DocumentCode
2146412
Title
A Novel Approach for Graphics Recognition Based on Galois Lattice and Bag of Words Representation
Author
Boumaiza, Amani ; Tabbone, Salvatore
Author_Institution
LORIA, Univ. of Nancy 2, Nancy, France
fYear
2011
fDate
18-21 Sept. 2011
Firstpage
829
Lastpage
833
Abstract
This paper presents a new approach for graphical symbols recognition by combining a concept lattice with a bag of words representation. Visual words define the properties of a graphical symbol that will be modeled in the Galois Lattice. The algorithm of classification is based on the Galois lattice where intentions of its concepts are visual words. The words as visual primitives allow to evaluate the classifier with a symbolic approach that no longer need a signature discretization step to build the Galois Lattice. Our approach is compared to classical approaches on different graphical symbols and we show the relevance and the robustness of our proposal for the classification task.
Keywords
Galois fields; image classification; image recognition; symbol manipulation; Galois lattice; bag of words representation; graphical symbol recognition; graphics recognition approach; visual words; Detectors; Dictionaries; Feature extraction; Lattices; Robustness; Vectors; Visualization; Bag of Features; Concept Lattices; Graphics Recognition; Local Descriptors; Shape descriptors; Symbol Classification; Visual words;
fLanguage
English
Publisher
ieee
Conference_Titel
Document Analysis and Recognition (ICDAR), 2011 International Conference on
Conference_Location
Beijing
ISSN
1520-5363
Print_ISBN
978-1-4577-1350-7
Electronic_ISBN
1520-5363
Type
conf
DOI
10.1109/ICDAR.2011.170
Filename
6065427
Link To Document