Alert button
Picture for Zhao Ren

Zhao Ren

Alert button

STAA-Net: A Sparse and Transferable Adversarial Attack for Speech Emotion Recognition

Feb 02, 2024
Yi Chang, Zhao Ren, Zixing Zhang, Xin Jing, Kun Qian, Xi Shao, Bin Hu, Tanja Schultz, Björn W. Schuller

Viaarxiv icon

A Comprehensive Survey on Heart Sound Analysis in the Deep Learning Era

Jan 23, 2023
Zhao Ren, Yi Chang, Thanh Tam Nguyen, Yang Tan, Kun Qian, Björn W. Schuller

Figure 1 for A Comprehensive Survey on Heart Sound Analysis in the Deep Learning Era
Figure 2 for A Comprehensive Survey on Heart Sound Analysis in the Deep Learning Era
Figure 3 for A Comprehensive Survey on Heart Sound Analysis in the Deep Learning Era
Figure 4 for A Comprehensive Survey on Heart Sound Analysis in the Deep Learning Era
Viaarxiv icon

Cutting Through the Noise: An Empirical Comparison of Psychoacoustic and Envelope-based Features for Machinery Fault Detection

Nov 03, 2022
Peter Wißbrock, Yvonne Richter, David Pelkmann, Zhao Ren, Gregory Palmer

Figure 1 for Cutting Through the Noise: An Empirical Comparison of Psychoacoustic and Envelope-based Features for Machinery Fault Detection
Figure 2 for Cutting Through the Noise: An Empirical Comparison of Psychoacoustic and Envelope-based Features for Machinery Fault Detection
Figure 3 for Cutting Through the Noise: An Empirical Comparison of Psychoacoustic and Envelope-based Features for Machinery Fault Detection
Figure 4 for Cutting Through the Noise: An Empirical Comparison of Psychoacoustic and Envelope-based Features for Machinery Fault Detection
Viaarxiv icon

Towards Efficient ECG-based Atrial Fibrillation Detection via Parameterised Hypercomplex Neural Networks

Oct 27, 2022
Leonie Basso, Zhao Ren, Wolfgang Nejdl

Figure 1 for Towards Efficient ECG-based Atrial Fibrillation Detection via Parameterised Hypercomplex Neural Networks
Figure 2 for Towards Efficient ECG-based Atrial Fibrillation Detection via Parameterised Hypercomplex Neural Networks
Figure 3 for Towards Efficient ECG-based Atrial Fibrillation Detection via Parameterised Hypercomplex Neural Networks
Figure 4 for Towards Efficient ECG-based Atrial Fibrillation Detection via Parameterised Hypercomplex Neural Networks
Viaarxiv icon

Knowledge Transfer For On-Device Speech Emotion Recognition with Neural Structured Learning

Oct 26, 2022
Yi Chang, Zhao Ren, Thanh Tam Nguyen, Kun Qian, Björn W. Schuller

Figure 1 for Knowledge Transfer For On-Device Speech Emotion Recognition with Neural Structured Learning
Figure 2 for Knowledge Transfer For On-Device Speech Emotion Recognition with Neural Structured Learning
Figure 3 for Knowledge Transfer For On-Device Speech Emotion Recognition with Neural Structured Learning
Figure 4 for Knowledge Transfer For On-Device Speech Emotion Recognition with Neural Structured Learning
Viaarxiv icon

Fast Yet Effective Speech Emotion Recognition with Self-distillation

Oct 26, 2022
Zhao Ren, Thanh Tam Nguyen, Yi Chang, Björn W. Schuller

Figure 1 for Fast Yet Effective Speech Emotion Recognition with Self-distillation
Figure 2 for Fast Yet Effective Speech Emotion Recognition with Self-distillation
Figure 3 for Fast Yet Effective Speech Emotion Recognition with Self-distillation
Figure 4 for Fast Yet Effective Speech Emotion Recognition with Self-distillation
Viaarxiv icon

Towards KAB2S: Learning Key Knowledge from Single-Objective Problems to Multi-Objective Problem

Jun 26, 2022
Xu Wendi, Wang Xianpeng, Guo Qingxin, Song Xiangman, Zhao Ren, Zhao Guodong, Yang Yang, Xu Te, He Dakuo

Figure 1 for Towards KAB2S: Learning Key Knowledge from Single-Objective Problems to Multi-Objective Problem
Figure 2 for Towards KAB2S: Learning Key Knowledge from Single-Objective Problems to Multi-Objective Problem
Figure 3 for Towards KAB2S: Learning Key Knowledge from Single-Objective Problems to Multi-Objective Problem
Figure 4 for Towards KAB2S: Learning Key Knowledge from Single-Objective Problems to Multi-Objective Problem
Viaarxiv icon

Example-based Explanations with Adversarial Attacks for Respiratory Sound Analysis

Mar 30, 2022
Yi Chang, Zhao Ren, Thanh Tam Nguyen, Wolfgang Nejdl, Björn W. Schuller

Figure 1 for Example-based Explanations with Adversarial Attacks for Respiratory Sound Analysis
Figure 2 for Example-based Explanations with Adversarial Attacks for Respiratory Sound Analysis
Figure 3 for Example-based Explanations with Adversarial Attacks for Respiratory Sound Analysis
Figure 4 for Example-based Explanations with Adversarial Attacks for Respiratory Sound Analysis
Viaarxiv icon

Robust Federated Learning Against Adversarial Attacks for Speech Emotion Recognition

Mar 09, 2022
Yi Chang, Sofiane Laridi, Zhao Ren, Gregory Palmer, Björn W. Schuller, Marco Fisichella

Figure 1 for Robust Federated Learning Against Adversarial Attacks for Speech Emotion Recognition
Figure 2 for Robust Federated Learning Against Adversarial Attacks for Speech Emotion Recognition
Figure 3 for Robust Federated Learning Against Adversarial Attacks for Speech Emotion Recognition
Figure 4 for Robust Federated Learning Against Adversarial Attacks for Speech Emotion Recognition
Viaarxiv icon

Deep Attention-based Representation Learning for Heart Sound Classification

Jan 13, 2021
Zhao Ren, Kun Qian, Fengquan Dong, Zhenyu Dai, Yoshiharu Yamamoto, Björn W. Schuller

Figure 1 for Deep Attention-based Representation Learning for Heart Sound Classification
Figure 2 for Deep Attention-based Representation Learning for Heart Sound Classification
Figure 3 for Deep Attention-based Representation Learning for Heart Sound Classification
Figure 4 for Deep Attention-based Representation Learning for Heart Sound Classification
Viaarxiv icon