Knowledge Resource Center for Ecological Environment in Arid Area
| DOI | 10.1016/j.ecoinf.2019.05.005 |
| Columnar cactus recognition in aerial images using a deep learning approach | |
| Lopez-Jimenez, Efren2; Irving Vasquez-Gomez, Juan1,2; Angel Sanchez-Acevedo, Miguel3; Carlos Herrera-Lozada, Juan2; Valeria Uriarte-Arcia, Abril2 | |
| 通讯作者 | Irving Vasquez-Gomez, Juan |
| 来源期刊 | ECOLOGICAL INFORMATICS
 |
| ISSN | 1574-9541 |
| EISSN | 1878-0512 |
| 出版年 | 2019 |
| 卷号 | 52页码:131-138 |
| 英文摘要 | Tehuacan-Cuicatlan Valley is a semi-arid zone in the south of Mexico. It was inscribed in the World Heritage List by the UNESCO in 2018. This unique area has wide biodiversity including several endemic plants. Unfortunately, human activity is constantly affecting the area. A way to preserve a protected area is to carry out autonomous surveillance of the area. A first step to reach this autonomy is to automatically detect and recognize elements in the area. In this work, we present a deep learning based approach for columnar cactus recognition, specifically, the Neobuxbaumia tetetzo species, endemic of the Valley. An image dataset was generated for this study by our research team, containing more than 10,000 image examples. The proposed approach uses this dataset to train a modified LeNet-5 Convolutional Neural Network. Experimental results have shown a high recognition accuracy, 0.95 for the validation set, validating the use of the approach for columnar cactus recognition. |
| 英文关键词 | Deep learning Cactus Arid land Environmental conservation Drones |
| 类型 | Article |
| 语种 | 英语 |
| 国家 | Mexico |
| 收录类别 | SCI-E |
| WOS记录号 | WOS:000472984800014 |
| WOS关键词 | TREE SPECIES CLASSIFICATION ; SHAPE-FEATURES ; UAV ; FORESTS |
| WOS类目 | Ecology |
| WOS研究方向 | Environmental Sciences & Ecology |
| 资源类型 | 期刊论文 |
| 条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/215222 |
| 作者单位 | 1.Consejo Nacl Ciencia & Tecnol CONACYT, Mexico City, DF, Mexico; 2.CIDETEC, IPN, Mexico City, DF, Mexico; 3.Univ Canada UNCA, Teotitlan, Oaxaca, Mexico |
| 推荐引用方式 GB/T 7714 | Lopez-Jimenez, Efren,Irving Vasquez-Gomez, Juan,Angel Sanchez-Acevedo, Miguel,et al. Columnar cactus recognition in aerial images using a deep learning approach[J],2019,52:131-138. |
| APA | Lopez-Jimenez, Efren,Irving Vasquez-Gomez, Juan,Angel Sanchez-Acevedo, Miguel,Carlos Herrera-Lozada, Juan,&Valeria Uriarte-Arcia, Abril.(2019).Columnar cactus recognition in aerial images using a deep learning approach.ECOLOGICAL INFORMATICS,52,131-138. |
| MLA | Lopez-Jimenez, Efren,et al."Columnar cactus recognition in aerial images using a deep learning approach".ECOLOGICAL INFORMATICS 52(2019):131-138. |
| 条目包含的文件 | 条目无相关文件。 | |||||
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