Satellite and Land Cover Image Classification using Deep Learning
Journal: International Journal of Trend in Scientific Research and Development (Vol.4, No. 5)Publication Date: 2020-09-08
Authors : Roshni Rajendran Liji Samuel;
Page : 651-655
Keywords : Deep Learning; Convolutional neural network; VGG; GPU; Tensor Flow; Random forest algorithm;
Abstract
Satellite imagery is very significant for many applications including disaster response, law enforcement and environmental monitoring. These applications require the manual identification of objects and facilities in the imagery. Because the geographic area to be covered are great and the analysts available to conduct the searches are few, automation is required. The traditional object detection and classification algorithms are too inaccurate, takes a lot of time and unreliable to solve the problem. Deep learning is a family of machine learning algorithms that can be used for the automation of such tasks. It has achieved success in image classification by using convolutional neural networks. The problem of object and facility classification in satellite imagery is considered. The system is developed by using various facilities like Tensor Flow, XAMPP, FLASK and other various deep learning libraries. Roshni Rajendran | Liji Samuel "Satellite and Land Cover Image Classification using Deep Learning" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456-6470, Volume-4 | Issue-5 , August 2020, URL: https://www.ijtsrd.com/papers/ijtsrd32912.pdf Paper Url :https://www.ijtsrd.com/computer-science/other/32912/satellite-and-land-cover-image-classification-using-deep-learning/roshni-rajendran
Other Latest Articles
- Tolosa Hunt Syndrome A Case Report
- Anacyclus Pyrenthrum An Unexplored Ethanomedicinal Plant
- The Driving Force for the Development of Green Politics in Europe and its Reference for Chinas Green Development
- The Driving Force for the Development of Green Politics in Europe and its Reference for Chinas Green Development
- The Influence of Machine Language and Data Science in the Emerging World
Last modified: 2020-09-22 13:49:45