In our paper actual problems of medical image processing are being solved. We present acceleration of the image segmentation algorithm and show its further possible utilization for 3D model reconstructions of human body organs. Our attention has been drawn to utilization of modern and popular Intel Xeon Phi accelerators which offer many integrated cores for computational purposes.