Title :
HSV color space based segmentation of region of interest in satellite images
Author :
Ganesan, P. ; Rajini, V. ; Sathish, B.S. ; Shaik, Khamar Basha
Author_Institution :
Sathyabama Univ., Chennai, India
Abstract :
In this paper, a new method for the extraction of the necessary object or region from the satellite image is proposed. This color based method is based on HSV color space and histogram threshold. Usually the multispectral images received from satellite are in RGB color space. But human eye is more sensitive to intensity than color information (hue or saturation). In the proposed approach, the satellite image in RGB color space is transformed into HSV color space and then the transformed satellite image is split into three different components (channels or images) based on intensity and color. This HSV color space is designed to approximate the human vision. In the next step, the histogram for all three components (hue, saturation and value) is computed and plotted. Then the threshold value is separately applied to all three components. Finally the morphological operations like masking, filtering, smoothening is performed for the extraction of the desired region. The effectiveness of the proposed approach has been demonstrated by number of experiments. Experimental result demonstrates that the proposed method is more efficient in the extraction and segmentation of a desired object or region in the satellite images.
Keywords :
feature extraction; image colour analysis; image filtering; image segmentation; smoothing methods; HSV color space based segmentation; RGB color space; color; filtering; histogram threshold; human vision; intensity; masking; morphological operations; multispectral images; object extraction; region extraction; region of interest; satellite images; smoothening; threshold value; Aerospace electronics; Filtering; Histograms; Image color analysis; Image segmentation; Instruments; Satellites; HSV color space; histogram; morphological operations; region of interest; satellite image; threshold;
Conference_Titel :
Control, Instrumentation, Communication and Computational Technologies (ICCICCT), 2014 International Conference on
Conference_Location :
Kanyakumari
Print_ISBN :
978-1-4799-4191-9
DOI :
10.1109/ICCICCT.2014.6992938