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Identifying the emotional state from speech is essential for the natural interaction of the machine with the speaker. However, extracting effective features for emotion recognition is difficult, as emotions are ambiguous. We propose a novel…

音频与语音处理 · 电气工程与系统科学 2025-01-03 Dongyang Dai , Zhiyong Wu , Runnan Li , Xixin Wu , Jia Jia , Helen Meng

This study explores how age and language shape the deliberate vocal expression of emotion, addressing underexplored user groups, Teenagers (N = 12) and Adults 55+ (N = 12), within speech emotion recognition (SER). While most SER systems are…

人机交互 · 计算机科学 2025-07-18 Josephine Beatrice Skovbo Borre , Malene Gorm Wold , Sara Kjær Rasmussen , Ilhan Aslan

In this work, we conduct an extensive comparison of various approaches to speech based emotion recognition systems. The analyses were carried out on audio recordings from Ryerson Audio-Visual Database of Emotional Speech and Song (RAVDESS).…

声音 · 计算机科学 2019-12-24 Kannan Venkataramanan , Haresh Rengaraj Rajamohan

Emotion recognition and understanding is a vital component in human-machine interaction. Dimensional models of affect such as those using valence and arousal have advantages over traditional categorical ones due to the complexity of…

计算机视觉与模式识别 · 计算机科学 2021-09-01 Vassilios Vonikakis , Dexter Neo , Stefan Winkler

Robust speech emotion recognition relies on the quality of the speech features. We present speech features enhancement strategy that improves speech emotion recognition. We used the INTERSPEECH 2010 challenge feature-set. We identified…

信号处理 · 电气工程与系统科学 2022-08-22 Sofia Kanwal , Sohail Asghar , Hazrat Ali

In a human-robot collaborative task where a robot helps its partner by finding described objects, the depth dimension plays a critical role in successful task completion. Existing studies have mostly focused on comprehending the object…

机器人学 · 计算机科学 2021-07-13 Fethiye Irmak Dogan , Iolanda Leite

Speaker recognition performance in emotional talking environments is not as high as it is in neutral talking environments. This work focuses on proposing, implementing, and evaluating a new approach to enhance the performance in emotional…

声音 · 计算机科学 2017-06-30 Ismail Shahin

Despite their continued popularity, categorical approaches to affect recognition have limitations, especially in real-life situations. Dimensional models of affect offer important advantages for the recognition of subtle expressions and…

计算机视觉与模式识别 · 计算机科学 2021-06-16 Vassilios Vonikakis , Stefan Winkler

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

Empathy, as defined in behavioral sciences, expresses the ability of human beings to recognize, understand and react to emotions, attitudes and beliefs of others. The lack of an operational definition of empathy makes it difficult to…

计算与语言 · 计算机科学 2018-01-01 Firoj Alam , Morena Danieli , Giuseppe Riccardi

In Speech Emotion Recognition (SER), textual data is often used alongside audio signals to address their inherent variability. However, the reliance on human annotated text in most research hinders the development of practical SER systems.…

音频与语音处理 · 电气工程与系统科学 2023-05-30 Yuanchao Li , Zeyu Zhao , Ondrej Klejch , Peter Bell , Catherine Lai

Speech is a natural form of communication for human beings, and computers with the ability to understand speech and speak with a human voice are expected to contribute to the development of more natural man-machine interfaces. Computers…

声音 · 计算机科学 2013-05-15 Neema Mishra , Urmila Shrawankar , V M Thakare

Perceptual voice quality dimensions describe key characteristics of atypical speech and other speech modulations. Here we develop and evaluate voice quality models for seven voice and speech dimensions (intelligibility, imprecise…

Accomplishments in the field of artificial intelligence are utilized in the advancement of computing and making of intelligent machines for facilitating mankind and improving user experience. Emotions are rudimentary for people, affecting…

声音 · 计算机科学 2022-06-22 Asfand Ali , Danial Nasir , Mohammad Hassan Jawad

In this paper, we present an improved model for voicing silent speech, where audio is synthesized from facial electromyography (EMG) signals. To give our model greater flexibility to learn its own input features, we directly use EMG signals…

音频与语音处理 · 电气工程与系统科学 2021-06-22 David Gaddy , Dan Klein

Empathetic Conversational Systems (ECS) are built to respond empathetically to the user's emotions and sentiments, regardless of the application domain. Current ECS studies evaluation approaches are restricted to offline evaluation…

计算与语言 · 计算机科学 2024-07-29 Aravind Sesagiri Raamkumar , Siyuan Brandon Loh

Emotional expressions form a key part of user behavior on today's digital platforms. While multimodal emotion recognition techniques are gaining research attention, there is a lack of deeper understanding on how visual and non-visual…

多媒体 · 计算机科学 2021-07-01 Prasanta Bhattacharya , Raj Kumar Gupta , Yinping Yang

Emotions are an inseparable part of human nature affecting our behavior in response to the outside world. Although most empirical studies have been dominated by two theoretical models including discrete categories of emotion and dichotomous…

神经元与认知 · 定量生物学 2020-10-23 Gelareh Mohammadi , Patrik Vuilleumier

Entrainment is the phenomenon by which an interlocutor adapts their speaking style to align with their partner in conversations. It has been found in different dimensions as acoustic, prosodic, lexical or syntactic. In this work, we explore…

音频与语音处理 · 电气工程与系统科学 2022-12-15 Daxin Tan , Nikos Kargas , David McHardy , Constantinos Papayiannis , Antonio Bonafonte , Marek Strelec , Jonas Rohnke , Agis Oikonomou Filandras , Trevor Wood

Depression is the most common psychological disorder and is considered as a leading cause of disability and suicide worldwide. An automated system capable of detecting signs of depression in human speech can contribute to ensuring timely…

声音 · 计算机科学 2023-02-21 Mashrura Tasnim , Jekaterina Novikova