TY - GEN
T1 - An efficient and accurate approach of detecting elliptical objects in color images
AU - Liu, Yangxing
AU - Ikenaga, Takeshi
AU - Goto, Satoshi
PY - 2006/1/1
Y1 - 2006/1/1
N2 - Elliptical object detection in color images is an important step of many image recognition systems. In this paper, we present a novel approach to accurately detect elliptical objects in color images. The proposed method has an important feature of integrating color image edge detection result with a novel ellipse parameter estimation algorithm efficiently. First, we utilize an elaborate edge detection algorithm to extract image edge and obtain precise gradient direction of each edge pixel. Second we carefully select valid edge pixel pairs and an individual edge pixel to accumulate ellipses from the edge map by estimating five parameters of an arbitrary ellipse. The gradient direction information and geometric analysis are intelligently integrated into our algorithm to reduce computation complexity and avoid detecting false ellipses. Experimental results demonstrate that our algorithm is robust and efficient in locating multiple elliptical objects simultaneously with respect to different size, orientation and color.
AB - Elliptical object detection in color images is an important step of many image recognition systems. In this paper, we present a novel approach to accurately detect elliptical objects in color images. The proposed method has an important feature of integrating color image edge detection result with a novel ellipse parameter estimation algorithm efficiently. First, we utilize an elaborate edge detection algorithm to extract image edge and obtain precise gradient direction of each edge pixel. Second we carefully select valid edge pixel pairs and an individual edge pixel to accumulate ellipses from the edge map by estimating five parameters of an arbitrary ellipse. The gradient direction information and geometric analysis are intelligently integrated into our algorithm to reduce computation complexity and avoid detecting false ellipses. Experimental results demonstrate that our algorithm is robust and efficient in locating multiple elliptical objects simultaneously with respect to different size, orientation and color.
UR - http://www.scopus.com/inward/record.url?scp=34249308865&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=34249308865&partnerID=8YFLogxK
U2 - 10.1109/ICOSP.2006.345706
DO - 10.1109/ICOSP.2006.345706
M3 - Conference contribution
AN - SCOPUS:34249308865
SN - 0780397371
SN - 9780780397378
T3 - International Conference on Signal Processing Proceedings, ICSP
BT - 8th International Conference on Signal Processing, ICSP 2006
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 8th International Conference on Signal Processing, ICSP 2006
Y2 - 16 November 2006 through 20 November 2006
ER -