智慧遥感制图(iMap)
Intelligent mapping with remote sensing, iMap
- 2021年25卷第2期 页码:527-529
收稿:2021-01-08,
纸质出版:2021-02-07
DOI: 10.11834/jrs.20211010
移动端阅览
收稿:2021-01-08,
纸质出版:2021-02-07
移动端阅览
本文基于地图制图发展趋势,提出智慧遥感制图的概念(iMap)。旨在梳理遥感制图未来的努力方向。iMap应从制图目的灵活性、制图知识可迁移性、数据多源性、多算法集成性和制图系统易用性等方面深入利用大数据和人工智能技术,创新遥感制图理论和技术。
Mapping as a human cognition behavior has experienced four stages: illustrative mapping
surveying and mapping
mapping with remote sensing
and now entering into intelligent mapping age - iMap. In this note
I argue that the next generation iMap needs at least five elements. These include flexible and cross-walkable purpose of mapping cutting across spatio-temporal scales
powerful knowledge transfer that harness digital library and knowledge extracted from the cyberspace
a diverse sources of data including social big data
an ensembled use of multiple algorithms for pattern recognition (i.e.
Earth surface type labelling and target recognition)
and a mapping platform that is easy to use by laypersons.
Agarwal S , Furukawa Y , Snavely N , Simon I , Curless B , Seitz SM , Szeliski R . ( 2011 ) Building Rome in a Day . Communications of the ACM , Vol . 54 , No . 10 , Pages 105 - 112 .
Fu KS, ( 1983 ) A step towards unification of syntactic and statistical pattern-recognition . IEEE Transactions on Pattern Analysis and Machine Intelligence . 5 ( 2 ) : 200 - 205 .
Gong P , Chen B , Li XC , et al . ( 2020 ) Mapping essential urban land use categories in China (EULUC-China): preliminary results for 2018 . Science Bulletin , 65 ( 3 ): 182 - 187 .
Gong P , Howarth PJ , ( 1989) Performance analyses of probabilistic relaxation methods for land-cover classification. Remote Sensing of Environment . 30 ( 1 ): 33 - 42 .
Gong P , Howarth PJ , ( 1992) Frequency-based contextual classification and gray-level vector reduction for land-use identification. Photogrammetric Engineering and Remote Sensing . 58 ( 4 ): 423 - 437 .
Haralick RM , Shanmugam K , Dinstein I , ( 1973) Textural features for image classification. IEEE Transactions on Systems Man and Cybernetics . 3 ( 6 ): 610 - 621 .
Huang H , Wang J , Liu C , et al . ( 2020 ). The migration of training samples towards dynamic global land cover mapping . ISPRS Journal of Photogrammetry and Remote Sensing , 161 , 27 - 36 .
Li CC , Wang J , Wang L , et al . ( 2014 ). Comparison of Classification Algorithms and Training Sample Sizes in Urban Land Classification with Landsat Thematic Mapper Imagery . Remote Sensing . 6 , 964 - 983
Li WJ , Fu HH , Yu L , et al . ( 2016 ). Stacked Autoencoder-based deep learning for remote-sensing image classification: a case study of African land-cover mapping . International Journal of Remote Sensing . 37 ( 23 ): 5632 - 5646
McKeown DM , ( 1984 ). Knowledge-based aerial photo interpretation . Photogrammetria 39 ( 3 ): 91 - 123 .
Nagao M , Matsuyama T , Ikeda Y . ( 1979 ). Region extraction and shape analysis in aerial photographs . Computer Graphics and Image Processing . 10 ( 3 ): 195 - 223 .
Rumelhart DE , Hinton GE and Williams RJ , ( 1986 ). Learning internal representations by error propagation . In Parrall Distributed Processing – Explorations in the Microstructure of Cognition. Edited by D .E . Rumelhart and J . L . McLeland , MIT Press , Cambridge , M . A ., Vol . 1 , pp. 318 - 362 .
Woodcock CE , Strahler AH , ( 1987 ). The factor of scale in remote sensing . Remote Sensing of Environment . 21 , 311 - 332 .
Le Yu , Lu Liang , Jie Wang , Yuanyuan Zhao , et al . ( 2014 ). Meta-discoveries from a synthesis of satellite-based land-cover mapping research , International Journal of Remote Sensing , 35 ( 13 ), 4573 - 4588 .
Gong P , Zhang W , Yu L , Li C C , Wang J , Liang L , Li X C , Ji L Y , Bai Y Q . 2016 . New research paradigm for global land cover mapping . Journal of Remote Sensing , 20 ( 5 ): 1002 - 1016
宫鹏 , 张伟 , 俞乐 , 等 . 2016 . 全球地表覆盖制图研究新范式. 遥感学报 , 20 ( 5 ), 1002 - 1016 ) DOI: 10.11834/jrs.20166138 http://dx.doi.org/10.11834/jrs.20166138
Liu H , Gong P . 2021 . 21st century daily seamless data tube reconstruction and seasonal to annual land cover and land use dynamics . National Remote Sensing Bulletin . 25 ( 1 ): 126 - 147 (刘涵,宫鹏,(2021). 21 世纪逐日无缝数据立方体构建方法及逐年逐季节土地覆盖和土地利用动态制图—中国智慧遥感制图iMap (China) 1 . 0 . 遥感学报 . 25 ( 1 ), 126-147 ) [ DOI: 10.11834/jrs.20210580 http://dx.doi.org/10.11834/jrs.20210580 ]
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