Virtual Reality-Based Visual Interaction: A Framework for Classification of Ethnic Clothing Totem Patterns

From the perspective of visual interaction, this paper examines the ethnic characteristics of visual features clothing and the extraction area of the totem ethnic clothing. We employed a feature extraction approach based on extensive data colour and used a classifier to identify the various totems o...

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Main Authors: W. Sun, J. Yu, Y. Kang, S. Kadry, Y. Nam
Format: Article
Language:English
Published: IEEE 2021-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9446859/
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spelling doaj-4a744561216c4a7683af7c524b012db82021-06-10T23:01:01ZengIEEEIEEE Access2169-35362021-01-019815128152610.1109/ACCESS.2021.30863339446859Virtual Reality-Based Visual Interaction: A Framework for Classification of Ethnic Clothing Totem PatternsW. Sun0J. Yu1https://orcid.org/0000-0003-4542-2306Y. Kang2S. Kadry3https://orcid.org/0000-0002-1939-4842Y. Nam4https://orcid.org/0000-0002-3318-9394School of Film and Media, Sichuan Normal University, Chengdu, ChinaPostdoctoral Research Station, Institute of Ecological Civilization, Chinese Academy of Social Sciences, Beijing, ChinaDepartment of journalism and communication, Hunan University of Technology and Business, Changsha, ChinaFaculty of Applied Computing and Technology, Noroff University College, Kristiansand, NorwayDepartment of Computer Science and Engineering, Soonchunhyang University, Asan, South KoreaFrom the perspective of visual interaction, this paper examines the ethnic characteristics of visual features clothing and the extraction area of the totem ethnic clothing. We employed a feature extraction approach based on extensive data colour and used a classifier to identify the various totems of the ethnic clothing image. We further used PS to extract colour intensities and the DBSCAN algorithm to extract the characteristics of various ethnic colours and examine the phenomenon of judging culture research methods with colour characteristics. With the help of PS, the colour value of multiple images is proposed to provide a scientific and rigorous research method for ethnic minority colour research, improving the efficiency of the DBSCAN clustering algorithm for colour extraction. The obtained results can assist designers to reproduce colour images in their design work. We employed the support vector machine (SVM) to build a classification model to classify and recognize the extracted feature algorithm’s fusion features. The study found that the fusion feature classification and recognition model have higher recognition accuracy. This research lays a good foundation for the information processing of ethnic costumes and contributes to the inheritance and protection of ethnic costume culture.https://ieeexplore.ieee.org/document/9446859/Big data minoritycolour extractionnational costumeperspective interactionvirtual reality
collection DOAJ
language English
format Article
sources DOAJ
author W. Sun
J. Yu
Y. Kang
S. Kadry
Y. Nam
spellingShingle W. Sun
J. Yu
Y. Kang
S. Kadry
Y. Nam
Virtual Reality-Based Visual Interaction: A Framework for Classification of Ethnic Clothing Totem Patterns
IEEE Access
Big data minority
colour extraction
national costume
perspective interaction
virtual reality
author_facet W. Sun
J. Yu
Y. Kang
S. Kadry
Y. Nam
author_sort W. Sun
title Virtual Reality-Based Visual Interaction: A Framework for Classification of Ethnic Clothing Totem Patterns
title_short Virtual Reality-Based Visual Interaction: A Framework for Classification of Ethnic Clothing Totem Patterns
title_full Virtual Reality-Based Visual Interaction: A Framework for Classification of Ethnic Clothing Totem Patterns
title_fullStr Virtual Reality-Based Visual Interaction: A Framework for Classification of Ethnic Clothing Totem Patterns
title_full_unstemmed Virtual Reality-Based Visual Interaction: A Framework for Classification of Ethnic Clothing Totem Patterns
title_sort virtual reality-based visual interaction: a framework for classification of ethnic clothing totem patterns
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2021-01-01
description From the perspective of visual interaction, this paper examines the ethnic characteristics of visual features clothing and the extraction area of the totem ethnic clothing. We employed a feature extraction approach based on extensive data colour and used a classifier to identify the various totems of the ethnic clothing image. We further used PS to extract colour intensities and the DBSCAN algorithm to extract the characteristics of various ethnic colours and examine the phenomenon of judging culture research methods with colour characteristics. With the help of PS, the colour value of multiple images is proposed to provide a scientific and rigorous research method for ethnic minority colour research, improving the efficiency of the DBSCAN clustering algorithm for colour extraction. The obtained results can assist designers to reproduce colour images in their design work. We employed the support vector machine (SVM) to build a classification model to classify and recognize the extracted feature algorithm’s fusion features. The study found that the fusion feature classification and recognition model have higher recognition accuracy. This research lays a good foundation for the information processing of ethnic costumes and contributes to the inheritance and protection of ethnic costume culture.
topic Big data minority
colour extraction
national costume
perspective interaction
virtual reality
url https://ieeexplore.ieee.org/document/9446859/
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AT skadry virtualrealitybasedvisualinteractionaframeworkforclassificationofethnicclothingtotempatterns
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