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Currently, video behavior recognition is one of the most foundational tasks of computer vision. The 2D neural networks of deep learning are built for recognizing pixel-level information such as images with RGB, RGB-D, or optical flow…

计算机视觉与模式识别 · 计算机科学 2023-05-26 Zihan Wang , Yang Yang , Zhi Liu , Yifan Zheng

Human action understanding is a fundamental and challenging task in computer vision. Although there exists tremendous research on this area, most works focus on action recognition, while action retrieval has received less attention. In this…

计算机视觉与模式识别 · 计算机科学 2024-07-30 Hongsong Wang , Jianhua Zhao , Jie Gui

Human action recognition (HAR) in videos has garnered widespread attention due to the rich information in RGB videos. Nevertheless, existing methods for extracting deep features from RGB videos face challenges such as information…

计算机视觉与模式识别 · 计算机科学 2025-12-04 Mengyuan Liu , Jinfu Liu , Yongkang Jiang , Bin He

Nonlinear photonic sources including semiconductor lasers have recently been utilized as ideal computation elements for information processing. They supply energy-efficient way and rich dynamics for classification and recognition tasks. In…

光学 · 物理学 2023-06-27 T. Wang , C. Jiang , Q. Fang , X. Guo , Y. Zhang , C. Jin , S. Xiang

Despite the notable progress made in action recognition tasks, not much work has been done in action recognition specifically for human-robot interaction. In this paper, we deeply explore the characteristics of the action recognition task…

计算机视觉与模式识别 · 计算机科学 2020-07-03 Ziyang Song , Ziyi Yin , Zejian Yuan , Chong Zhang , Wanchao Chi , Yonggen Ling , Shenghao Zhang

Human action Recognition for unknown views is a challenging task. We propose a view-invariant deep human action recognition framework, which is a novel integration of two important action cues: motion and shape temporal dynamics (STD). The…

计算机视觉与模式识别 · 计算机科学 2020-01-22 Chhavi Dhiman , Dinesh Kumar Vishwakarma

This paper proposes combining spatio-temporal appearance (STA) descriptors with optical flow for human action recognition. The STA descriptors are local histogram-based descriptors of space-time, suitable for building a partial…

计算机视觉与模式识别 · 计算机科学 2013-10-02 Karla Brkić , Srđan Rašić , Axel Pinz , Siniša Šegvić , Zoran Kalafatić

Human-computer interaction (HCI) has been a widely researched area for many years, with continuous advancements in technology leading to the development of new techniques that change the way we interact with computers. With the recent…

人机交互 · 计算机科学 2024-11-08 Kaushik Ranade , Tanmay Khule , Riddhi More

The temporal segmentation of events is an essential task and a precursor for the automatic recognition of human actions in the video. Several attempts have been made to capture frame-level salient aspects through attention but they lack the…

计算机视觉与模式识别 · 计算机科学 2020-05-08 Harshala Gammulle , Simon Denman , Sridha Sridharan , Clinton Fookes

With crimes on the rise all around the world, video surveillance is becoming more important day by day. Due to the lack of human resources to monitor this increasing number of cameras manually new computer vision algorithms to perform lower…

计算机视觉与模式识别 · 计算机科学 2017-09-05 Vandit Gajjar , Ayesha Gurnani , Yash Khandhediya

From just a short glance at a video, we can often tell whether a person's action is intentional or not. Can we train a model to recognize this? We introduce a dataset of in-the-wild videos of unintentional action, as well as a suite of…

计算机视觉与模式识别 · 计算机科学 2019-11-27 Dave Epstein , Boyuan Chen , Carl Vondrick

In this paper, a new video classification methodology is proposed which can be applied in both first and third person videos. The main idea behind the proposed strategy is to capture complementary information of appearance and motion…

计算机视觉与模式识别 · 计算机科学 2022-03-29 Ali Javidani , Ahmad Mahmoudi-Aznaveh

Action recognition is a critical task for social robots to meaningfully engage with their environment. 3D human skeleton-based action recognition is an attractive research area in recent years. Although, the existing approaches are good at…

计算机视觉与模式识别 · 计算机科学 2021-01-01 Hui Feng , Shanshan Wang , Shuzhi Sam Ge

Human action recognition and analysis have great demand and important application significance in video surveillance, video retrieval, and human-computer interaction. The task of human action quality evaluation requires the intelligent…

计算机视觉与模式识别 · 计算机科学 2022-04-21 Shunli Wang , Dingkang Yang , Peng Zhai , Qing Yu , Tao Suo , Zhan Sun , Ka Li , Lihua Zhang

Human activity recognition is an emerging and important area in computer vision which seeks to determine the activity an individual or group of individuals are performing. The applications of this field ranges from generating highlight…

计算机视觉与模式识别 · 计算机科学 2022-08-26 James Wensel , Hayat Ullah , Arslan Munir

Adaptive sampling that exploits the spatiotemporal redundancy in videos is critical for always-on action recognition on wearable devices with limited computing and battery resources. The commonly used fixed sampling strategy is not…

计算机视觉与模式识别 · 计算机科学 2022-07-18 Khoi-Nguyen C. Mac , Minh N. Do , Minh P. Vo

Recognizing human actions is fundamentally a spatio-temporal reasoning problem, and should be, at least to some extent, invariant to the appearance of the human and the objects involved. Motivated by this hypothesis, in this work, we take…

计算机视觉与模式识别 · 计算机科学 2021-11-04 Gorjan Radevski , Marie-Francine Moens , Tinne Tuytelaars

Representation of human actions as a sequence of human body movements or action attributes enables the development of models for human activity recognition and summarization. We present an extension of the low-rank representation (LRR)…

机器学习 · 统计学 2020-07-14 Tong Wu , Prudhvi Gurram , Raghuveer M. Rao , Waheed U. Bajwa

Human video instance segmentation plays an important role in computer understanding of human activities and is widely used in video processing, video surveillance, and human modeling in virtual reality. Most current VIS methods are based on…

计算机视觉与模式识别 · 计算机科学 2022-04-01 Lu Cheng , Mingbo Zhao

Human activity recognition based on the computer vision is the process of labelling image sequences with action labels. Accurate systems for this problem are applied in areas such as visual surveillance, human computer interaction and video…

计算机视觉与模式识别 · 计算机科学 2014-08-15 Jay Prakash Gupta , Pushkar Dixit , Nishant Singh , Vijay Bhaskar Semwal