Title :
Efficiency and accuracy tradeoffs in using projections for motion estimation
Author :
Robinson, Dirk ; Milanfar, Peyman
Author_Institution :
Dept. of Electr. Eng., California Univ., Santa Cruz, CA, USA
Abstract :
This paper presents an investigation of the use of the Radon (projection) transform in speeding up existing image registration techniques. The ultimate goal is to make these algorithms more computationally simple, while simultaneously realizing acceptably accurate performance. The use of the projections in estimating translational motion decomposes a 2D problem into a pair of 1D problems, leading to significant computational savings. Here we present the tradeoffs of computational efficiency and accuracy for two current methods. Our experiments show that for most applications, the modifications we suggest in using the projections instead of the image directly cost little in performance, yet realize dramatic improvements in computational efficiency.
Keywords :
Radon transforms; image registration; motion estimation; Radon transform; accuracy; computational efficiency; image registration; motion estimation; performance; projection transform; speed up; translational motion; Application software; Computational complexity; Computational efficiency; Computer vision; Costs; Image coding; Image registration; Motion estimation; Video coding; Video compression;
Conference_Titel :
Signals, Systems and Computers, 2001. Conference Record of the Thirty-Fifth Asilomar Conference on
Conference_Location :
Pacific Grove, CA, USA
Print_ISBN :
0-7803-7147-X
DOI :
10.1109/ACSSC.2001.986983