A new method of the multispectral satellite image segmenta-tion which is based on the use of the morphological transforms for getting of the additional features from each band and their subsequent segmentation on the base of support vector ma-chines is developed. Experimental testing on the remote sens-ing data was accomplished. Segmentation results may be pre-sented as color or grayscale images.