Results 51 to 60 of about 2,738,599 (315)

Human action recognition using weighted pooling

open access: yesIET Computer Vision, 2014
Pooling strategies, such as max pooling and sum pooling, have been widely used to obtain the global representations for action videos. However, these pooling strategies have several disadvantages.
Wen Zhou   +3 more
doaj   +1 more source

Efficient Hybrid Algorithm for Human Action Recognition

open access: yesJournal of Image and Graphics, 2023
Recently, researchers have sought to find the ideal way to recognize human actions through video using artificial intelligence due to the multiplicity of applications that rely on it in many fields.
Mostafa A. Abdelrazik   +2 more
semanticscholar   +1 more source

Context-Aware Cross-Attention for Skeleton-Based Human Action Recognition

open access: yesIEEE Access, 2020
Skeleton-based human action recognition is becoming popular due to its computational efficiency and robustness. Since not all skeleton joints are informative for action recognition, attention mechanisms are adopted to extract informative joints and ...
Yanbo Fan   +4 more
doaj   +1 more source

The THUMOS Challenge on Action Recognition for Videos "in the Wild" [PDF]

open access: yes, 2016
Automatically recognizing and localizing wide ranges of human actions has crucial importance for video understanding. Towards this goal, the THUMOS challenge was introduced in 2013 to serve as a benchmark for action recognition.
Gorban, Alex   +6 more
core   +4 more sources

View Adaptive Neural Networks for High Performance Skeleton-Based Human Action Recognition [PDF]

open access: yesIEEE Transactions on Pattern Analysis and Machine Intelligence, 2018
Skeleton-based human action recognition has recently attracted increasing attention thanks to the accessibility and the popularity of 3D skeleton data. One of the key challenges in action recognition lies in the large variations of action representations
Pengfei Zhang   +5 more
semanticscholar   +1 more source

Improved two-stream model for human action recognition

open access: yesEURASIP Journal on Image and Video Processing, 2020
This paper addresses the recognitions of human actions in videos. Human action recognition can be seen as the automatic labeling of a video according to the actions occurring in it. It has become one of the most challenging and attractive problems in the
Yuxuan Zhao   +4 more
doaj   +1 more source

Human Action Recognition Algorithm Based on Adaptive Initialization of Deep Learning Model Parameters and Support Vector Machine

open access: yesIEEE Access, 2018
Action recognition is a trending topic and key research direction in computer vision, machine learning, artificial intelligence, and other fields. This research seeks to identify human action in image and video data. Its research results have been widely
Feng-Ping An
doaj   +1 more source

NTU RGB+D 120: A Large-Scale Benchmark for 3D Human Activity Understanding

open access: yes, 2019
Research on depth-based human activity analysis achieved outstanding performance and demonstrated the effectiveness of 3D representation for action recognition.
Duan, Ling-Yu   +5 more
core   +1 more source

Review of Human Action Recognition Based on Deep Learning

open access: yesJisuanji kexue yu tansuo, 2021
Human action recognition is one of the important topics in video understanding. It is widely used in video surveillance, human-computer interaction, motion analysis, and video information retrieval.
QIAN Huifang, YI Jianping, FU Yunhu
doaj   +1 more source

Action-Attending Graphic Neural Network

open access: yes, 2017
The motion analysis of human skeletons is crucial for human action recognition, which is one of the most active topics in computer vision. In this paper, we propose a fully end-to-end action-attending graphic neural network (A$^2$GNN) for skeleton-based ...
Cui, Zhen   +5 more
core   +1 more source

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