Evaluation of textural features for multispectral images

Ulya Bayram; Gulcan Can; Sebnem Duzgun; Nese Yalabik

doi:10.1117/12.898292

26 October 2011 Evaluation of textural features for multispectral images

Ulya Bayram, Gulcan Can, Sebnem Duzgun, Nese Yalabik

Proceedings Volume 8180, Image and Signal Processing for Remote Sensing XVII; 81800I (2011) https://doi.org/10.1117/12.898292
Event: SPIE Remote Sensing, 2011, Prague, Czech Republic

Abstract

Remote sensing is a field that has wide use, leading to the fact that it has a great importance. Therefore performance of selected features plays a great role. In order to gain some perspective on useful textural features, we have brought together state-of-art textural features in recent literature, yet to be applied in remote sensing field, as well as presenting a comparison with traditional ones. Therefore we selected most commonly used textural features in remote sensing that are grey-level co-occurrence matrix (GLCM) and Gabor features. Other selected features are local binary patterns (LBP), edge orientation features extracted after applying steerable filter, and histogram of oriented gradients (HOG) features. Color histogram feature is also used and compared. Since most of these features are histogram-based, we have compared performance of bin-by-bin comparison with a histogram comparison method named as diffusion distance method. During obtaining performance of each feature, k-nearest neighbor classification method (k-NN) is applied.

Citation Download Citation

Ulya Bayram, Gulcan Can, Sebnem Duzgun, and Nese Yalabik "Evaluation of textural features for multispectral images", Proc. SPIE 8180, Image and Signal Processing for Remote Sensing XVII, 81800I (26 October 2011); https://doi.org/10.1117/12.898292

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available