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相关论文: Generative Emotion Cause Explanation in Multimodal…

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Achieving realistic, vivid, and human-like synthesized conversational gestures conditioned on multi-modal data is still an unsolved problem due to the lack of available datasets, models and standard evaluation metrics. To address this, we…

计算机视觉与模式识别 · 计算机科学 2022-09-21 Haiyang Liu , Zihao Zhu , Naoya Iwamoto , Yichen Peng , Zhengqing Li , You Zhou , Elif Bozkurt , Bo Zheng

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

Empathetic dialogue is a human-like behavior that requires the perception of both affective factors (e.g., emotion status) and cognitive factors (e.g., cause of the emotion). Besides concerning emotion status in early work, the latest…

计算与语言 · 计算机科学 2023-02-24 Yushan Qian , Bo Wang , Ting-En Lin , Yinhe Zheng , Ying Zhu , Dongming Zhao , Yuexian Hou , Yuchuan Wu , Yongbin Li

In this paper, we address the task of utterance level emotion recognition in conversations using commonsense knowledge. We propose COSMIC, a new framework that incorporates different elements of commonsense such as mental states, events,…

计算与语言 · 计算机科学 2020-10-07 Deepanway Ghosal , Navonil Majumder , Alexander Gelbukh , Rada Mihalcea , Soujanya Poria

Emotion cause extraction (ECE), the task aimed at extracting the potential causes behind certain emotions in text, has gained much attention in recent years due to its wide applications. However, it suffers from two shortcomings: 1) the…

计算与语言 · 计算机科学 2019-06-05 Rui Xia , Zixiang Ding

Emotion Recognition in Conversations (ERC) has considerable prospects for developing empathetic machines. For multimodal ERC, it is vital to understand context and fuse modality information in conversations. Recent graph-based fusion…

计算与语言 · 计算机科学 2022-03-07 Dou Hu , Xiaolong Hou , Lingwei Wei , Lianxin Jiang , Yang Mo

Multimodal emotion recognition in conversations (mERC) is an active research topic in natural language processing (NLP), which aims to predict human's emotional states in communications of multiple modalities, e,g., natural language and…

计算与语言 · 计算机科学 2022-07-19 Jinglin Wang , Fang Ma , Yazhou Zhang , Dawei Song

Detecting fake news in large datasets is challenging due to its diversity and complexity, with traditional approaches often focusing on textual features while underutilizing semantic and emotional elements. Current methods also rely heavily…

计算与语言 · 计算机科学 2024-10-22 Xiaoman Xu , Xiangrun Li , Taihang Wang , Ye Jiang

Expressive synthetic speech is essential for many human-computer interaction and audio broadcast scenarios, and thus synthesizing expressive speech has attracted much attention in recent years. Previous methods performed the expressive…

声音 · 计算机科学 2022-01-19 Yi Lei , Shan Yang , Xinsheng Wang , Lei Xie

Emotional expressions are inherently multimodal -- integrating facial behavior, speech, and gaze -- but their automatic recognition is often limited to a single modality, e.g. speech during a phone call. While previous work proposed…

机器学习 · 计算机科学 2022-05-03 Ahmed Abdou , Ekta Sood , Philipp Müller , Andreas Bulling

Technological advancement and its omnipresent connection have pushed humans past the boundaries and limitations of a computer screen, physical state, or geographical location. It has provided a depth of avenues that facilitate…

多媒体 · 计算机科学 2023-11-21 Dayo Samuel Banjo , Connice Trimmingham , Niloofar Yousefi , Nitin Agarwal

The recent advancement of Multimodal Large Language Models (MLLMs) is transforming human-computer interaction (HCI) from surface-level exchanges into more nuanced and emotionally intelligent communication. To realize this shift, emotion…

人工智能 · 计算机科学 2026-01-06 Hyeongseop Rha , Jeong Hun Yeo , Yeonju Kim , Yong Man Ro

While sentiment and emotion analysis have been studied extensively, the relationship between sarcasm and emotion has largely remained unexplored. A sarcastic expression may have a variety of underlying emotions. For example, "I love being…

计算与语言 · 计算机科学 2022-06-07 Anupama Ray , Shubham Mishra , Apoorva Nunna , Pushpak Bhattacharyya

Emotion-cause pair extraction (ECPE) is an emerging task in emotion cause analysis, which extracts potential emotion-cause pairs from an emotional document. Most recent studies use end-to-end methods to tackle the ECPE task. However, these…

计算与语言 · 计算机科学 2022-09-19 Changzhi Zhou , Dandan Song , Jing Xu , Zhijing Wu

Emotion and Intent Joint Understanding in Multimodal Conversation (MC-EIU) aims to decode the semantic information manifested in a multimodal conversational history, while inferring the emotions and intents simultaneously for the current…

计算与语言 · 计算机科学 2024-07-08 Rui Liu , Haolin Zuo , Zheng Lian , Xiaofen Xing , Björn W. Schuller , Haizhou Li

This paper proposes a system capable of recognizing a speaker's utterance-level emotion through multimodal cues in a video. The system seamlessly integrates multiple AI models to first extract and pre-process multimodal information from the…

人机交互 · 计算机科学 2023-08-29 Sun-Kyung Lee , Jong-Hwan Kim

Memes are a dominant medium for online communication and manipulation because meaning emerges from interactions between embedded text, imagery, and cultural context. Existing meme research is distributed across tasks (hate, misogyny,…

Understanding Affect from video segments has brought researchers from the language, audio and video domains together. Most of the current multimodal research in this area deals with various techniques to fuse the modalities, and mostly…

计算与语言 · 计算机科学 2018-06-11 Saurav Sahay , Shachi H Kumar , Rui Xia , Jonathan Huang , Lama Nachman

We present CEMA: Causal Explanations in Multi-Agent systems; a framework for creating causal natural language explanations of an agent's decisions in dynamic sequential multi-agent systems to build more trustworthy autonomous agents. Unlike…

人工智能 · 计算机科学 2024-02-15 Balint Gyevnar , Cheng Wang , Christopher G. Lucas , Shay B. Cohen , Stefano V. Albrecht

Meme is an interesting word. Internet memes offer unique insights into the changes in our perception of the world, the media and our own lives. If you surf the Internet for long enough, you will see it somewhere on the Internet. With the…

计算机视觉与模式识别 · 计算机科学 2021-12-06 Zhiyuan Liu , Chuanzheng Sun , Yuxin Jiang , Shiqi Jiang , Mei Ming