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This paper presents a novel approach for registration of aerial and satellite farmland imagery. We have used field junctions as features for registration. Geometric properties of a group of neighboring fields connected to the junction are used as junction descriptor. These properties are calculated by fitting a rectangle to the field. Junction descriptor contains a group of field patterns capable...