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Skeleton-based temporal action segmentation is a fundamental yet challenging task, playing a crucial role in enabling intelligent systems to perceive and respond to human activities. While fully-supervised methods achieve satisfactory…

计算机视觉与模式识别 · 计算机科学 2026-03-09 Hongsong Wang , Yiqin Shen , Pengbo Yan , Jie Gui

For pursuing accurate skeleton-based action recognition, most prior methods use the strategy of combining Graph Convolution Networks (GCNs) with attention-based methods in a serial way. However, they regard the human skeleton as a complete…

计算机视觉与模式识别 · 计算机科学 2023-01-30 Chen Pang , Xuequan Lu , Lei Lyu

Modeling relation between actors is important for recognizing group activity in a multi-person scene. This paper aims at learning discriminative relation between actors efficiently using deep models. To this end, we propose to build a…

计算机视觉与模式识别 · 计算机科学 2019-04-24 Jianchao Wu , Limin Wang , Li Wang , Jie Guo , Gangshan Wu

Online continuous action recognition has emerged as a critical research area due to its practical implications in real-world applications, such as human-computer interaction, healthcare, and robotics. Among various modalities,…

计算机视觉与模式识别 · 计算机科学 2025-02-24 Rim Slama , Wael Rabah , Hazem Wannous

Unified video and action prediction models hold great potential for robotic manipulation, as future observations offer contextual cues for planning, while actions reveal how interactions shape the environment. However, most existing…

机器人学 · 计算机科学 2025-12-08 Yijie Zhu , Rui Shao , Ziyang Liu , Jie He , Jizhihui Liu , Jiuru Wang , Zitong Yu

The aim of this research is to recognize human actions performed on stage to aid visually impaired and blind individuals. To achieve this, we have created a theatre human action recognition system that uses skeleton data captured by depth…

计算机视觉与模式识别 · 计算机科学 2023-06-29 Leyla Benhamida , Slimane Larabi

In visual surveillance systems, it is necessary to recognize the behavior of people handling objects such as a phone, a cup, or a plastic bag. In this paper, to address this problem, we propose a new framework for recognizing object-related…

计算机视觉与模式识别 · 计算机科学 2023-12-29 Sunoh Kim , Kimin Yun , Jongyoul Park , Jin Young Choi

The task of Group Activity Recognition (GAR) aims to predict the activity category of the group by learning the actor spatial-temporal interaction relation in the group. Therefore, an effective actor relation learning method is crucial for…

计算机视觉与模式识别 · 计算机科学 2023-04-19 Guoliang Xu , Jianqin Yin

Person-person mutual action recognition (also referred to as interaction recognition) is an important research branch of human activity analysis. Current solutions in the field -- mainly dominated by CNNs, GCNs and LSTMs -- often consist of…

计算机视觉与模式识别 · 计算机科学 2021-01-08 Mauricio Perez , Jun Liu , Alex C. Kot

In recent years, few-shot action recognition has achieved remarkable performance through spatio-temporal relation modeling. Although a wide range of spatial and temporal alignment modules have been proposed, they primarily address spatial…

计算机视觉与模式识别 · 计算机科学 2024-11-19 Hanyu Guo , Wanchuan Yu , Suzhou Que , Kaiwen Du , Yan Yan , Hanzi Wang

Due to the fast processing-speed and robustness it can achieve, skeleton-based action recognition has recently received the attention of the computer vision community. The recent Convolutional Neural Network (CNN)-based methods have shown…

计算机视觉与模式识别 · 计算机科学 2021-11-23 Han Chen , Yifan Jiang , Hanseok Ko

Human gait is one of important biometric characteristics for human identification at a distance. In practice, occlusion usually occurs and seriously affects accuracy of gait recognition. However, there is no available database to support…

计算机视觉与模式识别 · 计算机科学 2021-07-20 Na Li , Xinbo Zhao

{Recognizing human interactions is essential for social robots as it enables them to navigate safely and naturally in shared environments. Conventional robotic systems however often focus on obstacle avoidance, neglecting social cues…

机器人学 · 计算机科学 2025-10-20 Thanh Long Nguyen , Duc Phu Nguyen , Thanh Thao Ton Nu , Quan Le , Thuan Hoang Tran , Manh Duong Phung

Digital humans are emerging as autonomous agents in multiparty interactions, yet existing evaluation metrics largely ignore contextual coordination dynamics. We introduce a unified, intervention-driven framework for objective assessment of…

人机交互 · 计算机科学 2025-08-18 Ojas Shirekar , Wim Pouw , Chenxu Hao , Vrushank Phadnis , Thabo Beeler , Chirag Raman

Studies of human cognition often rely on brief, highly controlled tasks that emphasize group-level effects but poorly capture the rich variability within and between individuals. A suite of minigames built on the novel pixelDOPA platform…

人机交互 · 计算机科学 2026-02-12 Dom CP Marticorena , Zeyu Lu , Chris Wissmann , Yash Agarwal , David Garrison , John M Zempel , Dennis L Barbour

We propose a Generative Adversarial Network (GAN) to forecast 3D human motion given a sequence of past 3D skeleton poses. While recent GANs have shown promising results, they can only forecast plausible motion over relatively short periods…

计算机视觉与模式识别 · 计算机科学 2019-10-30 Alejandro Hernandez Ruiz , Juergen Gall , Francesc Moreno-Noguer

In real-world information-seeking scenarios, users have dynamic and diverse needs, requiring RAG systems to demonstrate adaptable resilience. To comprehensively evaluate the resilience of current RAG methods, we introduce HawkBench, a…

信息检索 · 计算机科学 2025-09-25 Hongjin Qian , Zheng Liu , Chao Gao , Yankai Wang , Defu Lian , Zhicheng Dou

Studies have shown that each person is more inclined to enjoy a group activity when 1) she is interested in the activity, and 2) many friends with the same interest join it as well. Nevertheless, even with the interest and social tightness…

社会与信息网络 · 计算机科学 2015-03-16 Hong-Han Shuai , De-Nian Yang , Philip S. Yu , Ming-Syan Chen

The raising availability of 3D cameras and dramatic improvement of computer vision algorithms in the recent decade, accelerated the research of automatic movement assessment solutions. Such solutions can be implemented at home, using…

计算机视觉与模式识别 · 计算机科学 2020-07-31 Tal Hakim

Action prediction is to recognize the class label of an ongoing activity when only a part of it is observed. In this paper, we focus on online action prediction in streaming 3D skeleton sequences. A dilated convolutional network is…

计算机视觉与模式识别 · 计算机科学 2019-04-04 Jun Liu , Amir Shahroudy , Gang Wang , Ling-Yu Duan , Alex C. Kot