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The lack of an available emotion pathology database is one of the key obstacles in studying the emotion expression status of patients with dysarthria. The first Chinese multimodal emotional pathological speech database containing…

Audio and Speech Processing · Electrical Eng. & Systems 2023-12-15 Ting Zhu , Shufei Duan , Huizhi Liang , Wei Zhang

In recent years, emotion recognition plays a critical role in applications such as human-computer interaction, mental health monitoring, and sentiment analysis. While datasets for emotion analysis in languages such as English have…

Recently, there has been an increasing interest in neural speech synthesis. While the deep neural network achieves the state-of-the-art result in text-to-speech (TTS) tasks, how to generate a more emotional and more expressive speech is…

Computation and Language · Computer Science 2021-06-24 Chenye Cui , Yi Ren , Jinglin Liu , Feiyang Chen , Rongjie Huang , Ming Lei , Zhou Zhao

Emotion shapes all aspects of our interpersonal and intellectual experiences. Its automatic analysis has there-fore many applications, e.g., human-machine interface. In this paper, we propose an emotional tonal speech dataset, namely…

Sound · Computer Science 2018-10-17 Zhongzhe Xiao , Ying Chen , Weibei Dou , Zhi Tao , Liming Chen

Over the past two decades, speech emotion recognition (SER) has received growing attention. To train SER systems, researchers collect emotional speech databases annotated by crowdsourced or in-house raters who select emotions from…

Audio and Speech Processing · Electrical Eng. & Systems 2025-10-08 Huang-Cheng Chou , Chi-Chun Lee

Despite the recent progress in speech emotion recognition (SER), state-of-the-art systems are unable to achieve improved performance in cross-language settings. In this paper, we propose a Multimodal Dual Attention Transformer (MDAT) model…

Computation and Language · Computer Science 2023-07-17 Syed Aun Muhammad Zaidi , Siddique Latif , Junaid Qadir

The Mandarin Chinese language is known to be strongly influenced by a rich set of regional accents, while Mandarin speech with each accent is quite low resource. Hence, an important task in Mandarin speech recognition is to appropriately…

Audio and Speech Processing · Electrical Eng. & Systems 2024-06-17 Xurong Xie , Xiang Sui , Xunying Liu , Lan Wang

Dimensional representations of speech emotions such as the arousal-valence (AV) representation provide a continuous and fine-grained description and control than their categorical counterparts. They have wide applications in tasks such as…

Audio and Speech Processing · Electrical Eng. & Systems 2024-02-07 Enting Zhou , You Zhang , Zhiyao Duan

Emotion classification in multilingual settings remains constrained by the scarcity of annotated data: existing corpora are predominantly English, single-label, and cover few languages. We address this gap by constructing a large-scale…

Computation and Language · Computer Science 2026-04-15 Vadim Borisov

Emotions recognition is commonly employed for health assessment. However, the typical metric for evaluation in therapy is based on patient-doctor appraisal. This process can fall into the issue of subjectivity, while also requiring…

Human-Computer Interaction · Computer Science 2021-01-21 Jumana Almahmoud , Kruthika Kikkeri

Acquiring large-scale emotional speech data with strong consistency remains a challenge for speech synthesis. This paper presents MIKU-PAL, a fully automated multimodal pipeline for extracting high-consistency emotional speech from…

Sound · Computer Science 2025-10-01 Yifan Cheng , Ruoyi Zhang , Jiatong Shi

Speech-based depression detection has shown promise as an objective diagnostic tool, yet the cross-linguistic robustness of acoustic markers and their neurobiological underpinnings remain underexplored. This study extends Cross-Data…

Audio and Speech Processing · Electrical Eng. & Systems 2026-04-07 Fuxiang Tao , Dongwei Li , Shuning Tang , Xuri Ge , Wei Ma , Anna Esposito , Alessandro Vinciarelli

Dynamic facial expression recognition (FER) databases provide important data support for affective computing and applications. However, most FER databases are annotated with several basic mutually exclusive emotional categories and contain…

Computer Vision and Pattern Recognition · Computer Science 2023-08-15 Yuanyuan Liu , Wei Dai , Chuanxu Feng , Wenbin Wang , Guanghao Yin , Jiabei Zeng , Shiguang Shan

Automatic emotion recognition in speech is a research area with a wide range of applications in human interactions. The basic mathematical tool used for emotion recognition is Pattern recognition which involves three operations, namely,…

Other Computer Science · Computer Science 2010-06-24 Prasad Reddy P. V. G. D , A. Prasad , Y. Srinivas , P. Brahmaiah

Evaluating expressive speech remains challenging, as existing methods mainly assess emotional intensity and overlook whether a speech sample is expressively appropriate for its contextual setting. This limitation hinders reliable evaluation…

Task-oriented conversational datasets often lack topic variability and linguistic diversity. However, with the advent of Large Language Models (LLMs) pretrained on extensive, multilingual and diverse text data, these limitations seem…

There are a variety of features of the human voice that can be classified as pitch, timbre, loudness, and vocal tone. It is observed in numerous incidents that human expresses their feelings using different vocal qualities when they are…

We present DementiaBank-Emotion, the first multi-rater emotion annotation corpus for Alzheimer's disease (AD) speech. Annotating 1,492 utterances from 108 speakers for Ekman's six basic emotions and neutral, we find that AD patients express…

This paper introduces a multi-label visual emotion analysis benchmark dataset for comprehensively evaluating the ability of multimodal large language models (MLLMs) to predict the emotions evoked by images. Recent user studies report an…

Computer Vision and Pattern Recognition · Computer Science 2026-05-15 Tianwei Chen , Takuya Furusawa , Yuki Hirakawa , Ryotaro Shimizu , Mo Fan , Takashi Wada

Mandarin Chinese is characterized by being a tonal language; the pitch (or $F_0$) of its utterances carries considerable linguistic information. However, speech samples from different individuals are subject to changes in amplitude and…

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