Title :
Checkerboard-Type Filtering for a Low-Power Gradient-Based Optical Flow Estimation System
Author :
Lee, Taewoo ; Anderson, David V.
Author_Institution :
Sch. of Electr. & Comput. Eng., Georgia Inst. of Technol., Atlanta, GA, USA
Abstract :
In this paper, we propose a checkerboard-type filtering algorithm for a low-power gradient-based optical flow estimation (OFE) system. A gradient-based optical flow algorithm estimates optical flow field using gradient values of images. The conventional filtering stages in OFE that are used to calculate gradient values are composed of a 3D prefiltering/smoothing stage and three 1D parallel derivative filtering stages. To reduce power consumption using pixel-wise parallel processing in analog spatial transform imager, we suggest a checkerboard-type filtering based on convolution theorem and common data sharing. We describe the equivalence of our filtering scheme with the conventional smoothing and derivative filtering schemes and present some comparison in terms of the number of operations and power savings. We show that our approach is promising for low-power implementation of gradient-based OFE system under proper data scanning direction.
Keywords :
convolution; gradient methods; image sequences; parallel processing; smoothing methods; spatial filters; 1D parallel derivative filtering stages; 3D prefiltering stage; analog spatial transform imager; checkerboard-type filtering algorithm; co-operative analog-digital signal processing; convolution theorem; data scanning direction; data sharing; gradient image values; gradient-based optical flow estimation system; pixel-wise parallel processing; power consumption reduction; smoothing stage; spatial filtering; Band pass filters; Energy consumption; Equations; Filtering algorithms; Image motion analysis; Optical filters; Optical sensors; Optical signal processing; Parallel processing; Smoothing methods; Optical flow estimation; low-power system; parallel processing; pre-filtering;
Conference_Titel :
Image Processing, 2006 IEEE International Conference on
Conference_Location :
Atlanta, GA
Print_ISBN :
1-4244-0480-0
DOI :
10.1109/ICIP.2006.312787