Unified detection of skewed rotation, reflection and translation symmetries from affine invariant contour features
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Author(s)
Detail(s)
Original language | English |
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Pages (from-to) | 1764-1776 |
Journal / Publication | Pattern Recognition |
Volume | 47 |
Issue number | 4 |
Publication status | Published - Apr 2014 |
Link(s)
Abstract
Symmetry detection is significant for object detection and recognition since symmetries are salient cues for distinguishing geometrical structures from cluttered backgrounds. This paper proposes a unified framework to detect rotation, reflection and translation symmetries simultaneously on unsegmented real-world images. The detection is performed based on affine invariant contour features, and is applicable under skewed imaging with distortions. Contours on a natural image are first matched to each other to find affine invariant matching pairs, which are then classified into three groups using a sign change criterion corresponding to the three types of symmetries. The three groups are used to vote for the corresponding symmetries: the voting for rotation utilizes a scheme of short line segments; the voting for reflection is based on a parameterization of axis equation, and the voting for translation uses a cascade-like approach. Experimental results of real-world images are provided with quantitative evaluations, validating that the proposed framework achieves desired performance. © 2013 Elsevier Ltd.
Research Area(s)
- Affine invariance, Contour matching, Reflection symmetry, Rotation symmetry, Symmetry detection, Translation symmetry, Voting
Citation Format(s)
Unified detection of skewed rotation, reflection and translation symmetries from affine invariant contour features. / Wang, Zhaozhong; Fu, Lianrui; Li, Y. F.
In: Pattern Recognition, Vol. 47, No. 4, 04.2014, p. 1764-1776.
In: Pattern Recognition, Vol. 47, No. 4, 04.2014, p. 1764-1776.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review