Literature DB >> 18237892

Distance sets for shape filters and shape recognition.

Cosmin Grigorescu1, Nicolai Petkov.   

Abstract

We introduce a novel rich local descriptor of an image point, we call the (labeled) distance set, which is determined by the spatial arrangement of image features around that point. We describe a two-dimensional (2D) visual object by the set of (labeled) distance sets associated with the feature points of that object. Based on a dissimilarity measure between (labeled) distance sets and a dissimilarity measure between sets of (labeled) distance sets, we address two problems that are often encountered in object recognition: object segmentation, for which we formulate a distance sets shape filter, and shape matching. The use of the shape filter is illustrated on printed and handwritten character recognition and detection of traffic signs in complex scenes. The shape comparison procedure is illustrated on handwritten character classification, COIL-20 database object recognition and MPEG-7 silhouette database retrieval.

Year:  2003        PMID: 18237892     DOI: 10.1109/TIP.2003.816010

Source DB:  PubMed          Journal:  IEEE Trans Image Process        ISSN: 1057-7149            Impact factor:   10.856


  5 in total

1.  Efficient processing of fluorescence images using directional multiscale representations.

Authors:  D Labate; F Laezza; P Negi; B Ozcan; M Papadakis
Journal:  Math Model Nat Phenom       Date:  2014-07-17       Impact factor: 4.157

2.  Ventral-stream-like shape representation: from pixel intensity values to trainable object-selective COSFIRE models.

Authors:  George Azzopardi; Nicolai Petkov
Journal:  Front Comput Neurosci       Date:  2014-07-30       Impact factor: 2.380

3.  GNSS Trajectory Anomaly Detection Using Similarity Comparison Methods for Pedestrian Navigation.

Authors:  Pekka Peltola; Jialin Xiao; Terry Moore; Antonio R Jiménez; Fernando Seco
Journal:  Sensors (Basel)       Date:  2018-09-19       Impact factor: 3.576

4.  A modified shape context method for shape based object retrieval.

Authors:  Radhika Mani Madireddy; Pardha Saradhi Varma Gottumukkala; Potukuchi Dakshina Murthy; Satyanarayana Chittipothula
Journal:  Springerplus       Date:  2014-11-15

5.  A Novel Medical Freehand Sketch 3D Model Retrieval Method by Dimensionality Reduction and Feature Vector Transformation.

Authors:  Zhang Jing; Kang Bao Sheng
Journal:  Comput Math Methods Med       Date:  2016-05-17       Impact factor: 2.238

  5 in total

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