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Emotion recognition is a critical task in human-computer interaction, enabling more intuitive and responsive systems. This study presents a multimodal emotion recognition system that combines low-level information from audio and text,…

音频与语音处理 · 电气工程与系统科学 2025-01-23 Shamin Bin Habib Avro , Taieba Taher , Nursadul Mamun

Emotion regulation is a crucial element in dealing with emotional events and has positive effects on mental health. This paper aims to provide a more comprehensive understanding of emotional events by introducing a new French corpus of…

计算与语言 · 计算机科学 2023-05-19 Gustave Cortal , Alain Finkel , Patrick Paroubek , Lina Ye

We introduce Jukebox, a model that generates music with singing in the raw audio domain. We tackle the long context of raw audio using a multi-scale VQ-VAE to compress it to discrete codes, and modeling those using autoregressive…

音频与语音处理 · 电气工程与系统科学 2020-05-04 Prafulla Dhariwal , Heewoo Jun , Christine Payne , Jong Wook Kim , Alec Radford , Ilya Sutskever

The advent of ML music models such as Google Magenta's MusicVAE now allow us to extract and replicate compositional features from otherwise complex datasets. These models allow computational composers to parameterize abstract variables such…

The study of Music Cognition and neural responses to music has been invaluable in understanding human emotions. Brain signals, though, manifest a highly complex structure that makes processing and retrieving meaningful features challenging,…

声音 · 计算机科学 2022-02-22 Kleanthis Avramidis , Christos Garoufis , Athanasia Zlatintsi , Petros Maragos

Recommendation systems have become essential in modern music streaming platforms, due to the vast amount of content available. A common approach in recommendation systems is collaborative filtering, which suggests content to users based on…

信息检索 · 计算机科学 2026-03-13 Terence Zeng

The task of classifying emotions within a musical track has received widespread attention within the Music Information Retrieval (MIR) community. Music emotion recognition has traditionally relied on the use of acoustic features, verbal…

声音 · 计算机科学 2021-06-15 Nicholas Farris , Brian Model , Richard Savery , Gil Weinberg

Our goal is to be able to build a generative model from a deep neural network architecture to try to create music that has both harmony and melody and is passable as music composed by humans. Previous work in music generation has mainly…

机器学习 · 计算机科学 2016-06-16 Allen Huang , Raymond Wu

We present EmoTxt, a toolkit for emotion recognition from text, trained and tested on a gold standard of about 9K question, answers, and comments from online interactions. We provide empirical evidence of the performance of EmoTxt. To the…

人机交互 · 计算机科学 2021-07-30 Fabio Calefato , Filippo Lanubile , Nicole Novielli

In the field of affective computing, where research continually advances at a rapid pace, the demand for user-friendly tools has become increasingly apparent. In this paper, we present the AffectToolbox, a novel software system that aims to…

人机交互 · 计算机科学 2024-02-26 Silvan Mertes , Dominik Schiller , Michael Dietz , Elisabeth André , Florian Lingenfelser

Speech emotion recognition (SER) is an important part of human-computer interaction, receiving extensive attention from both industry and academia. However, the current research field of SER has long suffered from the following problems: 1)…

声音 · 计算机科学 2024-06-12 Ziyang Ma , Mingjie Chen , Hezhao Zhang , Zhisheng Zheng , Wenxi Chen , Xiquan Li , Jiaxin Ye , Xie Chen , Thomas Hain

Music recommender systems play a critical role in music streaming platforms by providing users with music that they are likely to enjoy. Recent studies have shown that user emotions can influence users' preferences for music moods. However,…

人工智能 · 计算机科学 2024-12-02 Erkang Jing , Yezheng Liu , Yidong Chai , Shuo Yu , Longshun Liu , Yuanchun Jiang , Yang Wang

In human contact, emotion is very crucial. Attributes like words, voice intonation, facial expressions, and kinesics can all be used to portray one's feelings. However, brain-computer interface (BCI) devices have not yet reached the level…

信号处理 · 电气工程与系统科学 2023-04-14 Shashank Joshi , Falak Joshi

Emotional voice conversion (EVC) seeks to convert the emotional state of an utterance while preserving the linguistic content and speaker identity. In EVC, emotions are usually treated as discrete categories overlooking the fact that speech…

声音 · 计算机科学 2022-07-19 Kun Zhou , Berrak Sisman , Rajib Rana , Björn W. Schuller , Haizhou Li

Generating appropriate emotions for responses is essential for dialog systems to provide human-like interaction in various application scenarios. Most previous dialog systems tried to achieve this goal by learning empathetic manners from…

计算与语言 · 计算机科学 2024-04-12 Zhiyuan Wen , Jiannong Cao , Jiaxing Shen , Ruosong Yang , Shuaiqi Liu , Maosong Sun

The successful emotional conversation system depends on sufficient perception and appropriate expression of emotions. In a real-life conversation, humans firstly instinctively perceive emotions from multi-source information, including the…

计算与语言 · 计算机科学 2022-03-31 Yunlong Liang , Fandong Meng , Ying Zhang , Jinan Xu , Yufeng Chen , Jie Zhou

Deep learning has emerged as a powerful alternative to hand-crafted methods for emotion recognition on combined acoustic and text modalities. Baseline systems model emotion information in text and acoustic modes independently using Deep…

音频与语音处理 · 电气工程与系统科学 2020-10-13 Darshana Priyasad , Tharindu Fernando , Simon Denman , Clinton Fookes , Sridha Sridharan

Emotion estimation in music listening is confronting challenges to capture the emotion variation of listeners. Recent years have witnessed attempts to exploit multimodality fusing information from musical contents and physiological signals…

人工智能 · 计算机科学 2016-12-01 Nattapong Thammasan , Ken-ichi Fukui , Masayuki Numao

This paper is a survey and an analysis of different ways of using deep learning (deep artificial neural networks) to generate musical content. We propose a methodology based on five dimensions for our analysis: Objective - What musical…

声音 · 计算机科学 2019-08-09 Jean-Pierre Briot , Gaëtan Hadjeres , François-David Pachet

Emotion elicitation using emotional film clips is one of the most common and ecologically valid methods in Affective Computing. However, selecting and validating appropriate materials that evoke a range of emotions is challenging. Here we…

人机交互 · 计算机科学 2024-10-28 Rukshani Somarathna , Patrik Vuilleumier , Gelareh Mohammadi