Published June 13, 2024
| Version v1
Conference paper
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A Comparative Study on Satellite Image Classification Using Various Deep Learning Techniques
Creators
- π¨ππ πππππππ πππ π²πππππ π»πππππππππππ1 (Data collector)1
- π¨ππ πππππππππ ππππππππ π²ππ πππππππ ππππ (Data collector)2
- πͺπππππππππππππ πΊππππππ π¨ππππππππ (Data collector)3
- 1. Assosciate professor at Tashkent University of Information Technologies named after Muhammad al-Khwarizmi, Department of Computer Systems
- 2. Graduate student at Tashkent University of Information Technologies named after Muhammad al-Khwarizmi, Department of Computer Systems,
- 3. Undergraduate student at Tashkent University of Information Technologies named after Muhammad al-Khwarizmi, Department of Computer Systems
Description
The satellite image classification procedure comprises categorizing
the image pixel values. There are several approaches and procedures for classifying
satellite images. Satellite image categorization algorithms are roughly divided into
three categories: 1) automatic 2) manual and 3) hybrid. Satellite image classification
requires the selection of an appropriate classification method depending on the
criteria. This paper focuses on satellite image categorization methods and
methodologies.
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Abdurashidova Kamola 106-110.pdf
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Additional details
References
- [1] Muhammad, S., Aziz, G., Aneela, N. and Muhammad, S. 2012. "Classification by Object Recognition in SatelliteImages by using Data Mining". In Proc. Proceedings of the World Congress on Engineering (WCE 2012), Vol I, July 4 - 6, London, U.K.
- [2] Chaichoke, V., Supawee, P., Tanasak, V. and Andrew, K, S. 2011. "A Normalized Difference Vegetation Index (NDVI) Time-Series of Idle Agriculture Lands: A Preliminary Study", Engineering Journal. Vol. 15, Issue 1, pp. 9-16.
- [3] Zheng, X., Sun, X., Fu, K. and Hongqi Wang, 2013. "Automatic Annotation of Satellite Images via Multifeature Joint Sparse Coding With Spatial Relation Constraint", IEEE Geoscience and Remote Sensing Letters, VOL. 10, NO. 4, JULY 2013, pp.652-656.
- [4] Anders Karlsson, 2003. "Classification of high resolution satellite images", August 2003, available at http://infoscience.epfl.ch/record/63248/files/TPD_Karlss on.pdf.
- [5] Amanda Briney, 2014. "An Overview of Remote Sensing", May 16, 2014. [online] available at http://geography.about.com/od/geographictechnology/a/r emotesensing.htm