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ORCIDZixing Zhang 0001
Person information
- affiliation: Hunan University, College of Computer Science and Electronic Engineering, Changsha, China
- affiliation (2017 - 2019): Imperial College London, Department of Computing, UK
- affiliation (2015 - 2017): University of Passau, Faculty of Computer Science and Mathematics, Germany
- affiliation (PhD 2015): TU Munich, Institute for Human-Machine Communication, Germany
Other persons with the same name
- Zixing Zhang 0002 — Beijing University of Posts and Telecommunications, Key Laboratory of Intelligent Telecommunications software and Multimedia, China
- Zixing Zhang 0003 — East China Normal University, Department of Computer Science and Technology, Shanghai, China
- Zixing Zhang 0004 — Fordham University, Department of Computer and Information Science, New York, NY, USA
- Zixing Zhang 0005 — Huawei Technologies Research & Development (UK) Ltd
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2020 – today
- 2024
[j41]Song Wang
, Huan Zhao, Zixing Zhang, Keqin Li:
Individual mapping and asymmetric dual supervision for discrete cross-modal hashing. Expert Syst. Appl. 247: 123333 (2024)- [j40]Haijiao Chen, Huan Zhao, Zixing Zhang, Keqin Li:
Discriminative Feature Learning-Based Federated Lightweight Distillation Against Multiple Attacks. IEEE Internet Things J. 11(10): 17663-17677 (2024) - [c64]Huan Zhao, Xupeng Zha, Zixing Zhang:
EmoTransKG: An Innovative Emotion Knowledge Graph to Reveal Emotion Transformation. ACL (Findings) 2024: 12098-12110 - [c63]Zixing Zhang, Tao Pang, Jing Han, Björn W. Schuller:
Intelligent Cardiac Auscultation for Murmur Detection via Parallel-Attentive Models with Uncertainty Estimation. ICASSP 2024: 861-865 - [c62]Yingxue Gao, Huan Zhao, Zixing Zhang:
Adaptive Speech Emotion Representation Learning Based On Dynamic Graph. ICASSP 2024: 1116-11120 - [c61]Xupeng Zha, Huan Zhao, Zixing Zhang:
Esihgnn: Event-State Interactions Infused Heterogeneous Graph Neural Network for Conversational Emotion Recognition. ICASSP 2024: 11136-11140 - [c60]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: 11246-11250 - [c59]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: 11326-11330 - [c58]Guanghui Ye, Huan Zhao, Zixing Zhang, Xupeng Zha, Zhihua Jiang:
LSTDial: Enhancing Dialogue Generation via Long- and Short-Term Measurement Feedback. NAACL-HLT 2024: 5857-5871 - [i16]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 abs/2402.01227 (2024) - [i15]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 abs/2405.03952 (2024) - [i14]Zixing Zhang, Tao Pang, Jing Han, Björn W. Schuller:
Intelligent Cardiac Auscultation for Murmur Detection via Parallel-Attentive Models with Uncertainty Estimation. CoRR abs/2405.03953 (2024) - [i13]Yingxue Gao, Huan Zhao, Zixing Zhang:
Adaptive Speech Emotion Representation Learning Based On Dynamic Graph. CoRR abs/2405.03956 (2024) - [i12]Xupeng Zha, Huan Zhao, Zixing Zhang:
ESIHGNN: Event-State Interactions Infused Heterogeneous Graph Neural Network for Conversational Emotion Recognition. CoRR abs/2405.03960 (2024) - 2023
- [j39]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): 4777 (2023) - [j38]Bo Li, Huan Zhao, Zixing Zhang:
Diversifying Emotional Dialogue Generation via Selective Adversarial Training. Sensors 23(13): 5904 (2023) - [c57]Xinzhou Xu, Jun Deng, Zixing Zhang, Zhen Yang, Björn W. Schuller:
Zero-Shot Speech Emotion Recognition Using Generative Learning with Reconstructed Prototypes. ICASSP 2023: 1-5 - [c56]Huan Zhao, Haijiao Chen, Yufeng Xiao, Zixing Zhang:
Privacy-Enhanced Federated Learning Against Attribute Inference Attack for Speech Emotion Recognition. ICASSP 2023: 1-5 - [c55]Yingxue Gao, Huan Zhao, Yufeng Xiao, Zixing Zhang:
GCFormer: A Graph Convolutional Transformer for Speech Emotion Recognition. ICMI 2023: 307-313 - [c54]Huan Zhao, Bo Li, Zixing Zhang:
Speaker-aware Cross-modal Fusion Architecture for Conversational Emotion Recognition. INTERSPEECH 2023: 2718-2722 - [c53]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: 345-357 - [i11]Zixing Zhang, Liyizhe Peng, Tao Pang, Jing Han, Huan Zhao, Björn W. Schuller:
Refashioning Emotion Recognition Modelling: The Advent of Generalised Large Models. CoRR abs/2308.11578 (2023) - [i10]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 abs/2310.14225 (2023) - 2022
- [j37]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): 1530-1541 (2022) - [j36]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: 2752-2765 (2022) - [c52]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: 9102-9106 - [c51]Huan Zhao, Yiqing Wang, Bo Li, Song Wang, Zixing Zhang, Xupeng Zha:
Deliberation Selector for Knowledge-Grounded Conversation Generation. PRICAI (3) 2022: 226-239 - [i9]Meishu Song, Zijiang Yang, Andreas Triantafyllopoulos, Xin Jing, Vincent Karas, Jiangjian Xie, Zixing Zhang, Yoshiharu Yamamoto, Björn W. Schuller:
Dynamic Restrained Uncertainty Weighting Loss for Multitask Learning of Vocal Expression. CoRR abs/2206.11049 (2022) - 2021
- [j35]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): 231-240 (2021) - [j34]Zixing Zhang, Ding Liu, Jing Han, Kun Qian, Björn W. Schuller:
Learning audio sequence representations for acoustic event classification. Expert Syst. Appl. 178: 115007 (2021) - [j33]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: 294-306 (2021) - [j32]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): 16035-16046 (2021) - [j31]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: 52-60 (2021) - [j30]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): 78-88 (2021) - [j29]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): 96-105 (2021) - [j28]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): 553-564 (2021) - [j27]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): 1233-1246 (2021) - [j26]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): 43-54 (2021) - [c50]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: 580-585 - 2020
- [j25]Huan Zhao, Yufeng Xiao, Zixing Zhang:
Robust Semisupervised Generative Adversarial Networks for Speech Emotion Recognition via Distribution Smoothness. IEEE Access 8: 106889-106900 (2020) - [j24]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): 423-434 (2020) - [j23]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): 1095-1107 (2020) - [j22]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): 414-416 (2020) - [j21]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): 300-310 (2020) - [c49]Ziping Zhao, Zhongtian Bao, Zixing Zhang, Nicholas Cummins, Haishuai Wang, Björn W. Schuller:
Hierarchical Attention Transfer Networks for Depression Assessment from Speech. ICASSP 2020: 7159-7163 - [c48]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: 7184-7188 - [c47]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: 4946-4950 - [i8]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 abs/2005.00096 (2020)
2010 – 2019
- 2019
- [j20]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: 97515-97525 (2019) - [j19]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): 68-81 (2019) - [j18]Zixing Zhang, Jing Han, Eduardo Coutinho, Björn W. Schuller:
Dynamic Difficulty Awareness Training for Continuous Emotion Prediction. IEEE Trans. Multim. 21(5): 1289-1301 (2019) - [c46]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: 517-523 - [c45]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: 3592-3595 - [c44]Jing Han, Zixing Zhang, Zhao Ren, Björn W. Schuller:
Implicit Fusion by Joint Audiovisual Training for Emotion Recognition in Mono Modality. ICASSP 2019: 5861-5865 - [c43]Huan Zhao, Yufeng Xiao, Jing Han, Zixing Zhang:
Compact Convolutional Recurrent Neural Networks via Binarization for Speech Emotion Recognition. ICASSP 2019: 6690-6694 - [c42]Zixing Zhang, Bingwen Wu, Björn W. Schuller:
Attention-augmented End-to-end Multi-task Learning for Emotion Prediction from Speech. ICASSP 2019: 6705-6709 - [c41]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: 205-209 - [c40]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: 206-210 - [c39]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: 949-953 - [c38]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: 71-75 - [i7]Zixing Zhang, Jing Han, Kun Qian, Christoph Janott, Yanan Guo, Björn W. Schuller:
Snore-GANs: Improving Automatic Snore Sound Classification with Synthesized Data. CoRR abs/1903.12422 (2019) - [i6]Zixing Zhang, Bingwen Wu, Björn W. Schuller:
Attention-Augmented End-to-End Multi-Task Learning for Emotion Prediction from Speech. CoRR abs/1903.12424 (2019) - [i5]Jing Han, Zixing Zhang, Zhao Ren, Björn W. Schuller:
EmoBed: Strengthening Monomodal Emotion Recognition via Training with Crossmodal Emotion Embeddings. CoRR abs/1907.10428 (2019) - 2018
- [j17]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: 22196-22209 (2018) - [j16]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: 106-118 (2018) - [j15]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): 662-669 (2018) - [j14]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): 31-43 (2018) - [j13]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): 49:1-49:28 (2018) - [c37]Jing Han, Zixing Zhang, Zhao Ren, Fabien Ringeval, Björn W. Schuller:
Towards Conditional Adversarial Training for Predicting Emotions from Speech. ICASSP 2018: 6822-6826 - [c36]Ya'nan 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: 569-573 - [c35]Zixing Zhang, Jing Han, Kun Qian, Björn W. Schuller:
Evolving Learning for Analysing Mood-Related Infant Vocalisation. INTERSPEECH 2018: 142-146 - [c34]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: 272-276 - [c33]Zixing Zhang, Alejandrina Cristià, Anne S. Warlaumont, Björn W. Schuller:
Automated Classification of Children's Linguistic versus Non-Linguistic Vocalisations. INTERSPEECH 2018: 2588-2592 - [c32]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: 3082-3086 - [i4]Jing Han, Zixing Zhang, Nicholas Cummins, Björn W. Schuller:
Adversarial Training in Affective Computing and Sentiment Analysis: Recent Advances and Perspectives. CoRR abs/1809.08927 (2018) - [i3]Zixing Zhang, Jing Han, Eduardo Coutinho, Björn W. Schuller:
Dynamic Difficulty Awareness Training for Continuous Emotion Prediction. CoRR abs/1810.05507 (2018) - 2017
- [j12]Jun Deng, Sascha Frühholz, Zixing Zhang, Björn W. Schuller:
Recognizing Emotions From Whispered Speech Based on Acoustic Feature Transfer Learning. IEEE Access 5: 5235-5246 (2017) - [j11]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: 76-86 (2017) - [j10]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): 500-504 (2017) - [j9]Zixing Zhang, Nicholas Cummins, Björn W. Schuller:
Advanced Data Exploitation in Speech Analysis: An overview. IEEE Signal Process. Mag. 34(4): 107-129 (2017) - [j8]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): 1436-1449 (2017) - [j7]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): 1731-1741 (2017) - [c31]Kun Qian, Zhao Ren, Vedhas Pandit, Zijiang Yang, Zixing Zhang, Björn W. Schuller:
Wavelets Revisited for the Classification of Acoustic Scenes. DCASE 2017: 108-112 - [c30]Zhao Ren, Vedhas Pandit, Kun Qian, Zijiang Yang, Zixing Zhang, Björn W. Schuller:
Deep Sequential Image Features on Acoustic Scene Classification. DCASE 2017: 113-117 - [c29]Jing Han, Zixing Zhang, Fabien Ringeval, Björn W. Schuller:
Reconstruction-error-based learning for continuous emotion recognition in speech. ICASSP 2017: 2367-2371 - [c28]Jing Han, Zixing Zhang, Fabien Ringeval, Björn W. Schuller:
Prediction-based learning for continuous emotion recognition in speech. ICASSP 2017: 5005-5009 - [c27]Zixing Zhang, Felix Weninger, Martin Wöllmer, Jing Han, Björn W. Schuller:
Towards intoxicated speech recognition. IJCNN 2017: 1555-1559 - [c26]Simone Hantke, Zixing Zhang, Björn W. Schuller:
Towards Intelligent Crowdsourcing for Audio Data Annotation: Integrating Active Learning in the Real World. INTERSPEECH 2017: 3951-3955 - [c25]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: 890-897 - [i2]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 abs/1705.10874 (2017) - [i1]Zixing Zhang, Ding Liu, Jing Han, Björn W. Schuller:
Learning Audio Sequence Representations for Acoustic Event Classification. CoRR abs/1707.08729 (2017) - 2016
- [j6]Jun Deng, Xinzhou Xu, Zixing Zhang, Sascha Frühholz, Björn W. Schuller:
Exploitation of Phase-Based Features for Whispered Speech Emotion Recognition. IEEE Access 4: 4299-4309 (2016) - [c24]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: 652-666 - [c23]Kun Qian, Christoph Janott, Zixing Zhang, Clemens Heiser, Björn W. Schuller:
Wavelet features for classification of vote snore sounds. ICASSP 2016: 221-225 - [c22]Zixing Zhang, Fabien Ringeval, Bin Dong, Eduardo Coutinho, Erik Marchi, Björn W. Schuller:
Enhanced semi-supervised learning for multimodal emotion recognition. ICASSP 2016: 5185-5189 - [c21]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: 233-237 - [c20]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: 3593-3597 - [c19]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: 195-203 - [c18]Jouni Pohjalainen, Fabien Ringeval, Zixing Zhang, Björn W. Schuller:
Spectral and Cepstral Audio Noise Reduction Techniques in Speech Emotion Recognition. ACM Multimedia 2016: 670-674 - 2015
- [b1]Zixing Zhang:
Semi-Autonomous Data Enrichment and Optimisation for Intelligent Speech Analysis. Technical University Munich, Verlag Dr. Hut 2015 - [j5]Zixing Zhang, Eduardo Coutinho, Jun Deng, Björn W. Schuller:
Cooperative Learning and its Application to Emotion Recognition from Speech. IEEE ACM Trans. Audio Speech Lang. Process. 23(1): 115-126 (2015) - [c17]Yue Zhang, Eduardo Coutinho, Björn W. Schuller, Zixing Zhang, Michael G. Adam:
On rater reliability and agreement based dynamic active learning. ACII 2015: 70-76 - [c16]Kun Qian, Zixing Zhang, Fabien Ringeval, Björn W. Schuller:
Bird sounds classification by large scale acoustic features and extreme learning machine. GlobalSIP 2015: 1317-1321 - [c15]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: 275-278 - 2014
- [j4]Jun Deng, Zixing Zhang, Florian Eyben, Björn W. Schuller:
Autoencoder-based Unsupervised Domain Adaptation for Speech Emotion Recognition. IEEE Signal Process. Lett. 21(9): 1068-1072 (2014) - [j3]Zixing Zhang, Eduardo Coutinho, Jun Deng, Björn W. Schuller:
Distributing Recognition in Computational Paralinguistics. IEEE Trans. Affect. Comput. 5(4): 406-417 (2014) - [j2]Zixing Zhang, Joel Pinto, Christian Plahl, Björn W. Schuller, Daniel Willett:
Channel mapping using bidirectional long short-term memory for dereverberation in hands-free voice controlled devices. IEEE Trans. Consumer Electron. 60(3): 525-533 (2014) - [c14]Jun Deng, Rui Xia, Zixing Zhang, Yang Liu, Björn W. Schuller:
Introducing shared-hidden-layer autoencoders for transfer learning and their application in acoustic emotion recognition. ICASSP 2014: 4818-4822 - [c13]Jun Deng, Zixing Zhang, Björn W. Schuller:
Linked Source and Target Domain Subspace Feature Transfer Learning - Exemplified by Speech Emotion Recognition. ICPR 2014: 761-766 - [c12]Jürgen T. Geiger, Zixing Zhang, Felix Weninger, Björn W. Schuller, Gerhard Rigoll:
Robust speech recognition using long short-term memory recurrent neural networks for hybrid acoustic modelling. INTERSPEECH 2014: 631-635 - 2013
- [c11]Jun Deng, Zixing Zhang, Erik Marchi, Björn W. Schuller:
Sparse Autoencoder-Based Feature Transfer Learning for Speech Emotion Recognition. ACII 2013: 511-516 - [c10]Martin Wöllmer, Zixing Zhang, Felix Weninger, Björn W. Schuller, Gerhard Rigoll:
Feature enhancement by bidirectional LSTM networks for conversational speech recognition in highly non-stationary noise. ICASSP 2013: 6822-6826 - [c9]Zixing Zhang, Jun Deng, Björn W. Schuller:
Co-training succeeds in Computational Paralinguistics. ICASSP 2013: 8505-8509 - [c8]Zixing Zhang, Jun Deng, Erik Marchi, Björn W. Schuller:
Active learning by label uncertainty for acoustic emotion recognition. INTERSPEECH 2013: 2856-2860 - 2012
- [j1]Björn W. Schuller, Zixing Zhang, Felix Weninger, Felix Burkhardt:
Synthesized speech for model training in cross-corpus recognition of human emotion. Int. J. Speech Technol. 15(3): 313-323 (2012) - [c7]Zixing Zhang, Felix Weninger, Björn W. Schuller:
Towards Automatic Intoxication Detection from Speech in Real-Life Acoustic Environments. ITG Conference on Speech Communication 2012: 1-4 - [c6]Zixing Zhang, Björn W. Schuller:
Semi-supervised learning helps in sound event classification. ICASSP 2012: 333-336 - [c5]Björn W. Schuller, Simone Hantke, Felix Weninger, Wenjing Han, Zixing Zhang, Shrikanth S. Narayanan:
Automatic recognition of emotion evoked by general sound events. ICASSP 2012: 341-344 - [c4]Zixing Zhang, Björn W. Schuller:
Active Learning by Sparse Instance Tracking and Classifier Confidence in Acoustic Emotion Recognition. INTERSPEECH 2012: 362-365 - [c3]Wenjing Han, Zixing Zhang, Jun Deng, Martin Wöllmer, Felix Weninger, Björn W. Schuller:
Towards distributed recognition of emotion from speech. ISCCSP 2012: 1-4 - 2011
- [c2]Zixing Zhang, Felix Weninger, Martin Wöllmer, Björn W. Schuller:
Unsupervised learning in cross-corpus acoustic emotion recognition. ASRU 2011: 523-528 - [c1]Björn W. Schuller, Zixing Zhang, Felix Weninger, Gerhard Rigoll:
Using Multiple Databases for Training in Emotion Recognition: To Unite or to Vote? INTERSPEECH 2011: 1553-1556
Coauthor Index
[c63] [c60] [c59] [i16] [i15] [i14] [c57] [i11] [i10] [j37] [j36] [i9] [j35] [j34] [j33] [j32] [j31] [j30] [j29] [j28] [j27] [j26] [c50] [j24] [j23] [j22] [j21] [c49] [c48] [c47] [i8] [j20] [j19] [j18] [c46] [c45] [c44] [c42] [c41] [c40] [c39] [c38] [i7] [i6] [i5] [j17] [j16] [j15] [j14] [j13] [c37] [c36] [c35] [c33] [c32] [i4] [i3] [j12] [j11] [j10] [j9] [j8] [j7] [c31] [c30] [c29] [c28] [c27] [c26] [c25] [i2] [i1] [j6] [c24] [c23] [c22] [c21] [c20] [c19] [c18] [j5] [c17] [c16] [c15] [j4] [j3] [j2] [c14] [c13] [c12] [c11] [c10] [c9] [c8] [j1] [c7] [c6] [c5] [c4] [c3] [c2] [c1]
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