Title :
Dense range image smoothing using adaptive regularization
Author :
Sun, Yiyong ; Paik, Joon-Ki ; Price, Jeffery R. ; Abidi, Mongi A.
Author_Institution :
Dept. of Electr. & Comput. Eng., Tennessee Univ., Knoxville, TN, USA
Abstract :
We propose an adaptive regularization algorithm for smoothing dense range images using a novel, first order stabilizing function. The stabilizer we suggest is based upon minimizing the reconstructed surface area and is derived in the native, spherical coordinate system of the range scanner. This allows adjustments to be made along only the direction of measurement, thereby preventing the data overlapping problem that can arise in dense images. Adaptation is achieved by adjusting the regularization parameter according to the results of 2D edge analysis. Results indicate effective noise suppression along with well preserved edges and details in the reconstructed, 3D surfaces.
Keywords :
adaptive signal processing; image processing; image reconstruction; laser ranging; radar imaging; smoothing methods; stability; 2D edge analysis; adaptive regularization algorithm; data overlapping problem; dense range image smoothing; edge preservation; first order stabilizing function; laser range scanner; noise suppression; range measurement; reconstructed 3D surfaces; reconstructed surface area; regularization parameter; spherical coordinate system; Image edge detection; Image reconstruction; Intelligent robots; Intelligent systems; Laboratories; Laser noise; Noise measurement; Robot kinematics; Smoothing methods; Surface reconstruction;
Conference_Titel :
Image Processing, 2000. Proceedings. 2000 International Conference on
Conference_Location :
Vancouver, BC, Canada
Print_ISBN :
0-7803-6297-7
DOI :
10.1109/ICIP.2000.899816