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The emotional state of a speaker can be influenced by many different factors in dialogues, such as dialogue scene, dialogue topic, and interlocutor stimulus. The currently available data resources to support such multimodal affective…

计算与语言 · 计算机科学 2022-05-23 Jinming Zhao , Tenggan Zhang , Jingwen Hu , Yuchen Liu , Qin Jin , Xinchao Wang , Haizhou Li

Human beings have rich ways of emotional expressions, including facial action, voice, and natural languages. Due to the diversity and complexity of different individuals, the emotions expressed by various modalities may be semantically…

人工智能 · 计算机科学 2023-02-06 Chuan Zhang , Daoxin Zhang , Ruixiu Zhang , Jiawei Li , Jianke Zhu

Current conversational recommendation systems focus predominantly on text. However, real-world recommendation settings are generally multimodal, causing a significant gap between existing research and practical applications. To address this…

多媒体 · 计算机科学 2025-04-16 Zihan Wang , Xiaocui Yang , Yongkang Liu , Shi Feng , Daling Wang , Yifei Zhang

Dialog systems need to understand dynamic visual scenes in order to have conversations with users about the objects and events around them. Scene-aware dialog systems for real-world applications could be developed by integrating…

The presence of abusive content on social media platforms is undesirable as it severely impedes healthy and safe social media interactions. While automatic abuse detection has been widely explored in textual domain, audio abuse detection…

音频与语音处理 · 电气工程与系统科学 2022-04-06 Rini Sharon , Heet Shah , Debdoot Mukherjee , Vikram Gupta

Natural Language Processing has recently made understanding human interaction easier, leading to improved sentimental analysis and behaviour prediction. However, the choice of words and vocal cues in conversations presents an underexplored…

计算机与社会 · 计算机科学 2022-06-24 Amna Anwar , Eiman Kanjo , Dario Ortega Anderez

Non-verbal behavior is a central challenge in understanding the dynamics of a conversation and the affective states between interlocutors arising from the interaction. Although psychological research has demonstrated that non-verbal…

计算与语言 · 计算机科学 2024-09-24 Marius Funk , Shogo Okada , Elisabeth André

This paper presents our submission to the Expression Classification Challenge of the fifth Affective Behavior Analysis in-the-wild (ABAW) Competition. In our method, multimodal feature combinations extracted by several different pre-trained…

计算机视觉与模式识别 · 计算机科学 2023-03-20 Chuanhe Liu , Xinjie Zhang , Xiaolong Liu , Tenggan Zhang , Liyu Meng , Yuchen Liu , Yuanyuan Deng , Wenqiang Jiang

Meetings are a common activity in professional contexts, and it remains challenging to endow vocal assistants with advanced functionalities to facilitate meeting management. In this context, a task like active speaker detection can provide…

计算机视觉与模式识别 · 计算机科学 2022-06-22 Lionel Pibre , Francisco Madrigal , Cyrille Equoy , Frédéric Lerasle , Thomas Pellegrini , Julien Pinquier , Isabelle Ferrané

How much can we infer about an emotional voice solely from an expressive face? This intriguing question holds great potential for applications such as virtual character dubbing and aiding individuals with expressive language disorders.…

声音 · 计算机科学 2025-02-04 Jiaxin Ye , Boyuan Cao , Hongming Shan

In the past few years, there has been a surge of interest in multi-modal problems, from image captioning to visual question answering and beyond. In this paper, we focus on hate speech detection in multi-modal memes wherein memes pose an…

计算机视觉与模式识别 · 计算机科学 2021-01-01 Abhishek Das , Japsimar Singh Wahi , Siyao Li

Hateful content detection is one of the areas where deep learning can and should make a significant difference. The Hateful Memes Challenge from Facebook helps fulfill such potential by challenging the contestants to detect hateful speech…

机器学习 · 计算机科学 2021-06-23 Yang Li , Zinc Zhang , Hutchin Huang

Despite their widespread adoption, neural conversation models have yet to exhibit natural chat capabilities with humans. In this research, we examine user utterances as causes and generated responses as effects, recognizing that changes in…

计算与语言 · 计算机科学 2023-07-11 Yi-Lin Tuan , Alon Albalak , Wenda Xu , Michael Saxon , Connor Pryor , Lise Getoor , William Yang Wang

Visually-grounded spoken language datasets can enable models to learn cross-modal correspondences with very weak supervision. However, modern audio-visual datasets contain biases that undermine the real-world performance of models trained…

计算与语言 · 计算机科学 2021-10-15 Ian Palmer , Andrew Rouditchenko , Andrei Barbu , Boris Katz , James Glass

Facial action unit detection has emerged as an important task within facial expression analysis, aimed at detecting specific pre-defined, objective facial expressions, such as lip tightening and cheek raising. This paper presents our…

计算机视觉与模式识别 · 计算机科学 2023-04-19 Yufeng Yin , Minh Tran , Di Chang , Xinrui Wang , Mohammad Soleymani

Dialog evaluation is a challenging problem, especially for non task-oriented dialogs where conversational success is not well-defined. We propose to evaluate dialog quality using topic-based metrics that describe the ability of a…

计算与语言 · 计算机科学 2018-01-12 Fenfei Guo , Angeliki Metallinou , Chandra Khatri , Anirudh Raju , Anu Venkatesh , Ashwin Ram

Leveraging an established exercise in negotiation education, we build a novel dataset for studying how the use of language shapes bilateral bargaining. Our dataset extends existing work in two ways: 1) we recruit participants via behavioral…

计算与语言 · 计算机科学 2024-04-17 Mourad Heddaya , Solomon Dworkin , Chenhao Tan , Rob Voigt , Alexander Zentefis

Conversational engagement estimation is posed as a regression problem, entailing the identification of the favorable attention and involvement of the participants in the conversation. This task arises as a crucial pursuit to gain insights…

While multimodal conversation agents are gaining importance in several domains such as retail, travel etc., deep learning research in this area has been limited primarily due to the lack of availability of large-scale, open chatlogs. To…

计算与语言 · 计算机科学 2018-02-01 Amrita Saha , Mitesh Khapra , Karthik Sankaranarayanan

In order to build self-consistent personalized dialogue agents, previous research has mostly focused on textual persona that delivers personal facts or personalities. However, to fully describe the multi-faceted nature of persona, image…

计算与语言 · 计算机科学 2023-05-30 Jaewoo Ahn , Yeda Song , Sangdoo Yun , Gunhee Kim