Support system for decision making in the phenotypic Evaluation of brown swiss cattle using image processing and augmented reality
To certify the information coming from the registered animals of different breeds and to guarantee their racial purity and contribute to the genetic improvement, we propose the development of a model based on augmented reality and support decision making for identification and automatic classificati...
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Pontificia Universidad Católica del Perú
2019
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Online Access: | http://hdl.handle.net/20.500.12404/15431 |
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ndltd-PUCP-oai-tesis.pucp.edu.pe-20.500.12404-154312020-11-15T17:25:14Z Support system for decision making in the phenotypic Evaluation of brown swiss cattle using image processing and augmented reality Apumayta Lopez, Julianna Milagros Alatrista Salas, Hugo Nuñez del Prado, Miguel Ganado lechero--Ingeniería genética Genética animal—Biometría Visión por computadoras--Algoritmos Procesamiento de imágenes Realidad aumentada To certify the information coming from the registered animals of different breeds and to guarantee their racial purity and contribute to the genetic improvement, we propose the development of a model based on augmented reality and support decision making 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 pre-trained architecture was selected. MobilNet is an efficient model for mobile applications because it is small in size and fasts. The results were reflected in the development of a mobile app, which was evaluated through the automatic adjustment and calibration of the template on the cow if the animal that was focusing was or was not of the Brown Swiss breed. Trabajo de investigación 2019-11-28T03:11:43Z 2019-11-28T03:11:43Z 2019 2019-11-27 info:eu-repo/semantics/masterThesis http://hdl.handle.net/20.500.12404/15431 spa info:eu-repo/semantics/restrictedAccess application/pdf Pontificia Universidad Católica del Perú Pontificia Universidad Católica del Perú Repositorio de Tesis - PUCP |
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NDLTD |
language |
Spanish |
format |
Dissertation |
sources |
NDLTD |
topic |
Ganado lechero--Ingeniería genética Genética animal—Biometría Visión por computadoras--Algoritmos Procesamiento de imágenes Realidad aumentada |
spellingShingle |
Ganado lechero--Ingeniería genética Genética animal—Biometría Visión por computadoras--Algoritmos Procesamiento de imágenes Realidad aumentada Apumayta Lopez, Julianna Milagros Support system for decision making in the phenotypic Evaluation of brown swiss cattle using image processing and augmented reality |
description |
To certify the information coming from the registered animals of different breeds and to guarantee their racial purity and contribute to the genetic improvement, we propose the development of a model based on augmented reality and support decision making 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 pre-trained architecture was selected. MobilNet is an efficient model for mobile applications because it is small in size and fasts. The results were reflected in the development of a mobile app, which was evaluated through the automatic adjustment and calibration of the template on the cow if the animal that was focusing was or was not of the Brown Swiss breed. === Trabajo de investigación |
author2 |
Alatrista Salas, Hugo |
author_facet |
Alatrista Salas, Hugo Apumayta Lopez, Julianna Milagros |
author |
Apumayta Lopez, Julianna Milagros |
author_sort |
Apumayta Lopez, Julianna Milagros |
title |
Support system for decision making in the phenotypic Evaluation of brown swiss cattle using image processing and augmented reality |
title_short |
Support system for decision making in the phenotypic Evaluation of brown swiss cattle using image processing and augmented reality |
title_full |
Support system for decision making in the phenotypic Evaluation of brown swiss cattle using image processing and augmented reality |
title_fullStr |
Support system for decision making in the phenotypic Evaluation of brown swiss cattle using image processing and augmented reality |
title_full_unstemmed |
Support system for decision making in the phenotypic Evaluation of brown swiss cattle using image processing and augmented reality |
title_sort |
support system for decision making in the phenotypic evaluation of brown swiss cattle using image processing and augmented reality |
publisher |
Pontificia Universidad Católica del Perú |
publishDate |
2019 |
url |
http://hdl.handle.net/20.500.12404/15431 |
work_keys_str_mv |
AT apumaytalopezjuliannamilagros supportsystemfordecisionmakinginthephenotypicevaluationofbrownswisscattleusingimageprocessingandaugmentedreality |
_version_ |
1719356699838513152 |