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20192024
most citedEmoBed: Strengthening Monomodal Emotion Recognition via Training with Crossmodal Emotion Embeddings

47 citations · 117 across the 15 of their papers we have counts for

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Showing 2022Show all

5 papers · 1 filter

eess.SP2022

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

Leonie Basso, Zhao Ren, Wolfgang Nejdl

Atrial fibrillation (AF) is the most common cardiac arrhythmia and associated with a high risk for serious conditions like stroke. The use of wearable devices embedded with automat…

cs.SD2022★ 1 cited

Fast Yet Effective Speech Emotion Recognition with Self-distillation

Zhao Ren, Thanh Tam Nguyen, Yi Chang +1

Speech emotion recognition (SER) is the task of recognising human's emotional states from speech. SER is extremely prevalent in helping dialogue systems to truly understand our emo…

cs.SD2022

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

Yi Chang, Zhao Ren, Thanh Tam Nguyen +2

Speech emotion recognition (SER) has been a popular research topic in human-computer interaction (HCI). As edge devices are rapidly springing up, applying SER to edge devices is pr…

cs.SD2022★ 2 cited

Example-based Explanations with Adversarial Attacks for Respiratory Sound Analysis

Yi Chang, Zhao Ren, Thanh Tam Nguyen +2

Respiratory sound classification is an important tool for remote screening of respiratory-related diseases such as pneumonia, asthma, and COVID-19. To facilitate the interpretabili…

cs.SD2022★ 13 cited

Robust Federated Learning Against Adversarial Attacks for Speech Emotion Recognition

Yi Chang, Sofiane Laridi, Zhao Ren +3

Due to the development of machine learning and speech processing, speech emotion recognition has been a popular research topic in recent years. However, the speech data cannot be p…