Human body action recognition method based on a TP-STG framework
The invention discloses a human body action recognition method based on a TP-STG framework, which comprises the following steps: taking video information as input, adding priori knowledge into an SVMclassifier, and providing a posteriori discrimination criterion to remove a non-personnel target; seg...
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Format | Patent |
Language | Chinese English |
Published |
19.03.2019
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Abstract | The invention discloses a human body action recognition method based on a TP-STG framework, which comprises the following steps: taking video information as input, adding priori knowledge into an SVMclassifier, and providing a posteriori discrimination criterion to remove a non-personnel target; segmenting a personnel target through a target positioning and detection algorithm, outputting the personnel target in a target frame and coordinate information mode, and providing input data for human body key point detection; utilizing an improved posture recognition algorithm to carry out body partpositioning and correlation degree analysis so as to extract all human body key point information and form a key point sequence; a space-time graph is constructed on a key point sequence through an action recognition algorithm, the space-time graph is applied to multi-layer space-time graph convolution operation, action classification is carried out through a Softmax classifier, and human body action recognition in a comp |
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AbstractList | The invention discloses a human body action recognition method based on a TP-STG framework, which comprises the following steps: taking video information as input, adding priori knowledge into an SVMclassifier, and providing a posteriori discrimination criterion to remove a non-personnel target; segmenting a personnel target through a target positioning and detection algorithm, outputting the personnel target in a target frame and coordinate information mode, and providing input data for human body key point detection; utilizing an improved posture recognition algorithm to carry out body partpositioning and correlation degree analysis so as to extract all human body key point information and form a key point sequence; a space-time graph is constructed on a key point sequence through an action recognition algorithm, the space-time graph is applied to multi-layer space-time graph convolution operation, action classification is carried out through a Softmax classifier, and human body action recognition in a comp |
Author | GONG FAMING GONG WENJUAN MA YUHUI |
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Discipline | Medicine Chemistry Sciences Physics |
DocumentTitleAlternate | 种基于TP-STG框架的人体动作识别方法 |
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Notes | Application Number: CN201811328308 |
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RelatedCompanies | CHINA UNIVERSITY OF PETROLEUM (EAST CHINA) |
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Snippet | The invention discloses a human body action recognition method based on a TP-STG framework, which comprises the following steps: taking video information as... |
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Title | Human body action recognition method based on a TP-STG framework |
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