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Possibility of Early Detection of Bovine Mastitis in Dairy Cows Using Thermal Images Processing

机译:利用热图像处理技术及早发现奶牛乳腺炎的可能性

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Bovine mastitis (BM) is a prevalent condition on dairy farms, affecting both livestock health and reducing profitability. This study investigated the feasibility of diagnosing BM in Holstein dairy cattle using thermography. To increase the detection between healthy cattle and unhealthy one and to better compare the results from thermal images, a number of parameters including somatic cell count (SCC) and California mastitis test (CMT) were adopted. The result of non-parametric Spearman's Rho test showed that there was aninverse correlation (R=-0.97) between SSC factor and milk production records. Bovine Mastitis diagnosis results obtained from processing thermal images showed that the average temperature difference between unhealthy and healthy tissues was 0.44 ?C. The detection accuracy of this method was 57.3%. The results from processing the thermal images showed that the thermal imaging camera was able to detect small temperature difference on the skin sometimes due to the effects of factors, such as non-uniform light irradiation and the presence or absence of hair or skin lesions on udder surface, which are not necessarily the studied factors. Therefore, it is suggested that parameters such as udder’s touching to groin, hair on udder, reduced light effect and skin lesions in order to improve the precision in the thermographic diagnosis of BM also be controlled future studies.
机译:牛乳腺炎(BM)在奶牛场很普遍,会影响牲畜健康并降低利润。这项研究调查了使用热像仪诊断荷斯坦奶牛中的BM的可行性。为了增加健康牛和不健康牛之间的检测率并更好地比较热图像的结果,采用了许多参数,包括体细胞计数(SCC)和加利福尼亚乳腺炎测试(CMT)。非参数Spearman的Rho检验结果表明,SSC因子与牛奶产量记录之间存在反相关(R = -0.97)。通过处理热图像获得的牛乳腺炎诊断结果表明,不健康组织和健康组织之间的平均温度差为0.44°C。该方法的检测精度为57.3%。处理热图像的结果表明,有时由于不均匀的光照射以及乳房上是否存在毛发或皮肤损伤等因素的影响,热成像摄像机有时能够检测到皮肤上的微小温差。表面,这不一定是研究因素。因此,建议将诸如乳腺接触腹股沟,乳房上的头发,减少的光效应和皮肤损伤等参数以提高BM热成像诊断的精确度作为未来的研究对象。

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