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Affective computing - combining sensor technology, machine learning, and psychology - have been studied for over three decades and is employed in AI-powered technologies to enhance emotional awareness in AI systems, and detect symptoms of…

音频与语音处理 · 电气工程与系统科学 2026-04-21 Anders Rolighed Larsen , Sneha Das , Nicole Nadine Lønfeldt , Paula Petcu , Line Clemmensen

Many studies on dialog emotion analysis focus on utterance-level emotion only. These models hence are not optimized for dialog-level emotion detection, i.e. to predict the emotion category of a dialog as a whole. More importantly, these…

计算与语言 · 计算机科学 2022-03-24 Yequan Wang , Xuying Meng , Yiyi Liu , Aixin Sun , Yao Wang , Yinhe Zheng , Minlie Huang

Emotion recognition from human speech is a critical enabler for socially aware conversational AI. However, while most prior work frames emotion recognition as a categorical classification problem, real-world affective states are often…

声音 · 计算机科学 2026-02-05 Hong Jia , Weibin Li , Jingyao Wu , Xiaofeng Yu , Yan Gao , Jintao Cheng , Xiaoyu Tang , Feng Xia , Ting Dang

Speech emotion recognition (SER) plays a vital role in improving the interactions between humans and machines by inferring human emotion and affective states from speech signals. Whereas recent works primarily focus on mining spatiotemporal…

声音 · 计算机科学 2023-10-03 Jiaxin Ye , Xin-cheng Wen , Yujie Wei , Yong Xu , Kunhong Liu , Hongming Shan

Emotion recognition is relevant in various domains, ranging from healthcare to human-computer interaction. Physiological signals, being beyond voluntary control, offer reliable information for this purpose, unlike speech and facial…

机器学习 · 计算机科学 2024-10-11 Eleonora Lopez , Aurelio Uncini , Danilo Comminiello

Applications of an efficient emotion recognition system can be found in several domains such as medicine, driver fatigue surveillance, social robotics, and human-computer interaction. Appraising human emotional states, behaviors, and…

计算机视觉与模式识别 · 计算机科学 2024-03-26 Savinay Nagendra , Prapti Panigrahi

Exploring proper way to conduct multi-speech feature fusion for cross-corpus speech emotion recognition is crucial as different speech features could provide complementary cues reflecting human emotion status. While most previous approaches…

声音 · 计算机科学 2024-06-14 Xueyu Liu , Jie Lin , Chao Wang

The ability to modulate vocal sounds and generate speech is one of the features which set humans apart from other living beings. The human voice can be characterized by several attributes such as pitch, timbre, loudness, and vocal tone. It…

计算机视觉与模式识别 · 计算机科学 2017-10-30 Poorna Banerjee Dasgupta

Affective computing is very important in the relationship between man and machine. In this paper, a system for speech emotion recognition (SER) based on speech signal is proposed, which uses new techniques in different stages of processing.…

声音 · 计算机科学 2021-11-16 Fatemeh Daneshfar , Seyed Jahanshah Kabudian

In this work we tackle the task of video-based audio-visual emotion recognition, within the premises of the 2nd Workshop and Competition on Affective Behavior Analysis in-the-wild (ABAW2). Poor illumination conditions, head/body orientation…

计算机视觉与模式识别 · 计算机科学 2022-11-04 Panagiotis Antoniadis , Ioannis Pikoulis , Panagiotis P. Filntisis , Petros Maragos

In human-computer interaction (HCI), Speech Emotion Recognition (SER) is a key technology for understanding human intentions and emotions. Traditional SER methods struggle to effectively capture the long-term temporal correla-tions and…

音频与语音处理 · 电气工程与系统科学 2024-07-18 Xincheng Wang , Liejun Wang , Yinfeng Yu , Xinxin Jiao

Speech emotion recognition (SER) is vital for obtaining emotional intelligence and understanding the contextual meaning of speech. Variations of consonant-vowel (CV) phonemic boundaries can enrich acoustic context with linguistic cues,…

声音 · 计算机科学 2023-07-03 Anna Ollerenshaw , Md Asif Jalal , Rosanna Milner , Thomas Hain

Emotions play a critical role in our everyday lives by altering how we perceive, process and respond to our environment. Affective computing aims to instill in computers the ability to detect and act on the emotions of human actors. A core…

计算与语言 · 计算机科学 2020-08-31 Connor T. Heaton , David M. Schwartz

Affect recognition based on subjects' facial expressions has been a topic of major research in the attempt to generate machines that can understand the way subjects feel, act and react. In the past, due to the unavailability of large…

计算机视觉与模式识别 · 计算机科学 2021-03-30 Dimitrios Kollias , Stefanos Zafeiriou

This paper discusses a fuzzy model for multi-level human emotions recognition by computer systems through keyboard keystrokes, mouse and touchscreen interactions. This model can also be used to detect the other possible emotions at the time…

人工智能 · 计算机科学 2014-08-05 Kaveh Bakhtiyari , Hafizah Husain

This paper aims to bridge the affective gap between image content and the emotional response of the viewer it elicits by using High-Level Concepts (HLCs). In contrast to previous work that relied solely on low-level features or used…

计算机视觉与模式识别 · 计算机科学 2017-05-09 Afsheen Rafaqat Ali , Usman Shahid , Mohsen Ali , Jeffrey Ho

In this paper, we use several techniques with conventional vocal feature extraction (MFCC, STFT), along with deep-learning approaches such as CNN, and also context-level analysis, by providing the textual data, and combining different…

音频与语音处理 · 电气工程与系统科学 2019-05-22 Andrew Huang , Puwei Bao

This paper proposes a multimodal emotion recognition system based on hybrid fusion that classifies the emotions depicted by speech utterances and corresponding images into discrete classes. A new interpretability technique has been…

计算机视觉与模式识别 · 计算机科学 2023-01-10 Puneet Kumar , Sarthak Malik , Balasubramanian Raman

Machine learning is frequently used in affective computing, but presents challenges due the opacity of state-of-the-art machine learning methods. Because of the impact affective machine learning systems may have on an individual's life, it…

机器学习 · 计算机科学 2025-10-07 David S. Johnson , Olya Hakobyan , Hanna Drimalla

Robust language processing systems are becoming increasingly important given the recent awareness of dangerous situations where brittle machine learning models can be easily broken with the presence of noises. In this paper, we introduce a…

计算与语言 · 计算机科学 2019-11-25 Zhiwei Wang , Hui Liu , Jiliang Tang , Songfan Yang , Gale Yan Huang , Zitao Liu