Results 41 to 50 of about 8,410,900 (380)

Unified Keypoint-Based Action Recognition Framework via Structured Keypoint Pooling [PDF]

open access: yesComputer Vision and Pattern Recognition, 2023
This paper simultaneously addresses three limitations associated with conventional skeleton-based action recognition; skeleton detection and tracking errors, poor variety of the targeted actions, as well as person-wise and framewise action recognition. A
Ryo Hachiuma, Fumiaki Sato, Taiki Sekii
semanticscholar   +1 more source

Video Summarization Using Deep Action Recognition Features and Robust Principal Component Analysis [PDF]

open access: yesJournal of Systemics, Cybernetics and Informatics, 2020
In an instance where desired pre-defined actions, behaviors, or other categories are known a priori, various video classification and recognition models can be trained to discover those classifications and their location within the video.
Daniel M. Claborne   +3 more
doaj  

Follower: A Novel Self-Deployable Action Recognition Framework

open access: yesSensors, 2021
Deep learning technology has improved the performance of vision-based action recognition algorithms, but such methods require a large number of labeled training datasets, resulting in weak universality.
Xu Yang   +5 more
doaj   +1 more source

Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action Recognition

open access: yesComputer Vision and Pattern Recognition, 2018
In skeleton-based action recognition, graph convolutional networks (GCNs), which model the human body skeletons as spatiotemporal graphs, have achieved remarkable performance.
Lei Shi   +3 more
semanticscholar   +1 more source

Tensor Representations for Action Recognition [PDF]

open access: yesIEEE Transactions on Pattern Analysis and Machine Intelligence, 2022
Human actions in video sequences are characterized by the complex interplay between spatial features and their temporal dynamics. In this paper, we propose novel tensor representations for compactly capturing such higher-order relationships between visual features for the task of action recognition.
Piotr Koniusz, Lei Wang, Anoop Cherian
openaire   +3 more sources

I3D-Shufflenet Based Human Action Recognition

open access: yesAlgorithms, 2020
In view of difficulty in application of optical flow based human action recognition due to large amount of calculation, a human action recognition algorithm I3D-shufflenet model is proposed combining the advantages of I3D neural network and lightweight ...
Guocheng Liu   +6 more
doaj   +1 more source

Fusion Object Detection and Action Recognition to Predict Violent Action

open access: yesSensors, 2023
In the context of Shared Autonomous Vehicles, the need to monitor the environment inside the car will be crucial. This article focuses on the application of deep learning algorithms to present a fusion monitoring solution which was three different ...
Nelson R. P. Rodrigues   +6 more
doaj   +1 more source

The Recognition of Action Idea EEG with Deep Learning

open access: yesComplexity, 2022
The recognition in electroencephalogram (EEG) of action idea is to identify what action people want to do by EEG. The significance of this project is to help people who have trouble in movement.
Guoxia Zou
doaj   +1 more source

Unsafe action recognition in underground coal mine based on cross-attention mechanism

open access: yesGong-kuang zidonghua, 2022
The real-time video monitoring and alarming of unsafe actions of coal mine personnel is an important means to improve the level of safety in production. The coal mine underground environment is complex, and the monitoring video quality is poor.
RAO Tianrong, PAN Tao, XU Huijun
doaj   +1 more source

Actional-Structural Graph Convolutional Networks for Skeleton-Based Action Recognition [PDF]

open access: yesComputer Vision and Pattern Recognition, 2019
Action recognition with skeleton data has recently attracted much attention in computer vision. Previous studies are mostly based on fixed skeleton graphs, only capturing local physical dependencies among joints, which may miss implicit joint ...
Maosen Li   +5 more
semanticscholar   +1 more source

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