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Knowing Your Dog Breed: Identifying a Dog Breed with Deep Learning
Punyanuch Borwarnginn; Worapan Kusakunniran; Sarattha Karnjanapreechakorn; Kittikhun Thongkanchorn
Source PublicationInternational Journal of Automation and Computing
ISSN1476-8186
2021
Volume18Issue:1Pages:45-54
AbstractDog 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.
KeywordComputer vision deep learning dog breed classification transfer learning image augmentation
DOI10.1007/s11633-020-1261-0
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Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/42453
Collection学术期刊_International Journal of Automation and Computing
AffiliationFaculty of Information and Communication Technology, Mahidol University, Nakhon Pathom 73170, Thailand
Recommended Citation
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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