Land - Use and Land - Cover Classification Methods: A Review

Salwa Thasveen M.; Shilpa Suresh

doi:10.1109/ICMSS53060.2021.9673623

Land - Use and Land - Cover Classification Methods: A Review

Salwa Thasveen M.
, Shilpa Suresh

Manipal Institute of Technology, Manipal

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

7 Citations (Scopus)

Abstract

The physical cover that present on the earth's surface is referred as land cover. It includes forests, water bodies, grass, asphalt, bare ground etc. The data acquisition of the land cover is mostly done by remote sensing. The acquired data is then categorized into different land covers, by the process of land cover classification. The selection of land cover classification method and its complexity depends upon the landscape under consideration. Various researches are going on the field of land cover classification as its application is spreading in to various areas like disaster management, urban planning, management in various fields like ecology, wild life and so on. This paper presents a review on various recent approaches for land cover classification which includes the statistical, machine learning and deep learning methods and its efficiency in classifying different terrains.

Original language	English
Title of host publication	Proceedings of the 4th International Conference on Microelectronics, Signals and Systems, ICMSS 2021
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9781665448857
DOIs	https://doi.org/10.1109/ICMSS53060.2021.9673623
Publication status	Published - 2021
Event	4th International Conference on Microelectronics, Signals and Systems, ICMSS 2021 - Kollam, India Duration: 18-11-2021 → 19-11-2021

Publication series

Name	Proceedings of the 4th International Conference on Microelectronics, Signals and Systems, ICMSS 2021

Conference

Conference	4th International Conference on Microelectronics, Signals and Systems, ICMSS 2021
Country/Territory	India
City	Kollam
Period	18-11-21 → 19-11-21

UN SDGs

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

SDG 11 Sustainable Cities and Communities
SDG 15 Life on Land

All Science Journal Classification (ASJC) codes

Control and Optimization
Signal Processing
Information Systems
Information Systems and Management
Energy Engineering and Power Technology
Electrical and Electronic Engineering

Access to Document

10.1109/ICMSS53060.2021.9673623

Cite this

Thasveen M., S., & Suresh, S. (2021). Land - Use and Land - Cover Classification Methods: A Review. In Proceedings of the 4th International Conference on Microelectronics, Signals and Systems, ICMSS 2021 (Proceedings of the 4th International Conference on Microelectronics, Signals and Systems, ICMSS 2021). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICMSS53060.2021.9673623

Thasveen M., Salwa ; Suresh, Shilpa. / Land - Use and Land - Cover Classification Methods : A Review. Proceedings of the 4th International Conference on Microelectronics, Signals and Systems, ICMSS 2021. Institute of Electrical and Electronics Engineers Inc., 2021. (Proceedings of the 4th International Conference on Microelectronics, Signals and Systems, ICMSS 2021).

@inproceedings{1eb99dc0c48d4dbc916cd63dbb03dc6d,

title = "Land - Use and Land - Cover Classification Methods: A Review",

abstract = "The physical cover that present on the earth's surface is referred as land cover. It includes forests, water bodies, grass, asphalt, bare ground etc. The data acquisition of the land cover is mostly done by remote sensing. The acquired data is then categorized into different land covers, by the process of land cover classification. The selection of land cover classification method and its complexity depends upon the landscape under consideration. Various researches are going on the field of land cover classification as its application is spreading in to various areas like disaster management, urban planning, management in various fields like ecology, wild life and so on. This paper presents a review on various recent approaches for land cover classification which includes the statistical, machine learning and deep learning methods and its efficiency in classifying different terrains.",

author = "\{Thasveen M.\}, Salwa and Shilpa Suresh",

note = "Publisher Copyright: {\textcopyright} 2021 IEEE.; 4th International Conference on Microelectronics, Signals and Systems, ICMSS 2021 ; Conference date: 18-11-2021 Through 19-11-2021",

year = "2021",

doi = "10.1109/ICMSS53060.2021.9673623",

language = "English",

series = "Proceedings of the 4th International Conference on Microelectronics, Signals and Systems, ICMSS 2021",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

booktitle = "Proceedings of the 4th International Conference on Microelectronics, Signals and Systems, ICMSS 2021",

address = "United States",

}

Thasveen M., S & Suresh, S 2021, Land - Use and Land - Cover Classification Methods: A Review. in Proceedings of the 4th International Conference on Microelectronics, Signals and Systems, ICMSS 2021. Proceedings of the 4th International Conference on Microelectronics, Signals and Systems, ICMSS 2021, Institute of Electrical and Electronics Engineers Inc., 4th International Conference on Microelectronics, Signals and Systems, ICMSS 2021, Kollam, India, 18-11-21. https://doi.org/10.1109/ICMSS53060.2021.9673623

Land - Use and Land - Cover Classification Methods: A Review. / Thasveen M., Salwa; Suresh, Shilpa.
Proceedings of the 4th International Conference on Microelectronics, Signals and Systems, ICMSS 2021. Institute of Electrical and Electronics Engineers Inc., 2021. (Proceedings of the 4th International Conference on Microelectronics, Signals and Systems, ICMSS 2021).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

TY - GEN

T1 - Land - Use and Land - Cover Classification Methods

T2 - 4th International Conference on Microelectronics, Signals and Systems, ICMSS 2021

AU - Thasveen M., Salwa

AU - Suresh, Shilpa

PY - 2021

Y1 - 2021

N2 - The physical cover that present on the earth's surface is referred as land cover. It includes forests, water bodies, grass, asphalt, bare ground etc. The data acquisition of the land cover is mostly done by remote sensing. The acquired data is then categorized into different land covers, by the process of land cover classification. The selection of land cover classification method and its complexity depends upon the landscape under consideration. Various researches are going on the field of land cover classification as its application is spreading in to various areas like disaster management, urban planning, management in various fields like ecology, wild life and so on. This paper presents a review on various recent approaches for land cover classification which includes the statistical, machine learning and deep learning methods and its efficiency in classifying different terrains.

AB - The physical cover that present on the earth's surface is referred as land cover. It includes forests, water bodies, grass, asphalt, bare ground etc. The data acquisition of the land cover is mostly done by remote sensing. The acquired data is then categorized into different land covers, by the process of land cover classification. The selection of land cover classification method and its complexity depends upon the landscape under consideration. Various researches are going on the field of land cover classification as its application is spreading in to various areas like disaster management, urban planning, management in various fields like ecology, wild life and so on. This paper presents a review on various recent approaches for land cover classification which includes the statistical, machine learning and deep learning methods and its efficiency in classifying different terrains.

UR - https://www.scopus.com/pages/publications/85125321798

UR - https://www.scopus.com/pages/publications/85125321798#tab=citedBy

U2 - 10.1109/ICMSS53060.2021.9673623

DO - 10.1109/ICMSS53060.2021.9673623

M3 - Conference contribution

AN - SCOPUS:85125321798

T3 - Proceedings of the 4th International Conference on Microelectronics, Signals and Systems, ICMSS 2021

BT - Proceedings of the 4th International Conference on Microelectronics, Signals and Systems, ICMSS 2021

PB - Institute of Electrical and Electronics Engineers Inc.

Y2 - 18 November 2021 through 19 November 2021

ER -

Thasveen M. S, Suresh S. Land - Use and Land - Cover Classification Methods: A Review. In Proceedings of the 4th International Conference on Microelectronics, Signals and Systems, ICMSS 2021. Institute of Electrical and Electronics Engineers Inc. 2021. (Proceedings of the 4th International Conference on Microelectronics, Signals and Systems, ICMSS 2021). doi: 10.1109/ICMSS53060.2021.9673623

Land - Use and Land - Cover Classification Methods: A Review

Abstract

Publication series

Conference

UN SDGs

All Science Journal Classification (ASJC) codes

Access to Document

Other files and links

Fingerprint

Cite this