Title :
A general model for visual motion detection
Author :
Nagano, Takashi ; Hirahara, Makoto ; Urushihara, Wakako
Author_Institution :
Fac. of Eng., Hosei Univ., Tokyo, Japan
Abstract :
We propose a general model for detection of both the first-order motion and the second-order motion. In this model an input stimulus is divided into a number of spatiotemporal local regions partially overlapping each other. Spatiotemporal frequency analysis is done for every local region using Gabor filters. Then an input stimulus (original spatiotemporal signal) is replaced by the outputs of Gabor filters. Local motion is detected by applying Gabor motion detectors to each local spatiotemporal. pattern depicted by each local feature values. Outputs of all the detectors are integrated to give the final output for global motion of an input stimulus. The model was simulated on a computer and was confirmed to detect the second-order motion as well as the first-order motion correctly.
Keywords :
digital simulation; medical computing; motion estimation; neurophysiology; vision; Gabor filters; Gabor motion detectors; first-order motion; global motion; input stimulus; local feature values; local motion detection; original spatiotemporal signal; second-order motion; spatiotemporal frequency analysis; spatiotemporal local regions; visual motion detection; Computer simulation; Detectors; Electronic mail; Frequency; Gabor filters; Modeling; Motion detection; Retina; Spatiotemporal phenomena; Systems engineering and theory;
Conference_Titel :
Neural Information Processing, 2002. ICONIP '02. Proceedings of the 9th International Conference on
Print_ISBN :
981-04-7524-1
DOI :
10.1109/ICONIP.2002.1202149