Title :
An improved 2D optical flow sensor for motion segmentation
Author :
Stocker, Alan A.
Author_Institution :
Inst. of Neuroinformatics, ETH Zurich, Switzerland
Abstract :
A functional focal-plane implementation of a 2D optical flow system is presented that detects and preserves motion discontinuities. The system is composed of two different network layers of analog computational units arranged in a retinotopical order. The units in the first layer (the optical flow network) estimate the local optical flow field in two visual dimensions, where the strength of their nearest-neighbor connections determines the amount of motion integration. Whereas in an earlier implementation (A.A. Stocker and R.J. Douglas, 1999) the connection strength was set constant in the complete image space, it is now dynamically and locally controlled by the second network layer (the motion discontinuities network) that is recurrently connected to the optical flow network. The connection strengths in the optical flow network are modulated such that visual motion integration is ideally only facilitated within image areas that are likely to represent common motion sources. Results of an experimental aVLSI chip illustrate the potential of the approach and its functionality under real-world conditions
Keywords :
VLSI; analogue integrated circuits; analogue processing circuits; image motion analysis; image segmentation; image sensors; image sequences; 2D optical flow sensor; aVLSI chip; analog computational units; chip functionality; common motion sources; complete image space; connection strength; connection strengths; dynamically locally controlled connection strength; functional focal-plane implementation; image areas; local optical flow field estimation; motion discontinuities; motion discontinuities network; motion integration; motion segmentation; nearest-neighbor connections; network layers; optical flow network; recurrently connected layer; retinotopical order; second network layer; visual dimensions; visual motion integration; Analog computers; Computer vision; Image motion analysis; Integrated optics; Motion detection; Motion segmentation; Optical fiber networks; Optical modulation; Optical network units; Optical sensors;
Conference_Titel :
Circuits and Systems, 2002. ISCAS 2002. IEEE International Symposium on
Conference_Location :
Phoenix-Scottsdale, AZ
Print_ISBN :
0-7803-7448-7
DOI :
10.1109/ISCAS.2002.1010992