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Active learning and novel model calibration measurements for automated visual inspection in manufacturing

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Bibliographic Details
Main Authors: Jože M., Rožanec, Luka, Bizjak, Elena, Trajkova
Format: Book
Language:English
Published: Springer 2023
Subjects:
Active learning
automated visual inspection
Online Access:https://link.springer.com/article/10.1007/s10845-023-02098-0
https://dlib.phenikaa-uni.edu.vn/handle/PNK/8432
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spelling oai:localhost:PNK-84322023-05-11T01:33:18Z Active learning and novel model calibration measurements for automated visual inspection in manufacturing Jože M., Rožanec Luka, Bizjak Elena, Trajkova Active learning automated visual inspection CC BY Quality control is a crucial activity performed by manufacturing enterprises to ensure that their products meet quality standards and avoid potential damage to the brand’s reputation. The decreased cost of sensors and connectivity enabled increasing digitalization of manufacturing. In addition, artificial intelligence enables higher degrees of automation, reducing overall costs and time required for defect inspection. This research compares three active learning approaches, having single and multiple oracles, to visual inspection. Six new metrics are proposed to assess the quality of calibration without the need for ground truth. Furthermore, this research explores whether existing calibrators can improve performance by leveraging an approximate ground truth to enlarge the calibration set. 2023-05-11T01:33:17Z 2023-05-11T01:33:17Z 2023 Book https://link.springer.com/article/10.1007/s10845-023-02098-0 https://dlib.phenikaa-uni.edu.vn/handle/PNK/8432 en application/pdf Springer
institution Digital Phenikaa
collection Digital Phenikaa
language English
topic Active learning
automated visual inspection
spellingShingle Active learning
automated visual inspection
Jože M., Rožanec
Luka, Bizjak
Elena, Trajkova
Active learning and novel model calibration measurements for automated visual inspection in manufacturing
description CC BY
format Book
author Jože M., Rožanec
Luka, Bizjak
Elena, Trajkova
author_facet Jože M., Rožanec
Luka, Bizjak
Elena, Trajkova
author_sort Jože M., Rožanec
title Active learning and novel model calibration measurements for automated visual inspection in manufacturing
title_short Active learning and novel model calibration measurements for automated visual inspection in manufacturing
title_full Active learning and novel model calibration measurements for automated visual inspection in manufacturing
title_fullStr Active learning and novel model calibration measurements for automated visual inspection in manufacturing
title_full_unstemmed Active learning and novel model calibration measurements for automated visual inspection in manufacturing
title_sort active learning and novel model calibration measurements for automated visual inspection in manufacturing
publisher Springer
publishDate 2023
url https://link.springer.com/article/10.1007/s10845-023-02098-0
https://dlib.phenikaa-uni.edu.vn/handle/PNK/8432
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score 8.881002

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