Accurate detection method of pig's temperature based on non‐point source thermal infrared image
Abstract Body temperature measurement is a very important task in the sow breeding process. The authors used an infrared camera to detect the temperature of the body surface of the sows, relying on calculating the average of the infrared image temperature in the ear root region. Based on the graysca...
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Online Access: | https://doi.org/10.1049/cit2.12017 |
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doaj-b71eae8d2e0c46b2a076d1cf09e9a22b2021-08-14T11:33:04ZengWileyCAAI Transactions on Intelligence Technology2468-23222021-09-016331232310.1049/cit2.12017Accurate detection method of pig's temperature based on non‐point source thermal infrared imageZaiqin Zhang0Hao Wang1Tonghai Liu2Yueqiang Wang3Hang Zhang4Feiyan Yuan5Xue Yang6Shunlai Xu7Yuhuan Meng8Chongqing Academy of Animal Sciences Scientific Observation and Experiment Station of Livestock Equipment Engineering in Southwest for Ministry of Agriculture and Rural Affairs Chongqing402460 ChinaChongqing Academy of Animal Sciences Scientific Observation and Experiment Station of Livestock Equipment Engineering in Southwest for Ministry of Agriculture and Rural Affairs Chongqing402460 ChinaCollege of Computer and Information Engineering Tianjin Agricultural University Tianjin300384 ChinaDepartment of Scientific Research Tianjin Agricultural University Tianjin300384 ChinaCollege of Computer and Information Engineering Tianjin Agricultural University Tianjin300384 ChinaCollege of Computer and Information Engineering Tianjin Agricultural University Tianjin300384 ChinaCollege of Computer and Information Engineering Tianjin Agricultural University Tianjin300384 ChinaChongqing Academy of Animal Sciences Scientific Observation and Experiment Station of Livestock Equipment Engineering in Southwest for Ministry of Agriculture and Rural Affairs Chongqing402460 ChinaDepartment of Scientific Research Tianjin Agricultural University Tianjin300384 ChinaAbstract Body temperature measurement is a very important task in the sow breeding process. The authors used an infrared camera to detect the temperature of the body surface of the sows, relying on calculating the average of the infrared image temperature in the ear root region. Based on the grayscale value of the target image of the infrared image and the corresponding temperature value of 180 infrared images, a G‐T (Gray‐Temperature) model was established by linear least squares method, which achieved temperature inversion of each pixel of the target pig. For the different growth stages and different breeds of sows, the R‐square of the all established models is greater than 0.95. The average relative error of the model inversion of the body temperature was only 0.076977%. This means that the body temperature of the sows could be detected without relying on the software. Based on the G‐T model, the authors design a kind of sow's ear root recognition and body surface temperature detection algorithm for different sow population scenarios.https://doi.org/10.1049/cit2.12017 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Zaiqin Zhang Hao Wang Tonghai Liu Yueqiang Wang Hang Zhang Feiyan Yuan Xue Yang Shunlai Xu Yuhuan Meng |
spellingShingle |
Zaiqin Zhang Hao Wang Tonghai Liu Yueqiang Wang Hang Zhang Feiyan Yuan Xue Yang Shunlai Xu Yuhuan Meng Accurate detection method of pig's temperature based on non‐point source thermal infrared image CAAI Transactions on Intelligence Technology |
author_facet |
Zaiqin Zhang Hao Wang Tonghai Liu Yueqiang Wang Hang Zhang Feiyan Yuan Xue Yang Shunlai Xu Yuhuan Meng |
author_sort |
Zaiqin Zhang |
title |
Accurate detection method of pig's temperature based on non‐point source thermal infrared image |
title_short |
Accurate detection method of pig's temperature based on non‐point source thermal infrared image |
title_full |
Accurate detection method of pig's temperature based on non‐point source thermal infrared image |
title_fullStr |
Accurate detection method of pig's temperature based on non‐point source thermal infrared image |
title_full_unstemmed |
Accurate detection method of pig's temperature based on non‐point source thermal infrared image |
title_sort |
accurate detection method of pig's temperature based on non‐point source thermal infrared image |
publisher |
Wiley |
series |
CAAI Transactions on Intelligence Technology |
issn |
2468-2322 |
publishDate |
2021-09-01 |
description |
Abstract Body temperature measurement is a very important task in the sow breeding process. The authors used an infrared camera to detect the temperature of the body surface of the sows, relying on calculating the average of the infrared image temperature in the ear root region. Based on the grayscale value of the target image of the infrared image and the corresponding temperature value of 180 infrared images, a G‐T (Gray‐Temperature) model was established by linear least squares method, which achieved temperature inversion of each pixel of the target pig. For the different growth stages and different breeds of sows, the R‐square of the all established models is greater than 0.95. The average relative error of the model inversion of the body temperature was only 0.076977%. This means that the body temperature of the sows could be detected without relying on the software. Based on the G‐T model, the authors design a kind of sow's ear root recognition and body surface temperature detection algorithm for different sow population scenarios. |
url |
https://doi.org/10.1049/cit2.12017 |
work_keys_str_mv |
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1721207570965725184 |