Knowing Your Dog Breed: Identifying a Dog Breed with Deep Learning
文献类型：期刊论文
| 作者 | Punyanuch Borwarnginn; Worapan Kusakunniran; Sarattha Karnjanapreechakorn; Kittikhun Thongkanchorn |
| 刊名 | International Journal of Automation and Computing
 |
| 出版日期 | 2021 |
| 卷号 | 18期号:1页码:45-54 |
| 关键词 | Computer vision deep learning dog breed classification transfer learning image augmentation |
| ISSN号 | 1476-8186 |
| DOI | 10.1007/s11633-020-1261-0 |
| 英文摘要 | 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. |
| 源URL | [http://ir.ia.ac.cn/handle/173211/42453]  |
| 专题 | 自动化研究所_学术期刊_International Journal of Automation and Computing |
| 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. |
入库方式： OAI收割
来源：自动化研究所
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