Automatic features extraction remains an open research area in the satellite
images classification. While many algorithms had proposed for features extraction,
none of them solved the problem completely. This paper presented a new technique
for increasing the accuracy of the classification depending on color extraction from
selected band combination image and an acceptable classification results obtained
by comparing with traditional classification technique (parallelepiped technique).