Zhao Ren

Publication Activity (10 Years)

Years Active: 2016-2024
Publications (10 Years): 74

Top Topics

Atrial Fibrillation

Structured Learning

Scene Classification

Top Venues

Publications

Thanh Tam Nguyen, Zhao Ren, Thanh Thi Nguyen, Jun Jo, Quoc Viet Hung Nguyen, Hongzhi Yin
Portable graph-based rumour detection against multi-modal heterophily. Knowl. Based Syst. 284 (2024)
Zhao Ren, Yi Chang, Thanh Tam Nguyen, Yang Tan, Kun Qian, Björn W. Schuller
A Comprehensive Survey on Heart Sound Analysis in the Deep Learning Era. IEEE Comput. Intell. Mag. 19 (3) (2024)
Zhao Ren, Kevin Scheck, Qinhan Hou, Stefano van Gogh, Michael Wand, Tanja Schultz
Diff-ETS: Learning a Diffusion Probabilistic Model for Electromyography-to-Speech Conversion. CoRR (2024)
Thanh Tam Nguyen, Thanh Trung Huynh, Zhao Ren, Thanh Toan Nguyen, Phi Le Nguyen, Hongzhi Yin, Quoc Viet Hung Nguyen
A Survey of Privacy-Preserving Model Explanations: Privacy Risks, Attacks, and Countermeasures. CoRR (2024)
Yi Chang, Zhao Ren, Zhonghao Zhao, Thanh Tam Nguyen, Kun Qian, Tanja Schultz, Björn W. Schuller
Speech Emotion Recognition under Resource Constraints with Data Distillation. CoRR (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)
Zhao Ren, Kun Qian, Tanja Schultz, Björn W. Schuller
An Overview of the ICASSP Special Session on AI Security and Privacy in Speech and Audio Processing. MMAsia (Workshops) (2023)
Yi Chang, Zhao Ren, Thanh Tam Nguyen, Kun Qian, Björn W. Schuller
Knowledge Transfer for on-Device Speech Emotion Recognition With Neural Structured Learning. ICASSP (2023)
Zhao Ren, Yi Chang, Thanh Tam Nguyen, Yang Tan, Kun Qian, Björn W. Schuller
A Comprehensive Survey on Heart Sound Analysis in the Deep Learning Era. CoRR (2023)
Zhao Ren, Thanh Tam Nguyen, Mohammad Mehdi Zahedi, Wolfgang Nejdl
Self-Explaining Neural Networks for Respiratory Sound Classification with Scale-free Interpretability. IJCNN (2023)
Meishu Song, Zijiang Yang, Andreas Triantafyllopoulos, Toru Nakamura, Yongxin Zhang, Zhao Ren, Hiroki Takeuchi, Akifumi Kishi, Tetsuro Ishizawa, Kazuhiro Yoshiuchi, Haojie Zhang, Kun Qian, Bin Hu, Björn W. Schuller, Yoshiharu Yamamoto
Crossmodal Transformer on Multi-Physical Signals for Personalised Daily Mental Health Prediction. ICDM (Workshops) (2023)
Zhao Ren, Thanh Tam Nguyen, Yi Chang, Björn W. Schuller
Fast Yet Effective Speech Emotion Recognition with Self-Distillation. ICASSP (2023)
Zhao Ren, Björn W. Schuller, Björn M. Eskofier, Thanh Tam Nguyen, Wolfgang Nejdl
Guest Editorial Trustworthy and Collaborative AI for Personalised Healthcare Through Edge-of-Things. IEEE J. Biomed. Health Informatics 27 (11) (2023)
Thanh Toan Nguyen, Quang Duc Nguyen, Zhao Ren, Jun Jo, Quoc Viet Hung Nguyen, Thanh Tam Nguyen
10X Faster Subgraph Matching: Dual Matching Networks with Interleaved Diffusion Attention. IJCNN (2023)
Leonie Basso, Zhao Ren, Wolfgang Nejdl
Efficient ECG-Based Atrial Fibrillation Detection via Parameterised Hypercomplex Neural Networks. EUSIPCO (2023)
Peter Wißbrock, Yvonne Richter, David Pelkmann, Zhao Ren, Gregory Palmer
Cutting Through the Noise: An Empirical Comparison of Psycho-Acoustic and Envelope-based Features for Machinery Fault Detection. ICASSP (2023)
Yi Chang, Zhao Ren, Thanh Tam Nguyen, Kun Qian, Björn W. Schuller
Knowledge Transfer For On-Device Speech Emotion Recognition with Neural Structured Learning. CoRR (2022)
Hongjie Ke, Zhao Ren, Jianfei Qi, Shuo Chen, George C. Tseng, Zhenyao Ye, Tianzhou Ma
High-dimension to high-dimension screening for detecting genome-wide epigenetic and noncoding RNA regulators of gene expression. Bioinform. 38 (17) (2022)
Nguyen Duc Khang Quach, Zhao Ren, Khiem Vinh Tran, Viet Hung Vu, Yong-Sik Chun, Thanh Tam Nguyen, Jun Jo
Short-Term Traffic Speed Prediction Using Hybrid LSTM-SVR Model. RiTA (2022)
Zhao Ren, Thanh Tam Nguyen, Yi Chang, Björn W. Schuller
Fast Yet Effective Speech Emotion Recognition with Self-distillation. CoRR (2022)
Zhao Ren, Thanh Tam Nguyen, Wolfgang Nejdl
Prototype Learning for Interpretable Respiratory Sound Analysis. ICASSP (2022)
Peter Wißbrock, Yvonne Richter, David Pelkmann, Zhao Ren, Gregory Palmer
Cutting Through the Noise: An Empirical Comparison of Psychoacoustic and Envelope-based Features for Machinery Fault Detection. CoRR (2022)
Yi Chang, Sofiane Laridi, Zhao Ren, Gregory Palmer, Björn W. Schuller, Marco Fisichella
Robust Federated Learning Against Adversarial Attacks for Speech Emotion Recognition. CoRR (2022)
Tianhao Yan, Hao Meng, Shuo Liu, Emilia Parada-Cabaleiro, Zhao Ren, Björn W. Schuller
Convoluational Transformer With Adaptive Position Embedding For Covid-19 Detection From Cough Sounds. ICASSP (2022)
Yi Chang, Zhao Ren, Thanh Tam Nguyen, Wolfgang Nejdl, Björn W. Schuller
Example-based Explanations with Adversarial Attacks for Respiratory Sound Analysis. INTERSPEECH (2022)
Leonie Basso, Zhao Ren, Wolfgang Nejdl
Towards Efficient ECG-based Atrial Fibrillation Detection via Parameterised Hypercomplex Neural Networks. CoRR (2022)
Yi Chang, Zhao Ren, Thanh Tam Nguyen, Wolfgang Nejdl, Björn W. Schuller
Example-based Explanations with Adversarial Attacks for Respiratory Sound Analysis. CoRR (2022)
Zhao Ren, Qiuqiang Kong, Jing Han, Mark D. Plumbley, Björn W. Schuller
CAA-Net: Conditional Atrous CNNs With Attention for Explainable Device-Robust Acoustic Scene Classification. IEEE Trans. Multim. 23 (2021)
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)
Zhao Ren, Kun Qian, Fengquan Dong, Zhenyu Dai, Yoshiharu Yamamoto, Björn W. Schuller
Deep Attention-based Representation Learning for Heart Sound Classification. CoRR (2021)
Pascal Hecker, Florian B. Pokorny, Katrin D. Bartl-Pokorny, Uwe Reichel, Zhao Ren, Simone Hantke, Florian Eyben, Dagmar M. Schuller, Bert Arnrich, Björn W. Schuller
Speaking Corona? Human and Machine Recognition of COVID-19 from Voice. Interspeech (2021)
Yi Chang, Zhao Ren, Björn W. Schuller
Transformer-based CNNs: Mining Temporal Context Information for Multi-sound COVID-19 Diagnosis. EMBC (2021)
Zhao Ren, Yi Chang, Björn W. Schuller
The EIHW-GLAM Deep Attentive Multi-model Fusion System for Cough-based COVID-19 Recognition in the DiCOVA 2021 Challenge. CoRR (2021)
Benjamin Sertolli, Zhao Ren, Björn W. Schuller, Nicholas Cummins
Representation transfer learning from deep end-to-end speech recognition networks for the classification of health states from speech. Comput. Speech Lang. 68 (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)
Meishu Song, Adria Mallol-Ragolta, Emilia Parada-Cabaleiro, Zijiang Yang, Shuo Liu, Zhao Ren, Ziping Zhao, Björn W. Schuller
Frustration recognition from speech during game interaction using wide residual networks. Virtual Real. Intell. Hardw. 3 (1) (2021)
Zhao Ren, Thanh Tam Nguyen, Wolfgang Nejdl
Prototype Learning for Interpretable Respiratory Sound Analysis. CoRR (2021)
Fabio Hellmann, Zhao Ren, Elisabeth André, Björn W. Schuller
Deformable Dilated Faster R-CNN for Universal Lesion Detection in CT Images. EMBC (2021)
Yi Chang, Xin Jing, Zhao Ren, Björn W. Schuller
CovNet: A Transfer Learning Framework for Automatic COVID-19 Detection From Crowd-Sourced Cough Sounds. Frontiers Digit. Health 3 (2021)
Heejong Bong, Zongge Liu, Zhao Ren, Matthew A. Smith, Valérie Ventura, Robert E. Kass
Latent Dynamic Factor Analysis of High-Dimensional Neural Recordings. NeurIPS (2020)
Zhao Ren, Jing Han, Nicholas Cummins, Björn W. Schuller
Enhancing Transferability of Black-Box Adversarial Attacks via Lifelong Learning for Speech Emotion Recognition Models. INTERSPEECH (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. INTERSPEECH (2020)
Merlin Albes, Zhao Ren, Björn W. Schuller, Nicholas Cummins
Squeeze for Sneeze: Compact Neural Networks for Cold and Flu Recognition. INTERSPEECH (2020)
Fengquan Dong, Kun Qian, Zhao Ren, Alice Baird, Xinjian Li, Zhenyu Dai, Bo Dong, Florian Metze, Yoshiharu Yamamoto, Björn W. Schuller
Machine Listening for Heart Status Monitoring: Introducing and Benchmarking HSS - The Heart Sounds Shenzhen Corpus. IEEE J. Biomed. Health Informatics 24 (7) (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)
Shuo Liu, Andreas Triantafyllopoulos, Zhao Ren, Björn W. Schuller
Towards Speech Robustness for Acoustic Scene Classification. INTERSPEECH (2020)
Zhao Ren, Sungkyu Jung, Xingye Qiao
Covariance-engaged Classification of Sets via Linear Programming. CoRR (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)
Nicholas Cummins, Yilin Pan, Zhao Ren, Julian Fritsch, Venkata Srikanth Nallanthighal, Heidi Christensen, Daniel Blackburn, Björn W. Schuller, Mathew Magimai-Doss, Helmer Strik, Aki Härmä
A Comparison of Acoustic and Linguistics Methodologies for Alzheimer's Dementia Recognition. INTERSPEECH (2020)
Zhao Ren, Qiuqiang Kong, Jing Han, Mark D. Plumbley, Björn W. Schuller
CAA-Net: Conditional Atrous CNNs with Attention for Explainable Device-robust Acoustic Scene Classification. CoRR (2020)
Zhao Ren, Jing Han, Nicholas Cummins, Qiuqiang Kong, Mark D. Plumbley, Björn W. Schuller
Multi-instance Learning for Bipolar Disorder Diagnosis using Weakly Labelled Speech Data. PDH (2019)
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, 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)
Zhao Ren, Qiuqiang Kong, Jing Han, Mark D. Plumbley, Björn W. Schuller
Attention-based Atrous Convolutional Neural Networks: Visualisation and Understanding Perspectives of Acoustic Scenes. ICASSP (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)
Fabien Ringeval, Björn W. Schuller, Michel F. Valstar, Nicholas Cummins, Roddy Cowie, Leili Tavabi, Maximilian Schmitt, Sina Alisamir, Shahin Amiriparian, Eva-Maria Meßner, Siyang Song, Shuo Liu, Ziping Zhao, Adria Mallol-Ragolta, Zhao Ren, Mohammad Soleymani, Maja Pantic
AVEC 2019 Workshop and Challenge: State-of-Mind, Detecting Depression with AI, and Cross-Cultural Affect Recognition. CoRR (2019)
Fabien Ringeval, Björn W. Schuller, Michel F. Valstar, Nicholas Cummins, Roddy Cowie, Leili Tavabi, Maximilian Schmitt, Sina Alisamir, Shahin Amiriparian, Eva-Maria Meßner, Siyang Song, Shuo Liu, Ziping Zhao, Adria Mallol-Ragolta, Zhao Ren, Mohammad Soleymani, Maja Pantic
AVEC 2019 Workshop and Challenge: State-of-Mind, Detecting Depression with AI, and Cross-Cultural Affect Recognition. AVEC@MM (2019)
Kun Qian, Zhao Ren, Fengquan Dong, Wen-Hsing Lai, Björn W. Schuller, Yoshiharu Yamamoto
Deep Wavelets for Heart Sound Classification. ISPACS (2019)
Jing Han, Zixing Zhang, Zhao Ren, Björn W. Schuller
EmoBed: Strengthening Monomodal Emotion Recognition via Training with Crossmodal Emotion Embeddings. CoRR (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)
Zhao Ren, Nicholas Cummins, Jing Han, Sebastian Schnieder, Jarek Krajewski, Björn W. Schuller
Evaluation of the Pain Level from Speech: Introducing a Novel Pain Database and Benchmarks. ITG Symposium on Speech Communication (2018)
Björn W. Schuller, Stefan Steidl, Anton Batliner, Peter B. Marschik, Harald Baumeister, Fengquan Dong, Simone Hantke, Florian B. Pokorny, Eva-Maria Rathner, Katrin D. Bartl-Pokorny, Christa Einspieler, Dajie Zhang, Alice Baird, Shahin Amiriparian, Kun Qian, Zhao Ren, Maximilian Schmitt, Panagiotis Tzirakis, Stefanos Zafeiriou
The INTERSPEECH 2018 Computational Paralinguistics Challenge: Atypical & Self-Assessed Affect, Crying & Heart Beats. 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)
Zhao Ren, Nicholas Cummins, Vedhas Pandit, Jing Han, Kun Qian, Björn W. Schuller
Learning Image-based Representations for Heart Sound Classification. DH (2018)
Zhao Ren, Qiuqiang Kong, Kun Qian, Mark D. Plumbley, Björn W. Schuller
Attention-based convolutional neural networks for acoustic scene classification. DCASE (2018)
Jing Han, Zixing Zhang, Zhao Ren, Fabien Ringeval, Björn W. Schuller
Towards Conditional Adversarial Training for Predicting Emotions from Speech. ICASSP (2018)
Rong Zhang, Zhao Ren, Wei Chen
SILGGM: An extensive R package for efficient statistical inference in large-scale gene networks. PLoS Comput. Biol. 14 (8) (2018)
Zhao Ren, Vedhas Pandit, Kun Qian, Zijiang Yang, Zixing Zhang, Björn W. Schuller
Deep Sequential Image Features on Acoustic Scene Classification. DCASE (2017)
Zhao Ren, Qi Zhang, Hao Zhu, Qing Wang
Extending the FOV from disparity and color consistencies in multiview light fields. ICIP (2017)
Kun Qian, Zhao Ren, Vedhas Pandit, Zijiang Yang, Zixing Zhang, Björn W. Schuller
Wavelets Revisited for the Classification of Acoustic Scenes. DCASE (2017)
Yue Zhang, Felix Weninger, Zhao Ren, Björn W. Schuller
Sincerity and Deception in Speech: Two Sides of the Same Coin? A Transfer- and Multi-Task Learning Perspective. INTERSPEECH (2016)
Ting Wang, Zhao Ren, Ying Ding, Zhou Fang, Zhe Sun, Matthew L. MacDonald, Robert A. Sweet, Jieru Wang, Wei Chen
FastGGM: An Efficient Algorithm for the Inference of Gaussian Graphical Model in Biological Networks. PLoS Comput. Biol. 12 (2) (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)