Limiting the Collection of Ground Truth Data for Land Use and Land Cover Maps with Machine Learning Algorithms

Usman Ali; Travis J. Esau; Aitazaz A. Farooque; Qamar U. Zaman; Farhat Abbas; Mathieu F. Bilodeau

doi:10.3390/ijgi11060333

Limiting the Collection of Ground Truth Data for Land Use and Land Cover Maps with Machine Learning Algorithms

Usman Ali, Travis J. Esau, Aitazaz A. Farooque, Qamar U. Zaman, Farhat Abbas, Mathieu F. Bilodeau

Research output: Contribution to journal › Article › peer-review

Original language	English
Article number	333
Journal	ISPRS International Journal of Geo-Information
Volume	11
Issue number	6
DOIs	https://doi.org/10.3390/ijgi11060333
Publication status	Published - Jun 2022

ASJC Scopus Subject Areas

Computers in Earth Sciences
Geography, Planning and Development
Earth and Planetary Sciences (miscellaneous)

Keywords

LULC mapping
ground truth data
machine learning
remote sensing indices
satellite imagery

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

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10.3390/ijgi11060333

Cite this

@article{8a71d3a4bf974677ac88ac5b77f2d0ec,

title = "Limiting the Collection of Ground Truth Data for Land Use and Land Cover Maps with Machine Learning Algorithms",

keywords = "LULC mapping, ground truth data, machine learning, remote sensing indices, satellite imagery",

author = "Usman Ali and Esau, {Travis J.} and Farooque, {Aitazaz A.} and Zaman, {Qamar U.} and Farhat Abbas and Bilodeau, {Mathieu F.}",

note = "Publisher Copyright: {\textcopyright} 2022 by the authors. Licensee MDPI, Basel, Switzerland.",

year = "2022",

month = jun,

doi = "10.3390/ijgi11060333",

language = "English",

volume = "11",

journal = "ISPRS International Journal of Geo-Information",

issn = "2220-9964",

publisher = "MDPI AG",

number = "6",

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TY - JOUR

T1 - Limiting the Collection of Ground Truth Data for Land Use and Land Cover Maps with Machine Learning Algorithms

AU - Ali, Usman

AU - Esau, Travis J.

AU - Farooque, Aitazaz A.

AU - Zaman, Qamar U.

AU - Abbas, Farhat

AU - Bilodeau, Mathieu F.

PY - 2022/6

Y1 - 2022/6

KW - LULC mapping

KW - ground truth data

KW - machine learning

KW - remote sensing indices

KW - satellite imagery

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U2 - 10.3390/ijgi11060333

DO - 10.3390/ijgi11060333

M3 - Article

AN - SCOPUS:85131881535

SN - 2220-9964

VL - 11

JO - ISPRS International Journal of Geo-Information

JF - ISPRS International Journal of Geo-Information

IS - 6

M1 - 333

ER -

Limiting the Collection of Ground Truth Data for Land Use and Land Cover Maps with Machine Learning Algorithms

ASJC Scopus Subject Areas

Keywords

UN SDGs

Access to Document

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