, Jinhyuk Kim, Toru Nakamura, Kazuhiro Yoshiuchi, Björn W. Schuller, Yoshiharu Yamamoto
Teaching Machines to Know Your Depressive State: On Physical Activity in Health and Major Depressive Disorder. EMBC (2019)
Zixing Zhang, Bingwen Wu, Björn W. Schuller
Attention-augmented End-to-end Multi-task Learning for Emotion Prediction from Speech. ICASSP (2019)
Zixing Zhang, Jing Han, Eduardo Coutinho, Björn W. Schuller
Dynamic Difficulty Awareness Training for Continuous Emotion Prediction. IEEE Trans. Multim. 21 (5) (2019)
Jing Han, Zixing Zhang, Zhao Ren, Björn W. Schuller
EmoBed: Strengthening Monomodal Emotion Recognition via Training with Crossmodal Emotion Embeddings. CoRR (2019)
Zixing Zhang, Bingwen Wu, Björn W. Schuller
Attention-Augmented End-to-End Multi-Task Learning for Emotion Prediction from Speech. CoRR (2019)
Xinzhou Xu, Jun Deng, Nicholas Cummins, Zixing Zhang, Li Zhao, Björn W. Schuller
Autonomous Emotion Learning in Speech: A View of Zero-Shot Speech Emotion Recognition. INTERSPEECH (2019)
Zhao Ren, Kun Qian, Yebin Wang, Zixing Zhang, Vedhas Pandit, Alice Baird, Björn W. Schuller
Deep Scalogram Representations for Acoustic Scene Classification. IEEE CAA J. Autom. Sinica 5 (3) (2018)
Zixing Zhang, Alejandrina Cristià, Anne S. Warlaumont, Björn W. Schuller
Automated Classification of Children's Linguistic versus Non-Linguistic Vocalisations. INTERSPEECH (2018)
Jing Han, Zixing Zhang, Nicholas Cummins, Björn W. Schuller
Adversarial Training in Affective Computing and Sentiment Analysis: Recent Advances and Perspectives. CoRR (2018)
Ziping Zhao, Yu Zheng, Zixing Zhang, Haishuai Wang, Yiqin Zhao, Chao Li
Exploring Spatio-Temporal Representations by Integrating Attention-based Bidirectional-LSTM-RNNs and FCNs for Speech Emotion Recognition. INTERSPEECH (2018)
Jing Han, Zixing Zhang, Maximilian Schmitt, Zhao Ren, Fabien Ringeval, Björn W. Schuller
Bags in Bag: Generating Context-Aware Bags for Tracking Emotions from Speech. INTERSPEECH (2018)
Zixing Zhang, Jing Han, Kun Qian, Björn W. Schuller
Evolving Learning for Analysing Mood-Related Infant Vocalisation. INTERSPEECH (2018)
Christoph Janott, Maximilian Schmitt, Yue Zhang, Kun Qian, Vedhas Pandit, Zixing Zhang, Clemens Heiser, Winfried Hohenhorst, Michael Herzog, Werner Hemmert, Björn W. Schuller
Snoring classified: The Munich-Passau Snore Sound Corpus. Comput. Biol. Medicine 94 (2018)
Jing Han, Zixing Zhang, Zhao Ren, Fabien Ringeval, Björn W. Schuller
Towards Conditional Adversarial Training for Predicting Emotions from Speech. ICASSP (2018)
Jun Deng, Xinzhou Xu, Zixing Zhang, Sascha Frühholz, Björn W. Schuller
Semisupervised Autoencoders for Speech Emotion Recognition. IEEE ACM Trans. Audio Speech Lang. Process. 26 (1) (2018)
Yanan Guo, Jing Han, Zixing Zhang, Björn W. Schuller, Yide Ma
Exploring A New Method for Food Likability Rating Based on DT-CWT Theory. ICMI (2018)
Zixing Zhang, Jing Han, Jun Deng, Xinzhou Xu, Fabien Ringeval, Björn W. Schuller
Leveraging Unlabeled Data for Emotion Recognition With Enhanced Collaborative Semi-Supervised Learning. IEEE Access 6 (2018)
Zixing Zhang, Jürgen T. Geiger, Jouni Pohjalainen, Amr El-Desoky Mousa, Wenyu Jin, Björn W. Schuller
Deep Learning for Environmentally Robust Speech Recognition: An Overview of Recent Developments. ACM Trans. Intell. Syst. Technol. 9 (5) (2018)
Zixing Zhang, Jing Han, Eduardo Coutinho, Björn W. Schuller
Dynamic Difficulty Awareness Training for Continuous Emotion Prediction. CoRR (2018)
Xinzhou Xu, Jun Deng, Nicholas Cummins, Zixing Zhang, Chen Wu, Li Zhao, Björn W. Schuller
A Two-Dimensional Framework of Multiple Kernel Subspace Learning for Recognizing Emotion in Speech. IEEE ACM Trans. Audio Speech Lang. Process. 25 (7) (2017)
Zixing Zhang, Ding Liu, Jing Han, Björn W. Schuller
Learning Audio Sequence Representations for Acoustic Event Classification. CoRR (2017)
Zhao Ren, Vedhas Pandit, Kun Qian, Zijiang Yang, Zixing Zhang, Björn W. Schuller
Deep Sequential Image Features on Acoustic Scene Classification. DCASE (2017)
Simone Hantke, Zixing Zhang, Björn W. Schuller
Towards Intelligent Crowdsourcing for Audio Data Annotation: Integrating Active Learning in the Real World. INTERSPEECH (2017)
Jing Han, Zixing Zhang, Fabien Ringeval, Björn W. Schuller
Prediction-based learning for continuous emotion recognition in speech. ICASSP (2017)
Kun Qian, Christoph Janott, Vedhas Pandit, Zixing Zhang, Clemens Heiser, Winfried Hohenhorst, Michael Herzog, Werner Hemmert, Björn W. Schuller
Classification of the Excitation Location of Snore Sounds in the Upper Airway by Acoustic Multifeature Analysis. IEEE Trans. Biomed. Eng. 64 (8) (2017)
Jing Han, Zixing Zhang, Maximilian Schmitt, Maja Pantic, Björn W. Schuller
From Hard to Soft: Towards more Human-like Emotion Recognition by Modelling the Perception Uncertainty. ACM Multimedia (2017)
Zixing Zhang, Jürgen T. Geiger, Jouni Pohjalainen, Amr El-Desoky Mousa, Björn W. Schuller
Deep Learning for Environmentally Robust Speech Recognition: An Overview of Recent Developments. CoRR (2017)
Jun Deng, Sascha Frühholz, Zixing Zhang, Björn W. Schuller
Recognizing Emotions From Whispered Speech Based on Acoustic Feature Transfer Learning. IEEE Access 5 (2017)
Jing Han, Zixing Zhang, Fabien Ringeval, Björn W. Schuller
Reconstruction-error-based learning for continuous emotion recognition in speech. ICASSP (2017)
Zixing Zhang, Nicholas Cummins, Björn W. Schuller
Advanced Data Exploitation in Speech Analysis: An overview. IEEE Signal Process. Mag. 34 (4) (2017)
Jun Deng, Xinzhou Xu, Zixing Zhang, Sascha Frühholz, Björn W. Schuller
Universum Autoencoder-Based Domain Adaptation for Speech Emotion Recognition. IEEE Signal Process. Lett. 24 (4) (2017)
Zixing Zhang, Felix Weninger, Martin Wöllmer, Jing Han, Björn W. Schuller
Towards intoxicated speech recognition. IJCNN (2017)
Kun Qian, Zhao Ren, Vedhas Pandit, Zijiang Yang, Zixing Zhang, Björn W. Schuller
Wavelets Revisited for the Classification of Acoustic Scenes. DCASE (2017)
Jing Han, Zixing Zhang, Nicholas Cummins, Fabien Ringeval, Björn W. Schuller
Strength modelling for real-worldautomatic continuous affect recognition from audiovisual signals. Image Vis. Comput. 65 (2017)
Jouni Pohjalainen, Fabien Ringeval, Zixing Zhang, Björn W. Schuller
Spectral and Cepstral Audio Noise Reduction Techniques in Speech Emotion Recognition. ACM Multimedia (2016)
Kun Qian, Christoph Janott, Zixing Zhang, Clemens Heiser, Björn W. Schuller
Wavelet features for classification of vote snore sounds. ICASSP (2016)
Zixing Zhang, Fabien Ringeval, Bin Dong, Eduardo Coutinho, Erik Marchi, Björn W. Schuller
Enhanced semi-supervised learning for multimodal emotion recognition. ICASSP (2016)
Zixing Zhang, Fabien Ringeval, Jing Han, Jun Deng, Erik Marchi, Björn W. Schuller
Facing Realism in Spontaneous Emotion Recognition from Speech: Feature Enhancement by Autoencoder with LSTM Neural Networks. INTERSPEECH (2016)
Xinzhou Xu, Jun Deng, Maryna Gavryukova, Zixing Zhang, Li Zhao, Björn W. Schuller
Multiscale kernel locally penalised discriminant analysis exemplified by emotion recognition in speech. ICMI (2016)
Jun Deng, Xinzhou Xu, Zixing Zhang, Sascha Frühholz, Didier Grandjean, Björn W. Schuller
Fisher Kernels on Phase-Based Features for Speech Emotion Recognition. IWSDS (2016)
Jun Deng, Nicholas Cummins, Jing Han, Xinzhou Xu, Zhao Ren, Vedhas Pandit, Zixing Zhang, Björn W. Schuller
The University of Passau Open Emotion Recognition System for the Multimodal Emotion Challenge. CCPR (2) (2016)
Jun Deng, Xinzhou Xu, Zixing Zhang, Sascha Frühholz, Björn W. Schuller
Exploitation of Phase-Based Features for Whispered Speech Emotion Recognition. IEEE Access 4 (2016)
Yue Zhang, Eduardo Coutinho, Zixing Zhang, Caijiao Quan, Björn W. Schuller
Dynamic Active Learning Based on Agreement and Applied to Emotion Recognition in Spoken Interactions. ICMI (2015)

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Publication Activity (10 Years)

Top Topics

Top Venues

Zixing Zhang