JOURNAL ARTICLE

Satellite Image Classification and Segmentation by Using JSEG Segmentation Algorithm

Khamael AbbasMustafa Rydh

Year: 2012 Journal:   International Journal of Image Graphics and Signal Processing Vol: 4 (10)Pages: 48-53

Abstract

In this paper, a adopted approach to fully automatic satellite image segmentation, called JSEG, "JPEG image segmentation" is presented.First colors in the image are quantized to represent differentiate regions in the image.Then image pixel colors are replaced by their corresponding color class labels, thus forming a class-map of the image.A criterion for "good" segmentation using this class-map is proposed.Applying the criterion to local windows in the class-map results in the "J-image", in which high and low values corresponding to possible region boundaries and region centers, respectively.A region growing method is then used to segment the image based on the multi-scale Jimages.Experiments show that JSEG provides good segmentation and classification results on a variety of images.

Keywords:
Artificial intelligence Image segmentation Scale-space segmentation Segmentation-based object categorization Range segmentation Computer vision Segmentation Minimum spanning tree-based segmentation Image texture Computer science Image (mathematics) Pattern recognition (psychology) Region growing Pixel Mathematics

Metrics

15
Cited By
0.55
FWCI (Field Weighted Citation Impact)
20
Refs
0.70
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Medical Image Segmentation Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Image and Video Retrieval Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Image Retrieval and Classification Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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