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Zhao Ren
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AVEC 2019 workshop and challenge: state-of-mind, detecting depression with AI, and cross-cultural affect recognition
F Ringeval, B Schuller, M Valstar, N Cummins, R Cowie, L Tavabi, ...
Proceedings of the 9th International on Audio/visual Emotion Challenge and …, 2019
3462019
A survey of machine unlearning
TT Nguyen, TT Huynh, Z Ren, PL Nguyen, AWC Liew, H Yin, ...
arXiv preprint arXiv:2209.02299, 2022
2422022
The interspeech 2018 computational paralinguistics challenge: Atypical & self-assessed affect, crying & heart beats
BW Schuller, S Steidl, A Batliner, PB Marschik, H Baumeister, F Dong, ...
19th Annual Conference of the International Speech Communication …, 2018
1512018
Deep Scalogram Representations for Acoustic Scene Classification
Z Ren, K Qian, Z Zhang, V Pandit, A Baird, B Schuller
IEEE/CAA Journal of Automatica Sinica 5 (3), 662-669, 2018
1422018
An early study on intelligent analysis of speech under COVID-19: Severity, sleep quality, fatigue, and anxiety
J Han, K Qian, M Song, Z Yang, Z Ren, S Liu, J Liu, H Zheng, W Ji, ...
arXiv preprint arXiv:2005.00096, 2020
1302020
Exploring Deep Spectrum Representations via Attention-based Recurrent and Convolutional Neural Networks for Speech Emotion Recognition
Z Zhao, Z Bao, Y Zhao, Z Zhang, N Cummins, Z Ren, B Schuller
IEEE Access, 2019
1302019
Learning image-based representations for heart sound classification
Z Ren, N Cummins, V Pandit, J Han, K Qian, B Schuller
Proceedings of the 2018 international conference on digital health, 143-147, 2018
882018
Attention-based Convolutional Neural Networks for Acoustic Scene Classification
Z Ren, Q Kong, K Qian, MD Plumbley, BW Schuller
DCASE Workshop, 39-43, 2018
782018
Attention-based Atrous Convolutional Neural Networks: Visualisation and Understanding Perspectives of Acoustic Scenes
Z Ren, Q Kong, J Han, M Plumbley, BW Schuller
2019 Proceedings IEEE International Conference on Acoustics, Speech and …, 2019
742019
A comparison of acoustic and linguistics methodologies for Alzheimer’s dementia recognition
N Cummins, Y Pan, Z Ren, J Fritsch, VS Nallanthighal, H Christensen, ...
Interspeech 2020, 2182-2186, 2020
732020
EmoBed: Strengthening Monomodal Emotion Recognition via Training with Crossmodal Emotion Embeddings
J Han, Z Zhang, Z Ren, B Schuller
IEEE Transactions on Affective Computing, 2019
672019
Deep sequential image features on acoustic scene classification
Z Ren, V Pandit, K Qian, Z Yang, Z Zhang, B Schuller
DCASE, 113-117, 2017
532017
Deep attention-based neural networks for explainable heart sound classification
Z Ren, K Qian, F Dong, Z Dai, W Nejdl, Y Yamamoto, BW Schuller
Machine Learning with Applications 9, 100322, 2022
512022
Machine Listening for Heart Status Monitoring: Introducing and Benchmarking HSS–the Heart Sounds Shenzhen Corpus
F Dong, K Qian, Z Ren, A Baird, X Li, Z Dai, B Dong, F Metze, ...
IEEE Journal of Biomedical and Health Informatics, 1--13, 2019
512019
Implicit fusion by joint audiovisual training for emotion recognition in mono modality
J Han, Z Zhang, Z Ren, B Schuller
ICASSP 2019-2019 IEEE International Conference on Acoustics, Speech and …, 2019
502019
Wavelets revisited for the classification of acoustic scenes
K Qian, Z Ren, V Pandit, Z Yang, Z Zhang, B Schuller
DCASE, 108-112, 2017
412017
Generating and Protecting Against Adversarial Attacks for Deep Speech-based Emotion Recognition Models
Z Ren, A Baird, J Han, Z Zhang, B Schuller
Proc. ICASSP, 2020
382020
CAA-Net: Conditional atrous CNNs with attention for explainable device-robust acoustic scene classification
Z Ren, Q Kong, J Han, MD Plumbley, BW Schuller
IEEE Transactions on Multimedia 23, 4131-4142, 2020
352020
The University of Passau open emotion recognition system for the multimodal emotion challenge
J Deng, N Cummins, J Han, X Xu, Z Ren, V Pandit, Z Zhang, B Schuller
Pattern Recognition: 7th Chinese Conference, CCPR 2016, Chengdu, China …, 2016
322016
Prototype learning for interpretable respiratory sound analysis
Z Ren, TT Nguyen, W Nejdl
ICASSP 2022-2022 IEEE International Conference on Acoustics, Speech and …, 2022
302022
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