Large-scale fine-grained bird recognition based on a triplet network and bilinear model
文献类型：期刊论文
| 作者 | Zhao, Zhicheng1,2; Luo, Ze2; Li, Jian2; Wang, Kaihua1,2; Shi, Bingying1,2 |
| 刊名 | Applied sciences-basel
 |
| 出版日期 | 2018-10-01 |
| 卷号 | 8期号:10页码:13 |
| 关键词 | Bird recognition Fine-grained Triplet network Bilinear model Xception |
| ISSN号 | 2076-3417 |
| DOI | 10.3390/app8101906 |
| 通讯作者 | Zhao, zhicheng(zhaozhicheng@cnic.cn) |
| 英文摘要 | The main purpose of fine-grained classification is to distinguish among many subcategories of a single basic category, such as birds or flowers. we propose a model based on a triple network and bilinear methods for fine-grained bird identification. our proposed model can be trained in an end-to-end manner, which effectively increases the inter-class distance of the network extraction features and improves the accuracy of bird recognition. when experimentally tested on 1096 birds in a custom-built dataset and on caltech-ucsd (a public bird dataset), the model achieved an accuracy of 88.91% and 85.58%, respectively. the experimental results confirm the high generalization ability of our model in fine-grained image classification. moreover, our model requires no additional manual annotation information such as object-labeling frames and part-labeling points, which guarantees good versatility and robustness in fine-grained bird recognition. |
| WOS研究方向 | Chemistry ; Materials Science ; Physics |
| WOS类目 | Chemistry, Multidisciplinary ; Materials Science, Multidisciplinary ; Physics, Applied |
| 语种 | 英语 |
| WOS记录号 | WOS:000448653700201 |
| 出版者 | MDPI |
| URI标识 | http://www.irgrid.ac.cn/handle/1471x/2374273 |
| 专题 | 计算机网络信息中心 |
| 通讯作者 | Zhao, Zhicheng |
| 作者单位 | 1.Univ Chinese Acad Sci, Beijing 100049, Peoples R China 2.Chinese Acad Sci, Comp Network Informat Ctr, Beijing 100190, Peoples R China |
| 推荐引用方式 GB/T 7714 | Zhao, Zhicheng,Luo, Ze,Li, Jian,et al. Large-scale fine-grained bird recognition based on a triplet network and bilinear model[J]. Applied sciences-basel,2018,8(10):13. |
| APA | Zhao, Zhicheng,Luo, Ze,Li, Jian,Wang, Kaihua,&Shi, Bingying.(2018).Large-scale fine-grained bird recognition based on a triplet network and bilinear model.Applied sciences-basel,8(10),13. |
| MLA | Zhao, Zhicheng,et al."Large-scale fine-grained bird recognition based on a triplet network and bilinear model".Applied sciences-basel 8.10(2018):13. |
入库方式： iSwitch采集
来源：计算机网络信息中心
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