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基于机器视觉的生猪目标提取算法设计与实现

Li Linwei Liu Zhenyu Li Yanhe Yan Xia Yang Pengfei Lu Xiao

山西农业大学学报(自然科学版)2019,Vol.39Issue(5):101-105,5.
山西农业大学学报(自然科学版)2019,Vol.39Issue(5):101-105,5.DOI:10.13842/j.cnki.issn1671-8151.201811036

基于机器视觉的生猪目标提取算法设计与实现

Design and implementation of pig’s target extraction algorithm based on machine vision

Li Linwei 1Liu Zhenyu 1Li Yanhe 2Yan Xia 1Yang Pengfei 1Lu Xiao3

作者信息

  • 1. College o f Inform ation Science and Engineering ,Shanx i A gricultural University ,T aigu 030801 ,China
  • 2. College o f Engineering ,Shanx i A gricultural University ,T aigu 030801 ,China
  • 3. College o f Inform ation Science and Engineering ,Shanx i A gricultural University ,T aigu 030801 ,China
  • 折叠

摘要

Abstract

[Objectives]The study was aimed to accurately and timely obtain the information of the activities of live pigs . [Methods] Based on genetic algorithm and simulated annealing algorithm ,the threshold of OTSU algorithm was calculated , and the number of iterations was reduced using gray histogram .Then the broadcasting mechanism in Python was applied to improve the rate of matrix operation .[Results] The experimental results showed that the threshold calculation time in OTSU algorithm was decreased more than 5% with the error less than 1% with the help of improved genetic algorithm based on sim-ulated annealing algorithm and gray histogram and broadcasting mechanism .[Conclusion] The optimized algorithm can provide a reference for real-time and accurate extraction of pigs'activity status such as their movement and sleep .

关键词

图像分割/生猪/目标提取/算法设计

Key words

Image segmentation/Pig/Object extraction/Algorithmic design

分类

农业科技

引用本文复制引用

Li Linwei,Liu Zhenyu,Li Yanhe,Yan Xia,Yang Pengfei,Lu Xiao..基于机器视觉的生猪目标提取算法设计与实现[J].山西农业大学学报(自然科学版),2019,39(5):101-105,5.

基金项目

国家自然科学基金项目(31772651) (31772651)

山西农业大学科技创新基金项目(2018023) (2018023)

山西农业大学学报(自然科学版)

OA北大核心CSTPCD

1671-8151

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