Retinex-based And Phase Stretch Transformation For Robot Power Equipment Infrared Heat Map Enhancement And Segmentation
In the maintenance of outdoor power equipment, the enhancement and segmentation of infrared heat map is the key to the intelligent development of diagnosis and troubleshooting in the future. This paper presents a new model for enhancement and segmentation of infrared heat map of power equipment in c...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
| Published: |
Tamkang University Press
2022-05-01
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| Series: | Journal of Applied Science and Engineering |
| Subjects: | |
| Online Access: | http://jase.tku.edu.tw/articles/jase-202302-26-2-0009 |
| _version_ | 1818206933517074432 |
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| author | Xiaojing Hu Yanyong Han Rui Yang |
| author_facet | Xiaojing Hu Yanyong Han Rui Yang |
| author_sort | Xiaojing Hu |
| collection | DOAJ |
| description | In the maintenance of outdoor power equipment, the enhancement and segmentation of infrared heat map is the key to the intelligent development of diagnosis and troubleshooting in the future. This paper presents a new model for enhancement and segmentation of infrared heat map of power equipment in complex environment. Retinex image enhancement model is improved by region joint prior information constraint and gamma transform. In this paper, multi-scale structure reserved smoothing filter is proposed, and the filter size is constrained by phase stretch transformation. The new model can not only estimate and compensate the hidden noise, increase the contrast of the infrared heat map, but also eliminate the filtering edge dispersion phenomenon, which is suitable for power equipment segmentation of various sizes. Experimental results show that compared with other algorithms, the new model can obtain more complete and high contrast infrared heat map in complex environment, and has the performance of removing most background interference. |
| first_indexed | 2024-12-12T04:20:54Z |
| format | Article |
| id | doaj.art-28c06fac78d64602b7aface9813744e4 |
| institution | Directory Open Access Journal |
| issn | 2708-9967 2708-9975 |
| language | English |
| last_indexed | 2024-12-12T04:20:54Z |
| publishDate | 2022-05-01 |
| publisher | Tamkang University Press |
| record_format | Article |
| series | Journal of Applied Science and Engineering |
| spelling | doaj.art-28c06fac78d64602b7aface9813744e42022-12-22T00:38:19ZengTamkang University PressJournal of Applied Science and Engineering2708-99672708-99752022-05-0126123524410.6180/jase.202302_26(2).0009Retinex-based And Phase Stretch Transformation For Robot Power Equipment Infrared Heat Map Enhancement And SegmentationXiaojing Hu0Yanyong Han1Rui Yang2School of Mechanical Engineering, Zhengzhou University of Science and Technology, Zhengzhou, 450015 ChinaSchool of Mechanical Engineering, Zhengzhou University of Science and Technology, Zhengzhou, 450015 ChinaSchool of Mechanical Engineering, Zhengzhou University of Science and Technology, Zhengzhou, 450015 ChinaIn the maintenance of outdoor power equipment, the enhancement and segmentation of infrared heat map is the key to the intelligent development of diagnosis and troubleshooting in the future. This paper presents a new model for enhancement and segmentation of infrared heat map of power equipment in complex environment. Retinex image enhancement model is improved by region joint prior information constraint and gamma transform. In this paper, multi-scale structure reserved smoothing filter is proposed, and the filter size is constrained by phase stretch transformation. The new model can not only estimate and compensate the hidden noise, increase the contrast of the infrared heat map, but also eliminate the filtering edge dispersion phenomenon, which is suitable for power equipment segmentation of various sizes. Experimental results show that compared with other algorithms, the new model can obtain more complete and high contrast infrared heat map in complex environment, and has the performance of removing most background interference.http://jase.tku.edu.tw/articles/jase-202302-26-2-0009retinexphase stretch transformationimage enhancementmulti-scale structure reserved smoothing filter |
| spellingShingle | Xiaojing Hu Yanyong Han Rui Yang Retinex-based And Phase Stretch Transformation For Robot Power Equipment Infrared Heat Map Enhancement And Segmentation Journal of Applied Science and Engineering retinex phase stretch transformation image enhancement multi-scale structure reserved smoothing filter |
| title | Retinex-based And Phase Stretch Transformation For Robot Power Equipment Infrared Heat Map Enhancement And Segmentation |
| title_full | Retinex-based And Phase Stretch Transformation For Robot Power Equipment Infrared Heat Map Enhancement And Segmentation |
| title_fullStr | Retinex-based And Phase Stretch Transformation For Robot Power Equipment Infrared Heat Map Enhancement And Segmentation |
| title_full_unstemmed | Retinex-based And Phase Stretch Transformation For Robot Power Equipment Infrared Heat Map Enhancement And Segmentation |
| title_short | Retinex-based And Phase Stretch Transformation For Robot Power Equipment Infrared Heat Map Enhancement And Segmentation |
| title_sort | retinex based and phase stretch transformation for robot power equipment infrared heat map enhancement and segmentation |
| topic | retinex phase stretch transformation image enhancement multi-scale structure reserved smoothing filter |
| url | http://jase.tku.edu.tw/articles/jase-202302-26-2-0009 |
| work_keys_str_mv | AT xiaojinghu retinexbasedandphasestretchtransformationforrobotpowerequipmentinfraredheatmapenhancementandsegmentation AT yanyonghan retinexbasedandphasestretchtransformationforrobotpowerequipmentinfraredheatmapenhancementandsegmentation AT ruiyang retinexbasedandphasestretchtransformationforrobotpowerequipmentinfraredheatmapenhancementandsegmentation |