Floating Raft Aquaculture Area Automatic Extraction Based on Fully Convolutional Network

doi:10.2112/SI90-011.1

	Floating Raft Aquaculture Area Automatic Extraction Based on Fully Convolutional Network
	Cui, Bin-Ge 1; Zhong, Yong 1; Fei, Dong 1; Zhang, Yong-Hui 1; Liu, Rong-Jie 2; Chu, Jia-Lan 3; Zhao, Jian-Hua 3
刊名	JOURNAL OF COASTAL RESEARCH
	2019-06
页码	86-94
关键词	Floating raft aquaculture feature extraction fully convolution network remote sensing image
ISSN号	0749-0208
DOI	10.2112/SI90-011.1
英文摘要	In the extraction of floating raft aquaculture areas from remote sensing images, the method of visual interpretation is time-consuming and laborious, and the traditional machine learning method has poor generalization ability and fitting ability for remote sensing data. To overcome these two problems, this paper proposes a method based on using a fully convolutional neural network to automatically extract floating raft aquaculture areas. The proposed method uses multiple convolution layers, pooling layers and nonlinear ReLU functions to extract nonlinear and invariant deep features of floating raft aquaculture areas, which effectively improves the accuracy of recognizing floating raft aquaculture areas. At the same time, L2 regularization and dropout strategies are added to the neural network model to avoid overfitting. The offshore area of Lianyungang in China was selected as the research region of the floating raft aquaculture. The experimental results show that the proposed method area in this paper effectively identifies and extracts the aquaculture areas.
资助项目	National key R&D Program of China[2017YFC1405600]
WOS关键词	CLASSIFICATION ; GIS
WOS研究方向	Environmental Sciences & Ecology ; Physical Geography ; Geology
语种	英语
出版者	COASTAL EDUCATION & RESEARCH FOUNDATION
WOS记录号	WOS:000485714500012
内容类型	期刊论文
源URL	[http://ir.fio.com.cn:8080/handle/2SI8HI0U/30192]
专题	自然资源部第一海洋研究所
通讯作者	Chu, Jia-Lan
作者单位	1.Shandong Univ Sci & Technol, Coll Comp Sci & Engn, Qingdao, Shandong, Peoples R China 2.Minist Natl Resource, Inst Oceanog 1, Qingdao, Shandong, Peoples R China 3.Natl Marine Environm Monitoring Ctr, Dalian, Peoples R China
推荐引用方式 GB/T 7714	Cui, Bin-Ge,Zhong, Yong,Fei, Dong,et al. Floating Raft Aquaculture Area Automatic Extraction Based on Fully Convolutional Network[J]. JOURNAL OF COASTAL RESEARCH,2019:86-94.
APA	Cui, Bin-Ge.,Zhong, Yong.,Fei, Dong.,Zhang, Yong-Hui.,Liu, Rong-Jie.,...&Zhao, Jian-Hua.(2019).Floating Raft Aquaculture Area Automatic Extraction Based on Fully Convolutional Network.JOURNAL OF COASTAL RESEARCH,86-94.
MLA	Cui, Bin-Ge,et al."Floating Raft Aquaculture Area Automatic Extraction Based on Fully Convolutional Network".JOURNAL OF COASTAL RESEARCH (2019):86-94.