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Emotion recognition based on Electroencephalography (EEG) has gained significant attention and diversified development in fields such as neural signal processing and affective computing. However, the unique brain anatomy of individuals…

信号处理 · 电气工程与系统科学 2024-05-31 Yihang Dong , Xuhang Chen , Yanyan Shen , Michael Kwok-Po Ng , Tao Qian , Shuqiang Wang

Emotional information is essential for enhancing human-computer interaction and deepening image understanding. However, while deep learning has advanced image recognition, the intuitive understanding and precise control of emotional…

计算机视觉与模式识别 · 计算机科学 2025-01-06 Junjie Xu , Xingjiao Wu , Tanren Yao , Zihao Zhang , Jiayang Bei , Wu Wen , Liang He

Emotional talking-head generation has emerged as a pivotal research area at the intersection of computer vision and multimodal artificial intelligence, with its core value lying in enhancing human-computer interaction through immersive and…

计算机视觉与模式识别 · 计算机科学 2025-07-18 Hanlei Shi , Leyuan Qu , Yu Liu , Di Gao , Yuhua Zheng , Taihao Li

Emotion recognition using electroencephalogram (EEG) signals has broad potential across various domains. EEG signals have ability to capture rich spatial information related to brain activity, yet effectively modeling and utilizing these…

人机交互 · 计算机科学 2025-01-28 Yuzhe Zhang , Chengxi Xie , Huan Liu , Yuhan Shi , Dalin Zhang

Multimodal emotion recognition (MER) is crucial for enabling emotionally intelligent systems that perceive and respond to human emotions. However, existing methods suffer from limited cross-modal interaction and imbalanced contributions…

多媒体 · 计算机科学 2025-07-30 Zeyu Deng , Yanhui Lu , Jiashu Liao , Shuang Wu , Chongfeng Wei

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

Due to the lack of large-scale datasets, the prevailing approach in visual sentiment analysis is to leverage models trained for object classification in large datasets like ImageNet. However, objects are sentiment neutral which hinders the…

计算机视觉与模式识别 · 计算机科学 2020-08-11 Ziad Al-Halah , Andrew Aitken , Wenzhe Shi , Jose Caballero

Multimodal sentiment analysis (MSA) aims to understand human sentiment through multimodal data. Most MSA efforts are based on the assumption of modality completeness. However, in real-world applications, some practical factors cause…

计算机视觉与模式识别 · 计算机科学 2024-06-11 Mingcheng Li , Dingkang Yang , Xiao Zhao , Shuaibing Wang , Yan Wang , Kun Yang , Mingyang Sun , Dongliang Kou , Ziyun Qian , Lihua Zhang

Story generation aims to produce image sequences that depict coherent narratives while maintaining subject consistency across frames. Although existing methods have excelled in producing coherent and expressive stories, they remain largely…

计算机视觉与模式识别 · 计算机科学 2026-03-18 Jingyuan Yang , Rucong Chen , Weibin Luo , Hui Huang

In the field of affective computing, researchers in the community have promoted the performance of models and algorithms by using the complementarity of multimodal information. However, the emergence of more and more modal information makes…

计算机视觉与模式识别 · 计算机科学 2023-05-01 Binqiang Wang , Gang Dong , Yaqian Zhao , Rengang Li , Lu Cao , Lihua Lu

The performance of speech emotion recognition (SER) is limited by the insufficient emotion information in unimodal systems and the feature alignment difficulties in multimodal systems. Recently, multimodal large language models (MLLMs) have…

声音 · 计算机科学 2025-09-22 Yiqing Yang , Man-Wai Mak

Emotional Video Captioning is an emerging task that aims to describe factual content with the intrinsic emotions expressed in videos. The essential of the EVC task is to effectively perceive subtle and ambiguous visual emotional cues during…

计算机视觉与模式识别 · 计算机科学 2024-08-07 Cheng Ye , Weidong Chen , Jingyu Li , Lei Zhang , Zhendong Mao

Text-based speech editing allows users to edit speech by intuitively cutting, copying, and pasting text to speed up the process of editing speech. In the previous work, CampNet (context-aware mask prediction network) is proposed to realize…

声音 · 计算机科学 2022-12-21 Tao Wang , Jiangyan Yi , Ruibo Fu , Jianhua Tao , Zhengqi Wen , Chu Yuan Zhang

Current Multimodal Sentiment Analysis (MSA) and Emotion Recognition in Conversations (ERC) methods based on pre-trained language models exhibit two primary limitations: 1) Once trained for MSA and ERC tasks, these pre-trained language…

计算与语言 · 计算机科学 2025-02-19 Yang Yang , Xunde Dong , Yupeng Qiang

We present MuMTAffect, a novel Multimodal Multitask Affective Embedding Network designed for joint emotion classification and personality prediction (re-identification) from short physiological signal segments. MuMTAffect integrates…

The integration of information across multiple modalities and across time is a promising way to enhance the emotion recognition performance of affective systems. Much previous work has focused on instantaneous emotion recognition. The 2018…

图像与视频处理 · 电气工程与系统科学 2018-05-07 Didan Deng , Yuqian Zhou , Jimin Pi , Bertram E. Shi

Modern emotion recognition systems are trained to recognize only a small set of emotions, and hence fail to capture the broad spectrum of emotions people experience and express in daily life. In order to engage in more empathetic…

计算与语言 · 计算机科学 2021-08-03 Varsha Suresh , Desmond C. Ong

The objective assessment of human affective and psychological states presents a significant challenge, particularly through non-verbal channels. This paper introduces digital drawing as a rich and underexplored modality for affective…

Multimodal sentiment analysis (MSA) aims to infer emotional states by effectively integrating textual, acoustic, and visual modalities. Despite notable progress, existing multimodal fusion methods often neglect modality-specific structural…

计算机视觉与模式识别 · 计算机科学 2025-08-27 Jiangfeng Sun , Sihao He , Zhonghong Ou , Meina Song

Emotion recognition in conversation (ERC) is a crucial component in affective dialogue systems, which helps the system understand users' emotions and generate empathetic responses. However, most works focus on modeling speaker and…

计算与语言 · 计算机科学 2021-07-15 Jingwen Hu , Yuchen Liu , Jinming Zhao , Qin Jin