Supervised Classification Performance of Multispectral Images

02/22/2010
by   K. Perumal, et al.
0

Nowadays government and private agencies use remote sensing imagery for a wide range of applications from military applications to farm development. The images may be a panchromatic, multispectral, hyperspectral or even ultraspectral of terra bytes. Remote sensing image classification is one amongst the most significant application worlds for remote sensing. A few number of image classification algorithms have proved good precision in classifying remote sensing data. But, of late, due to the increasing spatiotemporal dimensions of the remote sensing data, traditional classification algorithms have exposed weaknesses necessitating further research in the field of remote sensing image classification. So an efficient classifier is needed to classify the remote sensing images to extract information. We are experimenting with both supervised and unsupervised classification. Here we compare the different classification methods and their performances. It is found that Mahalanobis classifier performed the best in our classification.

READ FULL TEXT
research
07/17/2014

An landcover fuzzy logic classification by maximumlikelihood

In present days remote sensing is most used application in many sectors....
research
12/20/2022

DDIPNet and DDIPNet+: Discriminant Deep Image Prior Networks for Remote Sensing Image Classification

Research on remote sensing image classification significantly impacts es...
research
12/21/2017

Exploring Models and Data for Remote Sensing Image Caption Generation

Inspired by recent development of artificial satellite, remote sensing i...
research
04/01/2021

Remote Sensing Image Classification with the SEN12MS Dataset

Image classification is one of the main drivers of the rapid development...
research
05/30/2017

RSI-CB: A Large Scale Remote Sensing Image Classification Benchmark via Crowdsource Data

Remote sensing image classification is a fundamental task in remote sens...
research
05/30/2020

The global information for land cover classification by dual-branch deep learning

Land cover classification has played an important role in remote sensing...
research
03/29/2023

Nearest Neighbor Based Out-of-Distribution Detection in Remote Sensing Scene Classification

Deep learning models for image classification are typically trained unde...

Please sign up or login with your details

Forgot password? Click here to reset