Title :
Accurate estimation of optical flow for fully automated tracking of moving-objects within video streams
Author :
Hiraiwa, A. ; Fuse, Keisuke ; Komatsu, Naohisa ; Komiya, Kazuki ; Ikeda, Hinata
Author_Institution :
Atsugi Res. Centre, Telecommun. Adv. Organ. of Japan, Kanagawa, Japan
Abstract :
This paper proposes a new approach to accurately estimate optical-flow for fully automated tracking of moving-objects within video streams. This approach consists of an occlusion-killer algorithm and template matching using segmented regions, which is performed by a skip-labeling algorithm. The skip-labeling algorithm can be used to segment an image into integrated regions of the same feature. The occlusion-killer algorithm is executed using the difference between the results of the forward and backward template matching in segmented frames. The occlusion-killer algorithm can be used to accurately estimate optical-flow in the neighboring regions of a moving-object on the background. A well-known optical-flow estimation algorithm for the block matching has problems of insufficient accuracy is limited due to block size, aperture, and occlusion. A new optical-flow estimation algorithm provides the solutions to these problems. Experiments are carried out to approve this new optical-flow estimation method can be applied to the objects of nonlinear movement
Keywords :
image matching; image segmentation; image sequences; optical tracking; video signal processing; backward template matching; block matching; forward template matching; fully automated tracking; moving-objects; nonlinear movement; occlusion-killer algorithm; optical flow; optical-flow estimation algorithm; segmented frames; segmented regions; skip-labeling algorithm; template matching; video streams; Apertures; Fuses; Image motion analysis; Image segmentation; Nonlinear optics; Optical filters; Optical noise; Optical sensors; Streaming media; Ultraviolet sources;
Conference_Titel :
Circuits and Systems, 1999. ISCAS '99. Proceedings of the 1999 IEEE International Symposium on
Conference_Location :
Orlando, FL
Print_ISBN :
0-7803-5471-0
DOI :
10.1109/ISCAS.1999.780055