Knowing Your Dog Breed: Identifying a Dog Breed with Deep Learning

doi:10.1007/s11633-020-1261-0

CASIA OpenIR > 学术期刊 > Machine Intelligence Research

	Knowing Your Dog Breed: Identifying a Dog Breed with Deep Learning
	Punyanuch Borwarnginn; Worapan Kusakunniran; Sarattha Karnjanapreechakorn; Kittikhun Thongkanchorn
发表期刊	International Journal of Automation and Computing
ISSN	1476-8186
	2021
卷号	18 期号:1 页码:45-54
摘要	Dog breed identification is essential for many reasons, particularly for understanding individual breeds′ conditions, health concerns, interaction behavior, and natural instinct. This paper presents a solution for identifying dog breeds using their images of their faces. The proposed method applies a deep learning based approach in order to recognize their breeds. The method begins with a transfer learning by retraining existing pre-trained convolutional neural networks (CNNs) on the public dog breed dataset. Then, the image augmentation with various settings is also applied on the training dataset, in order to improve the classification performance. The proposed method is evaluated using three different CNNs with various augmentation settings and comprehensive experimental comparisons. The proposed model achieves a promising accuracy of 89.92% on the published dataset with 133 dog breeds.
关键词	Computer vision deep learning dog breed classification transfer learning image augmentation
DOI	10.1007/s11633-020-1261-0
引用统计	被引频次：5[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/42453
专题	学术期刊_Machine Intelligence Research
作者单位	Faculty of Information and Communication Technology, Mahidol University, Nakhon Pathom 73170, Thailand
推荐引用方式 GB/T 7714	Punyanuch Borwarnginn,Worapan Kusakunniran,Sarattha Karnjanapreechakorn,et al. Knowing Your Dog Breed: Identifying a Dog Breed with Deep Learning[J]. International Journal of Automation and Computing,2021,18(1):45-54.
APA	Punyanuch Borwarnginn,Worapan Kusakunniran,Sarattha Karnjanapreechakorn,&Kittikhun Thongkanchorn.(2021).Knowing Your Dog Breed: Identifying a Dog Breed with Deep Learning.International Journal of Automation and Computing,18(1),45-54.
MLA	Punyanuch Borwarnginn,et al."Knowing Your Dog Breed: Identifying a Dog Breed with Deep Learning".International Journal of Automation and Computing 18.1(2021):45-54.

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