Literature DB >> 30629494

Visibility Graphs for Image Processing.

Jacopo Iacovacci, Lucas Lacasa.   

Abstract

The family of image visibility graphs (IVG/IHVGs) have been recently introduced as simple algorithms by which scalar fields can be mapped into graphs. Here we explore the usefulness of such\an operator in the scenario of image processing and image classification. We demonstrate that the link architecture of the image visibility graphs encapsulates relevant information on the structure of the images and we explore their potential as image filters. We introduce several graph features, including the novel concept of Visibility Patches, and show through several examples that these features are highly informative, computationally efficient and universally applicable for general pattern recognition and image classification tasks.

Year:  2019        PMID: 30629494     DOI: 10.1109/TPAMI.2019.2891742

Source DB:  PubMed          Journal:  IEEE Trans Pattern Anal Mach Intell        ISSN: 0098-5589            Impact factor:   6.226


  1 in total

1.  Relative Entropy of Distance Distribution Based Similarity Measure of Nodes in Weighted Graph Data.

Authors:  Shihu Liu; Yingjie Liu; Chunsheng Yang; Li Deng
Journal:  Entropy (Basel)       Date:  2022-08-19       Impact factor: 2.738

  1 in total

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