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This paper introduces InternVid, a large-scale video-centric multimodal dataset that enables learning powerful and transferable video-text representations for multimodal understanding and generation. The InternVid dataset contains over 7…

计算机视觉与模式识别 · 计算机科学 2024-01-05 Yi Wang , Yinan He , Yizhuo Li , Kunchang Li , Jiashuo Yu , Xin Ma , Xinhao Li , Guo Chen , Xinyuan Chen , Yaohui Wang , Conghui He , Ping Luo , Ziwei Liu , Yali Wang , Limin Wang , Yu Qiao

Traffic accidents are a leading cause of fatalities and injuries across the globe. Therefore, the ability to anticipate hazardous situations in advance is essential. Automated accident anticipation enables timely intervention through driver…

计算机视觉与模式识别 · 计算机科学 2026-04-20 Vipooshan Vipulananthan , Charith D. Chitraranjan

Video understanding is to recognize and classify different actions or activities appearing in the video. A lot of previous work, such as video captioning, has shown promising performance in producing general video understanding. However, it…

计算机视觉与模式识别 · 计算机科学 2023-11-23 Zijian Kuang , Xinran Tie

The cohesiveness of a group is an essential indicator of the emotional state, structure and success of a group of people. We study the factors that influence the perception of group-level cohesion and propose methods for estimating the…

计算机视觉与模式识别 · 计算机科学 2019-04-09 Shreya Ghosh , Abhinav Dhall , Nicu Sebe , Tom Gedeon

The ever-evolving social media discourse has witnessed an overwhelming use of memes to express opinions or dissent. Besides being misused for spreading malcontent, they are mined by corporations and political parties to glean the public's…

计算机与社会 · 计算机科学 2024-03-18 Shivam Sharma , Ramaneswaran S , Md. Shad Akhtar , Tanmoy Chakraborty

We live in a world filled with never-ending streams of multimodal information. As a more natural recording of the real scenario, long form audio-visual videos are expected as an important bridge for better exploring and understanding the…

多媒体 · 计算机科学 2023-06-19 Wenxuan Hou , Guangyao Li , Yapeng Tian , Di Hu

Multimodal affective computing analyzes user-generated social media content to predict emotional states. However, a critical gap remains in understanding how visual content shapes cognitive interpretations and elicits specific affective…

人工智能 · 计算机科学 2026-04-28 Nastaran Dab , Raziyeh Zall , Mohammadreza Kangavari

Video aesthetic assessment, a vital area in multimedia computing, integrates computer vision with human cognition. Its progress is limited by the lack of standardized datasets and robust models, as the temporal dynamics of video and…

计算机视觉与模式识别 · 计算机科学 2025-11-14 Qianqian Qiao , DanDan Zheng , Yihang Bo , Bao Peng , Heng Huang , Longteng Jiang , Huaye Wang , Jingdong Chen , Jun Zhou , Xin Jin

We present AVID, the first large-scale benchmark for audio-visual inconsistency understanding in videos. While omni-modal large language models excel at temporally aligned tasks such as captioning and question answering, they struggle to…

多媒体 · 计算机科学 2026-04-16 Zixuan Chen , Depeng Wang , Hao Lin , Li Luo , Ke Xu , Ya Guo , Huijia Zhu , Tanfeng Sun , Xinghao Jiang

Human emotion recognition is an active research area in artificial intelligence and has made substantial progress over the past few years. Many recent works mainly focus on facial regions to infer human affection, while the surrounding…

计算机视觉与模式识别 · 计算机科学 2021-11-09 Nhat Le , Khanh Nguyen , Anh Nguyen , Bac Le

Human communication is inherently multimodal and asynchronous. Analyzing human emotions and sentiment is an emerging field of artificial intelligence. We are witnessing an increasing amount of multimodal content in local languages on social…

Recently, multimodal sentiment analysis has seen remarkable advance and a lot of datasets are proposed for its development. In general, current multimodal sentiment analysis datasets usually follow the traditional system of…

计算与语言 · 计算机科学 2021-09-20 Hongxuan Tang , Hao Liu , Xinyan Xiao , Hua Wu

Emotional expressions form a key part of user behavior on today's digital platforms. While multimodal emotion recognition techniques are gaining research attention, there is a lack of deeper understanding on how visual and non-visual…

多媒体 · 计算机科学 2021-07-01 Prasanta Bhattacharya , Raj Kumar Gupta , Yinping Yang

Person identification in the wild is very challenging due to great variation in poses, face quality, clothes, makeup and so on. Traditional research, such as face recognition, person re-identification, and speaker recognition, often focuses…

计算机视觉与模式识别 · 计算机科学 2019-04-23 Yuanliu Liu , Bo Peng , Peipei Shi , He Yan , Yong Zhou , Bing Han , Yi Zheng , Chao Lin , Jianbin Jiang , Yin Fan , Tingwei Gao , Ganwen Wang , Jian Liu , Xiangju Lu , Danming Xie

Human affects are complex paradox and an active research domain in affective computing. Affects are traditionally determined through a self-report based psychometric questionnaire or through facial expression recognition. However, few…

人机交互 · 计算机科学 2021-02-16 Md. Mahbubur Rahman , Akash Poddar , Md. Golam Rabiul Alam , Samrat Kumar Dey

Human image animation involves generating videos from a character photo, allowing user control and unlocking the potential for video and movie production. While recent approaches yield impressive results using high-quality training data,…

计算机视觉与模式识别 · 计算机科学 2024-11-22 Zhenzhi Wang , Yixuan Li , Yanhong Zeng , Youqing Fang , Yuwei Guo , Wenran Liu , Jing Tan , Kai Chen , Tianfan Xue , Bo Dai , Dahua Lin

Automatic understanding of human affect using visual signals is a problem that has attracted significant interest over the past 20 years. However, human emotional states are quite complex. To appraise such states displayed in real-world…

计算机视觉与模式识别 · 计算机科学 2019-12-17 Dimitrios Kollias , Stefanos Zafeiriou

Affective computing plays a key role in human-computer interactions, entertainment, teaching, safe driving, and multimedia integration. Major breakthroughs have been made recently in the areas of affective computing (i.e., emotion…

Emotion recognition and sentiment analysis are pivotal tasks in speech and language processing, particularly in real-world scenarios involving multi-party, conversational data. This paper presents a multimodal approach to tackle these…

计算机视觉与模式识别 · 计算机科学 2025-03-11 Aref Farhadipour , Hossein Ranjbar , Masoumeh Chapariniya , Teodora Vukovic , Sarah Ebling , Volker Dellwo

Human affective recognition is an important factor in human-computer interaction. However, the method development with in-the-wild data is not yet accurate enough for practical usage. In this paper, we introduce the affective recognition…

计算机视觉与模式识别 · 计算机科学 2020-10-05 Sachihiro Youoku , Yuushi Toyoda , Takahisa Yamamoto , Junya Saito , Ryosuke Kawamura , Xiaoyu Mi , Kentaro Murase