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Multimodal sentiment analysis is an increasingly popular research area, which extends the conventional language-based definition of sentiment analysis to a multimodal setup where other relevant modalities accompany language. In this paper,…

计算与语言 · 计算机科学 2017-07-25 Amir Zadeh , Minghai Chen , Soujanya Poria , Erik Cambria , Louis-Philippe Morency

Memes are one of the most ubiquitous forms of social media communication. The study and processing of memes, which are intrinsically multimedia, is a popular topic right now. The study presented in this research is based on the Memotion…

计算与语言 · 计算机科学 2021-12-23 Nayan Varma Alluri , Neeli Dheeraj Krishna

Affective tactile interaction constitutes a fundamental component of human communication. In natural human-human encounters, touch is seldom experienced in isolation; rather, it is inherently multisensory. Individuals not only perceive the…

机器人学 · 计算机科学 2025-10-09 Qiaoqiao Ren , Tony Belpaeme

The natural language processing and multimedia field has seen a notable surge in interest in multimodal sentiment recognition. Hence, this study aims to employ Target-Dependent Multimodal Sentiment Analysis (TDMSA) to identify the level of…

计算机视觉与模式识别 · 计算机科学 2024-08-21 Ananya Pandey , Dinesh Kumar Vishwakarma

Human emotional expression emerges through coordinated vocal, facial, and gestural signals. While speech face alignment is well established, the broader dynamics linking emotionally expressive speech to regional facial and hand motion…

多媒体 · 计算机科学 2025-06-13 Von Ralph Dane Marquez Herbuela , Yukie Nagai

Accurate recognition of human emotions is a crucial challenge in affective computing and human-robot interaction (HRI). Emotional states play a vital role in shaping behaviors, decisions, and social interactions. However, emotional…

机器人学 · 计算机科学 2024-09-19 Youssef Mohamed , Severin Lemaignan , Arzu Guneysu , Patric Jensfelt , Christian Smith

Multimodal affective computing has gained increasing attention due to its broad applications in understanding human behavior and intentions, particularly in text-centric multimodal scenarios. Existing research spans diverse tasks,…

计算与语言 · 计算机科学 2026-04-08 Guimin Hu , Weimin Lyu , Chang Sun , Zhihong Zhu , Lin Gui , Ruichu Cai , Erik Cambria , Hasti Seifi

Multimodal sentiment analysis is a fundamental problem in the field of affective computing. Although significant progress has been made in cross-modal interaction, it remains a challenge due to the insufficient reference context in…

多媒体 · 计算机科学 2025-08-12 Xianbing Zhao , Shengzun Yang , Buzhou Tang , Ronghuan Jiang

Empathy is critical to successful mental health support. Empathy measurement has predominantly occurred in synchronous, face-to-face settings, and may not translate to asynchronous, text-based contexts. Because millions of people use…

计算与语言 · 计算机科学 2020-09-18 Ashish Sharma , Adam S. Miner , David C. Atkins , Tim Althoff

Automatic emotion recognition is one of the central concerns of the Human-Computer Interaction field as it can bridge the gap between humans and machines. Current works train deep learning models on low-level data representations to solve…

音频与语音处理 · 电气工程与系统科学 2021-11-22 Mariana Rodrigues Makiuchi , Kuniaki Uto , Koichi Shinoda

Human face-to-face conversation is an ideal model for human-computer dialogue. One of the major features of face-to-face communication is its multiplicity of communication channels that act on multiple modalities. To realize a natural…

cmp-lg · 计算机科学 2008-02-03 Katashi Nagao , Akikazu Takeuchi

Emotion recognition is a topic of significant interest in assistive robotics due to the need to equip robots with the ability to comprehend human behavior, facilitating their effective interaction in our society. Consequently, efficient and…

Humans are emotional creatures. Multiple modalities are often involved when we express emotions, whether we do so explicitly (e.g., facial expression, speech) or implicitly (e.g., text, image). Enabling machines to have emotional…

信号处理 · 电气工程与系统科学 2021-11-10 Sicheng Zhao , Guoli Jia , Jufeng Yang , Guiguang Ding , Kurt Keutzer

Perception and expression of emotion are key factors to the success of dialogue systems or conversational agents. However, this problem has not been studied in large-scale conversation generation so far. In this paper, we propose Emotional…

计算与语言 · 计算机科学 2018-06-04 Hao Zhou , Minlie Huang , Tianyang Zhang , Xiaoyan Zhu , Bing Liu

In the Massive Open Online Courses (MOOC) learning scenario, the semantic information of instructional videos has a crucial impact on learners' emotional state. Learners mainly acquire knowledge by watching instructional videos, and the…

多媒体 · 计算机科学 2024-04-12 Yuan Zhang , Xiaomei Tao , Hanxu Ai , Tao Chen , Yanling Gan

Emotion recognition has become an important field of research in Human Computer Interactions as we improve upon the techniques for modelling the various aspects of behaviour. With the advancement of technology our understanding of emotions…

人工智能 · 计算机科学 2019-11-11 Samarth Tripathi , Sarthak Tripathi , Homayoon Beigi

Recent advances in conversational AI have demonstrated impressive capabilities in single-turn responses, yet multi-turn dialogues remain challenging for even the most sophisticated language models. Current dialogue datasets are limited in…

计算与语言 · 计算机科学 2025-05-27 Alkis Koudounas , Moreno La Quatra , Elena Baralis

Emotion recognition has the potential to play a pivotal role in enhancing human-computer interaction by enabling systems to accurately interpret and respond to human affect. Yet, capturing emotions in face-to-face contexts remains…

Classifying group-level emotions is a challenging task due to complexity of video, in which not only visual, but also audio information should be taken into consideration. Existing works on multimodal emotion recognition are using bulky…

计算机视觉与模式识别 · 计算机科学 2021-11-12 Lev Evtodienko

Automatic emotion recognition is a challenging task. In this paper, we present our effort for the audio-video based sub-challenge of the Emotion Recognition in the Wild (EmotiW) 2018 challenge, which requires participants to assign a single…

计算机视觉与模式识别 · 计算机科学 2018-09-18 Zheng Lian , Ya Li , Jianhua Tao , Jian Huang