Fractal geometry was used for the segmentation of low contrast FLIR image.The variation of fractal feature in different scales of natural scenes and man made objects was analyzed.A new multiscale fractal feature vector was proposed and constructed.The accurate segmentation of tank target was realized by clustering the multiscale fractal feature vector in the feature space.