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Speech audio in the wild is often processed by post-production effects, but existing speech datasets rarely provide precise annotations of effects and parameters, limiting systematic study. We introduce VoxEffects, a speech audio effects…

音频与语音处理 · 电气工程与系统科学 2026-04-15 Zhe Zhang , Yigitcan Özer , Junichi Yamagishi

The process of identifying human emotion and affective states from speech is known as speech emotion recognition (SER). This is based on the observation that tone and pitch in the voice frequently convey underlying emotion. Speech…

声音 · 计算机科学 2024-06-18 Nishargo Nigar

Neural text-to-speech (TTS) approaches generally require a huge number of high quality speech data, which makes it difficult to obtain such a dataset with extra emotion labels. In this paper, we propose a novel approach for emotional TTS…

音频与语音处理 · 电气工程与系统科学 2021-01-19 Xiong Cai , Dongyang Dai , Zhiyong Wu , Xiang Li , Jingbei Li , Helen Meng

Speech emotion conversion is the task of converting the expressed emotion of a spoken utterance to a target emotion while preserving the lexical content and speaker identity. While most existing works in speech emotion conversion rely on…

音频与语音处理 · 电气工程与系统科学 2024-01-09 Navin Raj Prabhu , Bunlong Lay , Simon Welker , Nale Lehmann-Willenbrock , Timo Gerkmann

Speech emotion recognition is a vital contributor to the next generation of human-computer interaction (HCI). However, current existing small-scale databases have limited the development of related research. In this paper, we present LSSED,…

声音 · 计算机科学 2021-02-04 Weiquan Fan , Xiangmin Xu , Xiaofen Xing , Weidong Chen , Dongyan Huang

Advancements in spoken language processing have driven the development of spoken language models (SLMs), designed to achieve universal audio understanding by jointly learning text and audio representations for a wide range of tasks.…

计算与语言 · 计算机科学 2025-10-31 Pedro Corrêa , João Lima , Victor Moreno , Lucas Ueda , Paula Dornhofer Paro Costa

Emotional talking head synthesis aims to generate talking portrait videos with vivid expressions. Existing methods still exhibit limitations in control flexibility, motion naturalness, and expression quality. Moreover, currently available…

计算机视觉与模式识别 · 计算机科学 2025-12-24 Yiguo Jiang , Xiaodong Cun , Yong Zhang , Yudian Zheng , Fan Tang , Chi-Man Pun

This work presents iMiGUE-Speech, an extension of the iMiGUE dataset that provides a spontaneous affective corpus for studying emotional and affective states. The new release focuses on speech and enriches the original dataset with…

音频与语音处理 · 电气工程与系统科学 2026-02-26 Sofoklis Kakouros , Fang Kang , Haoyu Chen

Speech Emotion Recognition (SER) is essential for improving human-computer interaction, yet its accuracy remains constrained by the complexity of emotional nuances in speech. In this study, we distinguish between descriptive semantics,…

计算与语言 · 计算机科学 2025-10-06 Rongchen Guo , Vincent Francoeur , Isar Nejadgholi , Sylvain Gagnon , Miodrag Bolic

Emotion classification of speech and assessment of the emotion strength are required in applications such as emotional text-to-speech and voice conversion. The emotion attribute ranking function based on Support Vector Machine (SVM) was…

声音 · 计算机科学 2022-06-16 Rui Liu , Berrak Sisman , Björn Schuller , Guanglai Gao , Haizhou Li

Acoustic emotion recognition aims to categorize the affective state of the speaker and is still a difficult task for machine learning models. The difficulties come from the scarcity of training data, general subjectivity in emotion…

计算与语言 · 计算机科学 2018-04-02 Egor Lakomkin , Cornelius Weber , Sven Magg , Stefan Wermter

Emotions lie on a broad continuum and treating emotions as a discrete number of classes limits the ability of a model to capture the nuances in the continuum. The challenge is how to describe the nuances of emotions and how to enable a…

声音 · 计算机科学 2022-11-16 Hira Dhamyal , Benjamin Elizalde , Soham Deshmukh , Huaming Wang , Bhiksha Raj , Rita Singh

Recognizing emotions during social interactions has many potential applications with the popularization of low-cost mobile sensors, but a challenge remains with the lack of naturalistic affective interaction data. Most existing emotion…

Speech emotion recognition (SER) systems are constrained by existing datasets that typically cover only 6-10 basic emotions, lack scale and diversity, and face ethical challenges when collecting sensitive emotional states. We introduce…

In emotion recognition from speech, a key challenge lies in identifying speech signal segments that carry the most relevant acoustic variations for discerning specific emotions. Traditional approaches compute functionals for features such…

计算与语言 · 计算机科学 2025-06-04 Sofoklis Kakouros

Emotion recognition from speech is a challenging task that requires capturing both linguistic and paralinguistic cues, with critical applications in human-computer interaction and mental health monitoring. Recent works have highlighted the…

音频与语音处理 · 电气工程与系统科学 2025-08-21 Hugo Thimonier , Antony Perzo , Renaud Seguier

Speech emotion recognition is an important and challenging task in the realm of human-computer interaction. Prior work proposed a variety of models and feature sets for training a system. In this work, we conduct extensive experiments using…

计算与语言 · 计算机科学 2017-06-05 Michael Neumann , Ngoc Thang Vu

For speech emotion datasets, it has been difficult to acquire large quantities of reliable data and acted emotions may be over the top compared to less expressive emotions displayed in everyday life. Lately, larger datasets with natural…

计算与语言 · 计算机科学 2022-07-06 Rosanna Milner , Md Asif Jalal , Raymond W. M. Ng , Thomas Hain

Vocal Bursts -- short, non-speech vocalizations that convey emotions, such as laughter, cries, sighs, moans, and groans -- are an often-overlooked aspect of speech emotion recognition, but an important aspect of human vocal communication.…

声音 · 计算机科学 2023-04-07 Fred W. Buhl

Speech emotion recognition is a challenging problem because human convey emotions in subtle and complex ways. For emotion recognition on human speech, one can either extract emotion related features from audio signals or employ speech…

计算与语言 · 计算机科学 2020-04-06 Haiyang Xu , Hui Zhang , Kun Han , Yun Wang , Yiping Peng , Xiangang Li