Cattle detection and counting in UAV images based on convolutional neural networks

For assistance with grazing cattle management, we propose a cattle detection and counting system based on Convolutional Neural Networks (CNNs) using aerial images taken by an Unmanned Aerial Vehicle (UAV). To improve detection performance, we take advantage of the fact that, with UAV images, the app...

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Vydané v:	International journal of remote sensing Ročník 41; číslo 1; s. 31 - 52
Hlavní autori:	Shao, Wen, Kawakami, Rei, Yoshihashi, Ryota, You, Shaodi, Kawase, Hidemichi, Naemura, Takeshi
Médium:	Journal Article
Jazyk:	English
Vydavateľské údaje:	London Taylor & Francis 02.01.2020 Taylor & Francis Ltd
Predmet:	Artificial neural networks Cattle cattle husbandry Detection Image detection Image reconstruction Neural networks Resolution Target detection Three dimensional models Training Unmanned aerial vehicles
ISSN:	0143-1161, 1366-5901, 1366-5901
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