FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2755013453> ?p ?o ?g. }

• W2755013453 endingPage "967" @default.
• W2755013453 startingPage "967" @default.
• W2755013453 abstract "Land cover classification of Landsat images is one of the most important applications developed from Earth observation satellites. The last four decades were marked by different developments in land cover classification methods of Landsat images. This paper reviews the developments in land cover classification methods for Landsat images from the 1970s to date and highlights key ways to optimize analysis of Landsat images in order to attain the desired results. This review suggests that the development of land cover classification methods grew alongside the launches of a new series of Landsat sensors and advancements in computer science. Most classification methods were initially developed in the 1970s and 1980s; however, many advancements in specific classifiers and algorithms have occurred in the last decade. The first methods of land cover classification to be applied to Landsat images were visual analyses in the early 1970s, followed by unsupervised and supervised pixel-based classification methods using maximum likelihood, K-means and Iterative Self-Organizing Data Analysis Technique (ISODAT) classifiers. After 1980, other methods such as sub-pixel, knowledge-based, contextual-based, object-based image analysis (OBIA) and hybrid approaches became common in land cover classification. Attaining the best classification results with Landsat images demands particular attention to the specifications of each classification method such as selecting the right training samples, choosing the appropriate segmentation scale for OBIA, pre-processing calibration, choosing the right classifier and using suitable Landsat images. All these classification methods applied on Landsat images have strengths and limitations. Most studies have reported the superior performance of OBIA on different landscapes such as agricultural areas, forests, urban settlements and wetlands; however, OBIA has challenges such as selecting the optimal segmentation scale, which can result in over or under segmentation, and the low spatial resolution of Landsat images. Other classification methods have the potential to produce accurate classification results when appropriate procedures are followed. More research is needed on the application of hybrid classifiers as they are considered more complex methods for land cover classification." @default.
• W2755013453 created "2017-09-25" @default.
• W2755013453 creator A5071688023 @default.
• W2755013453 creator A5090423790 @default.
• W2755013453 date "2017-09-19" @default.
• W2755013453 modified "2023-10-16" @default.
• W2755013453 title "Developments in Landsat Land Cover Classification Methods: A Review" @default.
• W2755013453 cites W1602811519 @default.
• W2755013453 cites W1648556314 @default.
• W2755013453 cites W1897312999 @default.
• W2755013453 cites W1964262728 @default.
• W2755013453 cites W1965255317 @default.
• W2755013453 cites W1965825034 @default.
• W2755013453 cites W1967413121 @default.
• W2755013453 cites W1969455833 @default.
• W2755013453 cites W1969457852 @default.
• W2755013453 cites W1972293418 @default.
• W2755013453 cites W1972923945 @default.
• W2755013453 cites W1976496273 @default.
• W2755013453 cites W1978145340 @default.
• W2755013453 cites W1978449773 @default.
• W2755013453 cites W1981028965 @default.
• W2755013453 cites W1984792953 @default.
• W2755013453 cites W1985464891 @default.
• W2755013453 cites W1987134454 @default.
• W2755013453 cites W1987454493 @default.
• W2755013453 cites W1989709497 @default.
• W2755013453 cites W1989926944 @default.
• W2755013453 cites W1991129553 @default.
• W2755013453 cites W1991698524 @default.
• W2755013453 cites W1991780783 @default.
• W2755013453 cites W1994221424 @default.
• W2755013453 cites W1994230782 @default.
• W2755013453 cites W1996777760 @default.
• W2755013453 cites W1997443969 @default.
• W2755013453 cites W2000299034 @default.
• W2755013453 cites W2001259145 @default.
• W2755013453 cites W2003113588 @default.
• W2755013453 cites W2003194161 @default.
• W2755013453 cites W2003476513 @default.
• W2755013453 cites W2004090401 @default.
• W2755013453 cites W2008415990 @default.
• W2755013453 cites W2008947716 @default.
• W2755013453 cites W2011888094 @default.
• W2755013453 cites W2012569584 @default.
• W2755013453 cites W201614625 @default.
• W2755013453 cites W2021775533 @default.
• W2755013453 cites W2021849967 @default.
• W2755013453 cites W2022792380 @default.
• W2755013453 cites W2024251696 @default.
• W2755013453 cites W2024339093 @default.
• W2755013453 cites W2025330625 @default.
• W2755013453 cites W2026400855 @default.
• W2755013453 cites W2027869123 @default.
• W2755013453 cites W2027964494 @default.
• W2755013453 cites W2028190194 @default.
• W2755013453 cites W2031775731 @default.
• W2755013453 cites W2032920078 @default.
• W2755013453 cites W2036538472 @default.
• W2755013453 cites W2037316746 @default.
• W2755013453 cites W2037555104 @default.
• W2755013453 cites W2042967898 @default.
• W2755013453 cites W2046802628 @default.
• W2755013453 cites W2048857113 @default.
• W2755013453 cites W2049392157 @default.
• W2755013453 cites W2051721130 @default.
• W2755013453 cites W2053027782 @default.
• W2755013453 cites W2053429267 @default.
• W2755013453 cites W2056779390 @default.
• W2755013453 cites W2058679530 @default.
• W2755013453 cites W2058727267 @default.
• W2755013453 cites W2061052032 @default.
• W2755013453 cites W2062447894 @default.
• W2755013453 cites W2063273970 @default.
• W2755013453 cites W2063580009 @default.
• W2755013453 cites W2064952133 @default.
• W2755013453 cites W2067061972 @default.
• W2755013453 cites W2068615297 @default.
• W2755013453 cites W2072167326 @default.
• W2755013453 cites W2074402210 @default.
• W2755013453 cites W2075046504 @default.
• W2755013453 cites W2076671040 @default.
• W2755013453 cites W2078619499 @default.
• W2755013453 cites W2081345410 @default.
• W2755013453 cites W2081621234 @default.
• W2755013453 cites W2081946239 @default.
• W2755013453 cites W2082263501 @default.
• W2755013453 cites W2084289470 @default.
• W2755013453 cites W2084818612 @default.
• W2755013453 cites W2084911657 @default.
• W2755013453 cites W2085369492 @default.
• W2755013453 cites W2085370720 @default.
• W2755013453 cites W2086620533 @default.
• W2755013453 cites W2090556707 @default.
• W2755013453 cites W2095498622 @default.
• W2755013453 cites W2103653062 @default.
• W2755013453 cites W2104252070 @default.
• W2755013453 cites W2105090634 @default.

• next