the area of study contains large agricultural areas for various field crops, as well as palm groves, a few barren land and a river the width ranges from 20-30 meters.
SVM is much much better. It is based on strong mathematical formulations and have a power to classify large and high dimensional databases. Random forest is an old story and is almost obsolete.