Active learning and novel model calibration measurements for automated visual inspection in manufacturing
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| Định dạng: | Sách |
| Ngôn ngữ: | English |
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Springer
2023
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| Truy cập trực tuyến: | https://link.springer.com/article/10.1007/s10845-023-02098-0 https://dlib.phenikaa-uni.edu.vn/handle/PNK/8432 |
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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 |
| _version_ |
1765626990445985792 |
| score |
8.891787 |