Welcome!
To use the personalized features of this site, please log in or register.
If you have forgotten your username or password, we can help.
My Menu
Saved Items

A Unified Framework for Indexing and Matching Hierarchical Shape Structures

Ali Shokoufandeh6 and Sven Dickinson7

(6)  Department of Mathematics and Computer Science, Drexel University, 3141 Chestnut Street, Philadelphia, PA USA, 19104-2875
(7)  Department of Computer Science, 6 King’s College Rd., Toronto, Ontario, Canada, M5S 3G4
Abstract
Hierarchical image structures are abundant in computer vision, and have been used to encode part structure, scale spaces, and a variety of multiresolution features. In this paper, we describe a unified framework for both indexing and matching such structures. First, we describe an indexing mechanism that maps the topological structure of a directed acyclic graph (DAG) into a low-dimensional vector space. Based on a novel eigenvalue characterization of a DAG, this topological signature allows us to efficiently retrieve a small set of candidates from a database of models. To accommodate occlusion and local deformation, local evidence is accumulated in each of the DAG’s topological subspaces. Given a small set of candidate models, we will next describe a matching algorithm that exploits this same topological signature to compute, in the presence of noise and occlusion, the largest isomorphic subgraph between the image structure and the candidate model structure which, in turn, yields a measure of similarity which can be used to rank the candidates. We demonstrate the approach with a series of indexing and matching experiments in the domains of 2-D and (view-based) 3-D generic object recognition.

Fulltext Preview (Small, Large)
Image of the first page of the fulltext

References secured to subscribers.



Export this chapter
Export this chapter as RIS | Text
 
Referenced by
2 newer articles

  1. Dickinson, Peter J. (2004) Matching graphs with unique node labels. Pattern Analysis and Applications 7(3)
    [CrossRef]
  2. Dickinson, Peter J. (2004) Matching graphs with unique node labels. Pattern Analysis and Applications 7(3)
    [CrossRef]
Remote Address: 38.107.191.107 • Server: mpweb08
HTTP User Agent: CCBot/1.0 (+http://www.commoncrawl.org/bot.html)