Relationship between attributes extracted from carcass image: Prediction of carcass tissue characteristics and meat quality of hair sheep lambs

IF 1.6 3区 农林科学 Q2 AGRICULTURE, DAIRY & ANIMAL SCIENCE
Carolina Sarmanho Freitas , Alinne Andrade Pereira , Samanta do Nascimento Monteiro , Gabriel Xavier Serrão , Jonas Carneiro Araújo , Manuela Paula de Mesquita Nunes , Hugo Andrey Santos dos Santos , Thomaz Cyro Guimarães de Carvalho Rodrigues , Jamile Andréa Rodrigues da Silva , Luciara Celi Chaves Daher , André Guimarães Maciel e Silva , Welligton Conceição da Silva , Andréia Santana Bezerra da Silva , José de Brito Lourenço-Júnior
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Abstract

The objective of this work was to propose a methodology for extracting characteristics from shape and texture descriptors of hair lambs carcasses, obtained by digital image processing. Information from 88 cold carcasses of castrated male lambs was divided into three different databases by the views of the images considered and their respective delimitations, with the purpose of evaluating the explanatory quality of these types of captures, as follows: DB1 – “dorsal view database”, aggregating the dorsal view delimitations (dorsal whole carcass + carcass transverse segmentation in dorsal view) with 64 Manifest Variables (MVs) in the IMAGE Latent Variable (LV); DB2 – “sideview database”, with the side view delimitations (sidewhole carcass + carcass transverse segmentation in side view) and 64 MV's in the IMAGE LV; and DB3 – “complete database”, accounting for all dorsal and side delimitations and totaling 128 MV's in IMAGE LV. Regarding the validation of the structural model, referring to the part of the model that evaluates the relationships between the LVs, only the DB1 III and DB3 III models met all the necessary requirements. The PLS-PM was effective in explaining the causal relationships between the variables studied. All models studied obtained sufficient performance to validate the measurement model, with models DB1 and DB2 obtaining better predictive and explanatory performance, with the set of characteristics obtained from the image of the lateral carcass, plus the weight of the cold carcass and the carcass scores, latent variables PRIMAL CUTS and QUALITY.
胴体图像提取属性间的关系:毛羊羔羊胴体组织特征与肉质的预测
本研究的目的是提出一种通过数字图像处理从毛羊尸体的形状和纹理描述符中提取特征的方法。将88头阉割公羔羊冷胴体的信息,根据图像的视角和各自的边界划分到3个不同的数据库中,以评价这3种类型捕获的解释质量:DB1 -“背视图数据库”,将背视图划分(背整胴体+胴体在背视图中的横向分割)聚集在一起,在图像潜变量(LV)中有64个明显变量(Manifest Variables, mv);DB2 -“侧视图数据库”,侧视图划分(侧视图中的侧整胴体+胴体横向分割)和IMAGE LV中的64个 MV;DB3 -“完整的数据库”,包括所有的背侧分隔,在IMAGE LV中总计128 MV。关于结构模型的验证,即模型中评估lv之间关系的部分,只有DB1 III和DB3 III模型满足所有必要的要求。PLS-PM在解释所研究变量之间的因果关系方面是有效的。所有研究的模型都获得了足够的性能来验证测量模型,其中DB1和DB2模型获得了更好的预测和解释性能,从侧面胴体图像中获得了一组特征,加上冷胴体的重量和胴体分数,潜在变量PRIMAL CUTS和QUALITY。
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来源期刊
Small Ruminant Research
Small Ruminant Research 农林科学-奶制品与动物科学
CiteScore
3.10
自引率
11.10%
发文量
210
审稿时长
12.5 weeks
期刊介绍: Small Ruminant Research publishes original, basic and applied research articles, technical notes, and review articles on research relating to goats, sheep, deer, the New World camelids llama, alpaca, vicuna and guanaco, and the Old World camels. Topics covered include nutrition, physiology, anatomy, genetics, microbiology, ethology, product technology, socio-economics, management, sustainability and environment, veterinary medicine and husbandry engineering.
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