activity
20162021
most citedPersonalized Federated Deep Learning for Pain Estimation From Face Images

18 citations · 149 across the 26 of their papers we have counts for

collaborators

27 papers

cs.CV2021★ 5 cited

Affective Image Content Analysis: Two Decades Review and New Perspectives

Sicheng Zhao, Xingxu Yao, Jufeng Yang +5

Images can convey rich semantics and induce various emotions in viewers. Recently, with the rapid advancement of emotional intelligence and the explosive growth of visual data, ext…

cs.LG2021★ 1 cited

LiRA: Learning Visual Speech Representations from Audio through Self-supervision

Pingchuan Ma, Rodrigo Mira, Stavros Petridis +2

The large amount of audiovisual content being shared online today has drawn substantial attention to the prospect of audiovisual self-supervised learning. Recent works have focused…

cs.SD2021★ 1 cited

DeepSpectrumLite: A Power-Efficient Transfer Learning Framework for Embedded Speech and Audio Processing from Decentralised Data

Shahin Amiriparian, Tobias Hübner, Maurice Gerczuk +2

Deep neural speech and audio processing systems have a large number of trainable parameters, a relatively complex architecture, and require a vast amount of training data and compu…

cs.SD2021★ 9 cited

On the Impact of Word Error Rate on Acoustic-Linguistic Speech Emotion Recognition: An Update for the Deep Learning Era

Shahin Amiriparian, Artem Sokolov, Ilhan Aslan +9

Text encodings from automatic speech recognition (ASR) transcripts and audio representations have shown promise in speech emotion recognition (SER) ever since. Yet, it is challengi…

cs.HC2021★ 10 cited

Remote smartphone-based speech collection: acceptance and barriers in individuals with major depressive disorder

Judith Dineley, Grace Lavelle, Daniel Leightley +22

The ease of in-the-wild speech recording using smartphones has sparked considerable interest in the combined application of speech, remote measurement technology (RMT) and advanced…

cs.CL2021★ 1 cited

The MuSe 2021 Multimodal Sentiment Analysis Challenge: Sentiment, Emotion, Physiological-Emotion, and Stress

Lukas Stappen, Alice Baird, Lukas Christ +6

Multimodal Sentiment Analysis (MuSe) 2021 is a challenge focusing on the tasks of sentiment and emotion, as well as physiological-emotion and emotion-based stress recognition throu…