46 citations · 143 across the 7 of their papers we have counts for
5 papers · 1 filter
The Effect of Silence Feature in Dimensional Speech Emotion Recognition
Bagus Tris Atmaja, Masato Akagi
Silence is a part of human-to-human communication, which can be a clue for human emotion perception. For automatic emotion recognition by a computer, it is not clear whether silenc…
Deep Multilayer Perceptrons for Dimensional Speech Emotion Recognition
Bagus Tris Atmaja, Masato Akagi
Modern deep learning architectures are ordinarily performed on high-performance computing facilities due to the large size of the input features and complexity of its model. This p…
On The Differences Between Song and Speech Emotion Recognition: Effect of Feature Sets, Feature Types, and Classifiers
Bagus Tris Atmaja, Masato Akagi
In this paper, we evaluate the different features sets, feature types, and classifiers on both song and speech emotion recognition. Three feature sets: GeMAPS, pyAudioAnalysis, and…
Multitask Learning and Multistage Fusion for Dimensional Audiovisual Emotion Recognition
Bagus Tris Atmaja, Masato Akagi
Due to its ability to accurately predict emotional state using multimodal features, audiovisual emotion recognition has recently gained more interest from researchers. This paper p…
Evaluation of Error and Correlation-Based Loss Functions For Multitask Learning Dimensional Speech Emotion Recognition
Bagus Tris Atmaja, Masato Akagi
The choice of a loss function is a critical part of machine learning. This paper evaluated two different loss functions commonly used in regression-task dimensional speech emotion…