Land cover classification of finer resolution remote sensing data integrating temporal features from time series coarser resolution data
被引:97
作者:
Jia, Kun
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Beijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R ChinaBeijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Jia, Kun
[1
,2
]
Liang, Shunlin
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Beijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R China
Univ Maryland, Dept Geog Sci, College Pk, MD 20742 USABeijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Liang, Shunlin
[1
,2
,3
]
Zhang, Ning
论文数: 0引用数: 0
h-index: 0
机构:
Minist Housing & Urban Rural Dev Peoples Republ C, Ctr Remote Sensing Applicat, Beijing, Peoples R ChinaBeijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Zhang, Ning
[4
]
Wei, Xiangqin
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Beijing 100101, Peoples R ChinaBeijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Wei, Xiangqin
[5
]
Gu, Xingfa
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Beijing 100101, Peoples R ChinaBeijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Gu, Xingfa
[5
]
Zhao, Xiang
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Beijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R ChinaBeijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Zhao, Xiang
[1
,2
]
Yao, Yunjun
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Beijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R ChinaBeijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Yao, Yunjun
[1
,2
]
Xie, Xianhong
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Beijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R ChinaBeijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Xie, Xianhong
[1
,2
]
机构:
[1] Beijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
[2] Beijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R China
[3] Univ Maryland, Dept Geog Sci, College Pk, MD 20742 USA
[4] Minist Housing & Urban Rural Dev Peoples Republ C, Ctr Remote Sensing Applicat, Beijing, Peoples R China
[5] Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Beijing 100101, Peoples R China
Land cover classification of finer resolution remote sensing data is always difficult to acquire high-frequency time series data which contains temporal features for improving classification accuracy. This paper proposed a method of land cover classification with finer resolution remote sensing data integrating temporal features extracted from time series coarser resolution data. The coarser resolution vegetation index data is first fused with finer resolution data to obtain time series finer resolution data. Temporal features are extracted from the fused data and added to improve classification accuracy. The result indicates that temporal features extracted from coarser resolution data have significant effect on improving classification accuracy of finer resolution data, especially for vegetation types. The overall classification accuracy is significantly improved approximately 4% from 90.4% to 94.6% and 89.0% to 93.7% for using Landsat 8 and Landsat 5 data, respectively. The user and producer accuracies for all land cover types have been improved. (C) 2014 International Society for Photogrammetry and Remote Sensing, Inc. (ISPRS) Published by Elsevier B.V. All rights reserved.
机构:
Beijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Beijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R ChinaBeijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Jia, Kun
Liang, Shunlin
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Beijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R China
Univ Maryland, Dept Geog Sci, College Pk, MD 20742 USABeijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Liang, Shunlin
Wei, Xiangqin
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Beijing 100101, Peoples R ChinaBeijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Wei, Xiangqin
Zhang, Lei
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Beijing 100101, Peoples R ChinaBeijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Zhang, Lei
Yao, Yunjun
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Beijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R ChinaBeijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Yao, Yunjun
Gao, Shuai
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Beijing 100101, Peoples R ChinaBeijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
机构:
Beijing Normal Univ, Beijing 100875, Peoples R China
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Beijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R ChinaBeijing Normal Univ, Beijing 100875, Peoples R China
Jia, Kun
Wu, Bingfang
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, Beijing 100875, Peoples R China
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Beijing 100094, Peoples R ChinaBeijing Normal Univ, Beijing 100875, Peoples R China
Wu, Bingfang
Li, Qiangzi
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, Beijing 100875, Peoples R China
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Beijing 100094, Peoples R ChinaBeijing Normal Univ, Beijing 100875, Peoples R China
机构:
Beijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Beijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R ChinaBeijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Jia, Kun
Liang, Shunlin
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Beijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R China
Univ Maryland, Dept Geog Sci, College Pk, MD 20742 USABeijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Liang, Shunlin
Wei, Xiangqin
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Beijing 100101, Peoples R ChinaBeijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Wei, Xiangqin
Zhang, Lei
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Beijing 100101, Peoples R ChinaBeijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Zhang, Lei
Yao, Yunjun
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Beijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R ChinaBeijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Yao, Yunjun
Gao, Shuai
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Beijing 100101, Peoples R ChinaBeijing Normal Univ, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
机构:
Beijing Normal Univ, Beijing 100875, Peoples R China
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Beijing Normal Univ, Coll Global Change & Earth Syst Sci, Beijing 100875, Peoples R ChinaBeijing Normal Univ, Beijing 100875, Peoples R China
Jia, Kun
Wu, Bingfang
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, Beijing 100875, Peoples R China
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Beijing 100094, Peoples R ChinaBeijing Normal Univ, Beijing 100875, Peoples R China
Wu, Bingfang
Li, Qiangzi
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, Beijing 100875, Peoples R China
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, State Key Lab Remote Sensing Sci, Beijing 100875, Peoples R China
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Beijing 100094, Peoples R ChinaBeijing Normal Univ, Beijing 100875, Peoples R China