International Journal of Image Graphics and Signal Processing · 2014 · 11 citations · 39 references
ComputingComputer ScienceComputer VisionDigital ImagingMachine VisionFeature DescriptionFeature DetectionObject RecognitionPattern RecognitionShape AnalysisShape RepresentationFourier DescriptorsShape Feature ExtractionShape FeaturesShape MatchingShape RecognitionStandard Reference DatabasesVisual Object Representation
An overview of state of art in computerized object recognition techniques regarding digital images is revised. Advantages of shape based techniques are discussed. Importance of -Fourier Descriptor (FD) for the shape based object representation is described. A survey for the available shape signature assignment methods with Fourier descriptors is presented. Details for the design of shape signature containing the crucial information of corners of the object are depicted. A novel shape signature is designed basing on the Farthest Point Angle (FPA) which corresponds to the contour point. FPA signature considers the computation of the angle between the line drawn from each contour point and the line drawn from the farthest corner point. Histogram for each 15o angle conceiving the information of the object is constructed. FPA signature is evaluated for three standard databases; viz., two in Kimia {K-99, K-216} and one in MPEG CE-1 Set B. The performance of the present FPA method estimated through recognition rate, time and degree of matching and is found to be higher.
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Visual pattern recognition by moment invariants
Ming-Kuei Hu · IRE Transactions on Information Theory · 1962 · 7.5K citations
Image analysis via the general theory of moments*
M. R. Teague · Journal of the Optical Society of America · 1980 · 2.3K citations
Review of shape representation and description techniques
Dengsheng Zhang, Guojun Lu · Pattern Recognition · 2003 · 1.9K citations