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Modeling discourse -- the linguistic phenomena that go beyond individual sentences, is a fundamental yet challenging aspect of natural language processing (NLP). However, existing evaluation benchmarks primarily focus on the evaluation of…

计算与语言 · 计算机科学 2023-07-25 Longyue Wang , Zefeng Du , Donghuai Liu , Deng Cai , Dian Yu , Haiyun Jiang , Yan Wang , Leyang Cui , Shuming Shi , Zhaopeng Tu

One of the key communicative competencies is the ability to maintain fluency in monologic speech and the ability to produce sophisticated language to argue a position convincingly. In this paper we aim to predict TED talk-style affective…

计算与语言 · 计算机科学 2021-12-01 Yu Qiao , Sourabh Zanwar , Rishab Bhattacharyya , Daniel Wiechmann , Wei Zhou , Elma Kerz , Ralf Schlüter

Multimodal sentiment analysis enhances conventional sentiment analysis, which traditionally relies solely on text, by incorporating information from different modalities such as images, text, and audio. This paper proposes a novel…

计算机视觉与模式识别 · 计算机科学 2025-03-12 Taoxu Zhao , Meisi Li , Kehao Chen , Liye Wang , Xucheng Zhou , Kunal Chaturvedi , Mukesh Prasad , Ali Anaissi , Ali Braytee

With a surge in the usage of social media postings to express opinions, emotions, and ideologies, there has been a significant shift towards the calibration of social media as a rapid medium of conveying viewpoints and outlooks over the…

计算与语言 · 计算机科学 2023-09-26 Mohammad Kashif , Mohammad Zohair , Saquib Ali

The growing interest in developing corpora of persuasive texts has promoted applications in automated systems, e.g., debating and essay scoring systems; however, there is little prior work mining image persuasiveness from an argumentative…

计算与语言 · 计算机科学 2022-09-15 Zhexiong Liu , Meiqi Guo , Yue Dai , Diane Litman

Although many pretrained models exist for text or images, there have been relatively fewer attempts to train representations specifically for dialog understanding. Prior works usually relied on finetuned representations based on generic…

计算与语言 · 计算机科学 2022-05-04 Bishal Santra , Sumegh Roychowdhury , Aishik Mandal , Vasu Gurram , Atharva Naik , Manish Gupta , Pawan Goyal

We present a joint modeling approach to identify salient discussion points in spoken meetings as well as to label the discourse relations between speaker turns. A variation of our model is also discussed when discourse relations are treated…

计算与语言 · 计算机科学 2017-05-16 Kechen Qin , Lu Wang , Joseph Kim

Speech is the most common way humans express their feelings, and sentiment analysis is the use of tools such as natural language processing and computational algorithms to identify the polarity of these feelings. Even though this field has…

This report describes our model for VATEX Captioning Challenge 2020. First, to gather information from multiple domains, we extract motion, appearance, semantic and audio features. Then we design a feature attention module to attend on…

计算机视觉与模式识别 · 计算机科学 2020-06-08 Ke Lin , Zhuoxin Gan , Liwei Wang

While recent neural encoder-decoder models have shown great promise in modeling open-domain conversations, they often generate dull and generic responses. Unlike past work that has focused on diversifying the output of the decoder at…

计算与语言 · 计算机科学 2017-10-24 Tiancheng Zhao , Ran Zhao , Maxine Eskenazi

Humans possess a unique social cognition capability; nonverbal communication can convey rich social information among agents. In contrast, such crucial social characteristics are mostly missing in the existing scene understanding…

计算机视觉与模式识别 · 计算机科学 2021-04-08 Lifeng Fan , Shuwen Qiu , Zilong Zheng , Tao Gao , Song-Chun Zhu , Yixin Zhu

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

In the last decade, video blogs (vlogs) have become an extremely popular method through which people express sentiment. The ubiquitousness of these videos has increased the importance of multimodal fusion models, which incorporate video and…

计算机视觉与模式识别 · 计算机科学 2018-07-04 Nathaniel Blanchard , Daniel Moreira , Aparna Bharati , Walter J. Scheirer

With the widespread use of intelligent systems, such as smart speakers, addressee recognition has become a concern in human-computer interaction, as more and more people expect such systems to understand complicated social scenes, including…

人工智能 · 计算机科学 2018-09-13 Thao Minh Le , Nobuyuki Shimizu , Takashi Miyazaki , Koichi Shinoda

Because multimodal data contains more modal information, multimodal sentiment analysis has become a recent research hotspot. However, redundant information is easily involved in feature fusion after feature extraction, which has a certain…

计算机视觉与模式识别 · 计算机科学 2023-03-28 Huiru Wang , Xiuhong Li , Zenyu Ren , Dan Yang , chunming Ma

Human affective behavior analysis has received much attention in human-computer interaction (HCI). In this paper, we introduce our submission to the CVPR 2022 Competition on Affective Behavior Analysis in-the-wild (ABAW). To fully exploit…

计算机视觉与模式识别 · 计算机科学 2022-04-19 Wei Zhang , Feng Qiu , Suzhen Wang , Hao Zeng , Zhimeng Zhang , Rudong An , Bowen Ma , Yu Ding

Recognizing emotions during social interactions has many potential applications with the popularization of low-cost mobile sensors, but a challenge remains with the lack of naturalistic affective interaction data. Most existing emotion…

During psychiatric assessment, clinicians observe not only what patients report, but important nonverbal signs such as tone, speech rate, fluency, responsiveness, and body language. Weighing and integrating these different information…

This work presents MAD (Multimodal Affection Dataset), a multimodal emotion dataset designed for affective computing and neurophysiological modeling. MAD is built upon synchronous collection of diverse physiological signals (EEG, ECG, EOG,…

信号处理 · 电气工程与系统科学 2026-03-09 Shengwei Guo , Yunqing Qiao , Wenzhan Zhang , Bo Liu , Yong Wang , Guobing Sun

While there have been significant gains in the field of automated video description, the generalization performance of automated description models to novel domains remains a major barrier to using these systems in the real world. Most…

计算机视觉与模式识别 · 计算机科学 2023-01-16 David M. Chan , Austin Myers , Sudheendra Vijayanarasimhan , David A. Ross , Bryan Seybold , John F. Canny