In this paper, we propose a robust image feature extraction and fusion method to effectively fuse depth information improve the registration accuracy of RGB-D images. The proposed directly splices point descriptors with corresponding cloud obtain descriptor points. is constructed based on SIFT, SURF, ORB PFH FPFH descriptors. Furthermore, performance features tested through datasets YCB KITTI. ...