TY - JOUR
T1 - Phenotypic evaluation of Brown Swiss dairy cattle using images processing
AU - Alatrista Salas, Hugo
AU - Fuentes Navarro, Eduardo Leuman
AU - Apumayta Lopez, Julianna Milagros
AU - Nuñez del Prado Cortéz, Miguel
PY - 2021/3/29
Y1 - 2021/3/29
N2 - Phenotypic evaluation of Brown Swiss cows is a method used in the Peruvian Andean Region to identify and select breeding females. Selection is based on their closeness to ideal dairy conformation. This task is perform by a specialists in stock judging. Under this context, the aim of the present study was to demonstrate the feasibility to perform a partial phenotypic evaluation of Brown Swiss cows by overlapping templates through development of a cow detection model and a decision making support system for identification and automatic classification of Brown Swiss cattle. TensorFlow Object Detection API was used to detect the cow in real time. The learning transfer approach was used for training, and MobilNet was selected as a pre-trained architecture. As result a mobile app was developed to determine whether an animal has Brown Swiss breed phenotypic characteristics through an automatic adjustment and calibration of a cow's template.
AB - Phenotypic evaluation of Brown Swiss cows is a method used in the Peruvian Andean Region to identify and select breeding females. Selection is based on their closeness to ideal dairy conformation. This task is perform by a specialists in stock judging. Under this context, the aim of the present study was to demonstrate the feasibility to perform a partial phenotypic evaluation of Brown Swiss cows by overlapping templates through development of a cow detection model and a decision making support system for identification and automatic classification of Brown Swiss cattle. TensorFlow Object Detection API was used to detect the cow in real time. The learning transfer approach was used for training, and MobilNet was selected as a pre-trained architecture. As result a mobile app was developed to determine whether an animal has Brown Swiss breed phenotypic characteristics through an automatic adjustment and calibration of a cow's template.
KW - Object detection
KW - Brown swiss
KW - TensorFlow
KW - MobileNet
KW - Phenotypic
KW - Brown swiss
KW - Mobile net
KW - Object detection
KW - Phenotypic
KW - Tensor flow
UR - http://www.scopus.com/inward/record.url?scp=85103947347&partnerID=8YFLogxK
UR - https://www.mendeley.com/catalogue/df4b8a76-2417-36c6-a2c4-f4e053edfc3f/
U2 - 10.1109/TLA.2020.9398641
DO - 10.1109/TLA.2020.9398641
M3 - Article in a journal
SN - 1548-0992
VL - 18
SP - 1996
EP - 2002
JO - IEEE Latin America Transactions
JF - IEEE Latin America Transactions
IS - 11
M1 - 9398641
ER -