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In the domain of video surveillance, describing the behavior of each individual within the video is becoming increasingly essential, especially in complex scenarios with multiple individuals present. This is because describing each…

Computer Vision and Pattern Recognition · Computer Science 2023-10-05 Lingru Zhou , Yiqi Gao , Manqing Zhang , Peng Wu , Peng Wang , Yanning Zhang

Content analysis breaks down complex and unstructured texts into theory-informed numerical categories. Particularly, in social science, this process usually relies on multiple rounds of manual annotation, domain expert discussion, and…

Artificial Intelligence · Computer Science 2026-02-12 Chengshuai Zhao , Zhen Tan , Chau-Wai Wong , Xinyan Zhao , Tianlong Chen , Huan Liu

Multimodal sentiment analysis (MSA) aims to understand human emotions by integrating information from multiple modalities, such as text, audio, and visual data. However, existing methods often suffer from spurious correlations both within…

Machine Learning · Computer Science 2026-05-21 Menghua Jiang , Yuxia Lin , Baoliang Chen , Haifeng Hu , Yuncheng Jiang , Sijie Mai

This paper presents an overview of the Recognize the Unseen: Unusual Behavior Recognition from Pose Data Challenge, hosted at ISAS 2025. The challenge aims to address the critical need for automated recognition of unusual behaviors in…

Computer Vision and Pattern Recognition · Computer Science 2026-01-27 Christina Garcia , Nhat Tan Le , Taihei Fujioka , Umang Dobhal , Milyun Ni'ma Shoumi , Thanh Nha Nguyen , Sozo Inoue

Crowd counting is gaining societal relevance, particularly in domains of Urban Planning, Crowd Management, and Public Safety. This paper introduces Fourier-guided attention (FGA), a novel attention mechanism for crowd count estimation…

Computer Vision and Pattern Recognition · Computer Science 2024-07-09 Yashwardhan Chaudhuri , Ankit Kumar , Arun Balaji Buduru , Adel Alshamrani

The advancement of safety-critical research in driving behavior in ADAS-equipped vehicles require real-world datasets that not only include diverse traffic scenarios but also capture high-risk edge cases such as near-miss events and system…

Computer Vision and Pattern Recognition · Computer Science 2025-12-22 Shaoyan Zhai , Mohamed Abdel-Aty , Chenzhu Wang , Rodrigo Vena Garcia

Action quality assessment (AQA) has become an emerging topic since it can be extensively applied in numerous scenarios. However, most existing methods and datasets focus on single-person short-sequence scenes, hindering the application of…

Computer Vision and Pattern Recognition · Computer Science 2024-04-09 Shiyi Zhang , Wenxun Dai , Sujia Wang , Xiangwei Shen , Jiwen Lu , Jie Zhou , Yansong Tang

Individual behavioral engagement is an important indicator of active learning in collaborative settings, encompassing multidimensional behaviors mediated through various interaction modes. Little existing work has explored the use of…

Social and Information Networks · Computer Science 2023-12-15 Shihui Feng , Lixiang Yan , Linxuan Zhao , Roberto Martinez Maldonado , Dragan Gašević

When humans navigate a crowed space such as a university campus or the sidewalks of a busy street, they follow common sense rules based on social etiquette. In this paper, we argue that in order to enable the design of new algorithms that…

Computer Vision and Pattern Recognition · Computer Science 2016-01-07 Alexandre Robicquet , Alexandre Alahi , Amir Sadeghian , Bryan Anenberg , John Doherty , Eli Wu , Silvio Savarese

Acoustic sensing has proved effective as a foundation for numerous applications in health and human behavior analysis. In this work, we focus on the problem of detecting in-person social interactions in naturalistic settings from audio…

Sound · Computer Science 2022-03-23 Dawei Liang , Zifan Xu , Yinuo Chen , Rebecca Adaimi , David Harwath , Edison Thomaz

"Read the room" is a significant social reasoning capability in human daily life. Humans can infer others' mental states from subtle social cues. Previous social reasoning tasks and datasets lack complexity (e.g., simple scenes, basic…

Computer Vision and Pattern Recognition · Computer Science 2025-05-08 Lixing Niu , Jiapeng Li , Xingping Yu , Shu Wang , Ruining Feng , Bo Wu , Ping Wei , Yisen Wang , Lifeng Fan

Recent advancements in deep learning, computer vision, and embodied AI have given rise to synthetic causal reasoning video datasets. These datasets facilitate the development of AI algorithms that can reason about physical interactions…

Artificial Intelligence · Computer Science 2021-08-16 Jiafei Duan , Samson Yu Bai Jian , Cheston Tan

This article is on collective phenomena in pedestrian dynamics during the assembling and dispersal phases of gatherings. To date pedestrian dynamics have been primarily studied in the natural and engineering sciences. Pedestrians are…

Physics and Society · Physics 2017-07-05 Anna Sieben , Jette Schumann , Armin Seyfried

Despite the recent advances of the artificial intelligence, building social intelligence remains a challenge. Among social signals, laughter is one of the distinctive expressions that occurs during social interactions between humans. In…

Computation and Language · Computer Science 2024-05-27 Lee Hyun , Kim Sung-Bin , Seungju Han , Youngjae Yu , Tae-Hyun Oh

In order to make spoken dialogue systems (such as Amazon Alexa or Google Assistant) more accessible and naturally interactive for people with cognitive impairments, appropriate data must be obtainable. Recordings of multi-modal spontaneous…

Computation and Language · Computer Science 2020-10-01 Angus Addlesee , Pierre Albert

Home-cage social behaviour analysis of mice is an invaluable tool to assess therapeutic efficacy of neurodegenerative diseases. Despite tremendous efforts made within the research community, single-camera video recordings are mainly used…

Computer Vision and Pattern Recognition · Computer Science 2021-07-07 Zheheng Jiang , Feixiang Zhou , Aite Zhao , Xin Li , Ling Li , Dacheng Tao , Xuelong Li , Huiyu Zhou

Social interactions often emerge from subtle, fine-grained cues such as facial expressions, gaze, and gestures. However, existing methods for social interaction detection overlook such nuanced cues and primarily rely on holistic…

Computer Vision and Pattern Recognition · Computer Science 2026-01-21 Dongkeun Kim , Minsu Cho , Suha Kwak

As global digitization continues to grow, technology becomes more affordable and easier to use, and social media platforms thrive, becoming the new means of spreading information and news. Communities are built around sharing and discussing…

Artificial Intelligence · Computer Science 2023-01-31 Alexandru Petrescu , Ciprian-Octavian Truică , Elena-Simona Apostol , Adrian Paschke

Robots in our daily surroundings are increasing day by day. Their usability and acceptability largely depend on their explicit and implicit interaction capability with fellow human beings. As a result, social behavior is one of the most…

Artificial Intelligence · Computer Science 2025-04-29 Hrishav Bakul Barua , Theint Haythi Mg , Pradip Pramanick , Chayan Sarkar

The degree of concentration, enthusiasm, optimism, and passion displayed by individual(s) while interacting with a machine is referred to as `user engagement'. Engagement comprises of behavioral, cognitive, and affect related cues. To…

Computer Vision and Pattern Recognition · Computer Science 2023-08-21 Monisha Singh , Ximi Hoque , Donghuo Zeng , Yanan Wang , Kazushi Ikeda , Abhinav Dhall