Real-time method for counting unseen stacked objects in mobile

A novel method that automatically counts number of objects piled or stacked to each other in mobile device image is proposed. Distinct from other methods, the proposed method automatically determines the size and shape and detects the template of unknown to-be-counted objects. Such template is then...

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Main Authors: Phawis Thammasorn, Sukitta Boonchu, Aram Kawewong
格式: Conference Proceeding
出版: 2018
在線閱讀:https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84897748147&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/47396
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機構: Chiang Mai University
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spelling th-cmuir.6653943832-473962018-04-25T08:39:33Z Real-time method for counting unseen stacked objects in mobile Phawis Thammasorn Sukitta Boonchu Aram Kawewong A novel method that automatically counts number of objects piled or stacked to each other in mobile device image is proposed. Distinct from other methods, the proposed method automatically determines the size and shape and detects the template of unknown to-be-counted objects. Such template is then used to perform fast template matching all over the input image to count the number of the same objects. The similarity function for determining the detected object has been proposed. The evaluation on speed and accuracy was performed by testing on images of various construction materials captured from on real site by the Android smart phone. The result suggests that the proposed method outperforms all baselines including the recent lattice detection based approach. The computation time is sufficiently fast for real-time use in mobile devices. It can also efficiently deal with the problem of information loss (i.e., lost edges) due to various unpredicted lighting condition. In term of time, the comparison of counting time was also done between the method and human. © 2013 IEEE. 2018-04-25T08:39:33Z 2018-04-25T08:39:33Z 2013-12-01 Conference Proceeding 2-s2.0-84897748147 10.1109/ICIP.2013.6738845 https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84897748147&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/47396
institution Chiang Mai University
building Chiang Mai University Library
country Thailand
collection CMU Intellectual Repository
description A novel method that automatically counts number of objects piled or stacked to each other in mobile device image is proposed. Distinct from other methods, the proposed method automatically determines the size and shape and detects the template of unknown to-be-counted objects. Such template is then used to perform fast template matching all over the input image to count the number of the same objects. The similarity function for determining the detected object has been proposed. The evaluation on speed and accuracy was performed by testing on images of various construction materials captured from on real site by the Android smart phone. The result suggests that the proposed method outperforms all baselines including the recent lattice detection based approach. The computation time is sufficiently fast for real-time use in mobile devices. It can also efficiently deal with the problem of information loss (i.e., lost edges) due to various unpredicted lighting condition. In term of time, the comparison of counting time was also done between the method and human. © 2013 IEEE.
format Conference Proceeding
author Phawis Thammasorn
Sukitta Boonchu
Aram Kawewong
spellingShingle Phawis Thammasorn
Sukitta Boonchu
Aram Kawewong
Real-time method for counting unseen stacked objects in mobile
author_facet Phawis Thammasorn
Sukitta Boonchu
Aram Kawewong
author_sort Phawis Thammasorn
title Real-time method for counting unseen stacked objects in mobile
title_short Real-time method for counting unseen stacked objects in mobile
title_full Real-time method for counting unseen stacked objects in mobile
title_fullStr Real-time method for counting unseen stacked objects in mobile
title_full_unstemmed Real-time method for counting unseen stacked objects in mobile
title_sort real-time method for counting unseen stacked objects in mobile
publishDate 2018
url https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84897748147&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/47396
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