Title
On visual similarity based 2D drawing retrieval
Abstract
A large amount of 2D drawings have been produced in engineering fields. To reuse and share the available drawings efficiently, we propose two methods in this paper, namely 2.5D spherical harmonics transformation and 2D shape histogram, to retrieve 2D drawings by measuring their shape similarity. The first approach represents a drawing as a spherical function by transforming it from a 2D space into a 3D space. Then a fast spherical harmonics transformation is employed to get a rotation invariant descriptor. The second statistics-based approach represents the shape of a 2D drawing using a distance distribution between two randomly sampled points. To allow users to interactively emphasize certain local shapes that they are interested in, we have adopted a flexible sampling strategy by specifying a bias sampling density upon these local shapes. The two proposed methods have many valuable properties, including transform invariance, efficiency, and robustness. In addition, their insensitivity to noise allows for the user's causal input, thus supporting a freehand sketch-based retrieval user interface. Experiments show that a better performance can be achieved by combining them together using weights.
Year
DOI
Venue
2006
10.1016/j.cad.2005.10.009
Computer-Aided Design
Keywords
Field
DocType
visual similarity,fast spherical harmonics transformation,freehand sketch-based retrieval user,spherical harmonics transformation,flexible sampling strategy,certain local shape,spherical function,shape histogram,shape similarity,local shape,available drawing,2d shape,sketch query,drawing retrieval,user interface,spherical harmonic
Histogram,Computer vision,Invariant (physics),Spherical harmonics,Robustness (computer science),Sampling (statistics),Invariant (mathematics),Artificial intelligence,User interface,Mathematics,Sketch
Journal
Volume
Issue
ISSN
38
3
Computer-Aided Design
Citations 
PageRank 
References 
50
1.69
21
Authors
2
Name
Order
Citations
PageRank
Jiantao Pu127723.12
Karthik Ramani2132881.38