A Computational Approach to Edge Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Shape measures for content based image retrieval: a comparison
Information Processing and Management: an International Journal
Principles of visual information retrieval
Similarity Retrieval of Trademark Images
IEEE MultiMedia
Content-based retrieval from trademark databases
Pattern Recognition Letters
In-vivo Strain and Stress Estimation of the Left Ventricle from MRI Images
MICCAI '02 Proceedings of the 5th International Conference on Medical Image Computing and Computer-Assisted Intervention-Part I
Digital Image Processing Using MATLAB
Digital Image Processing Using MATLAB
An Enhanced Normalisation Technique for Wavelet Shape Descriptors
CIT '04 Proceedings of the The Fourth International Conference on Computer and Information Technology
Relevance feedback methods for logo and trademark image retrieval on the web
Proceedings of the 2006 ACM symposium on Applied computing
Retrieval of trademark images by means of size functions
Graphical Models - Special issue on the vision, video and graphics conference 2005
Gestalt-based feature similarity measure in trademark database
Pattern Recognition
Component-based visual clustering using the self-organizing map
Neural Networks
On the computational aspects of Zernike moments
Image and Vision Computing
A new class of Zernike moments for computer vision applications
Information Sciences: an International Journal
Shape feature matching for trademark image retrieval
CIVR'03 Proceedings of the 2nd international conference on Image and video retrieval
Evaluation of a trademark image retrieval system
IRSG'97 Proceedings of the 19th Annual BCS-IRSG conference on Information Retrieval Research
Shape indexing using self-organizing maps
IEEE Transactions on Neural Networks
An Interactive Image Feature Visualization System for Supporting CBIR Study
ICIAR '09 Proceedings of the 6th International Conference on Image Analysis and Recognition
Efficient logo retrieval through hashing shape context descriptors
DAS '10 Proceedings of the 9th IAPR International Workshop on Document Analysis Systems
An effective image retrieval scheme using color, texture and shape features
Computer Standards & Interfaces
Co-transduction for shape retrieval
ECCV'10 Proceedings of the 11th European conference on computer vision conference on Computer vision: Part III
Fast shape re-ranking with neighborhood induced similarity measure
CAIP'11 Proceedings of the 14th international conference on Computer analysis of images and patterns - Volume Part I
Shape space estimation by SOM2
ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part II
Mammogram retrieval on similar mass lesions
Computer Methods and Programs in Biomedicine
Trademark image retrieval using an integrated shape descriptor
Expert Systems with Applications: An International Journal
Traffic-Signs Recognition System Based on FCM and Content-Based Image Retrieval
International Journal of Digital Library Systems
A unified framework for multimodal retrieval
Pattern Recognition
Shape classification by manifold learning in multiple observation spaces
Information Sciences: an International Journal
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A trademark image retrieval (TIR) system is proposed in this work to deal with the vast number of trademark images in the trademark registration system. The proposed approach commences with the extraction of edges using the Canny edge detector, performs a shape normalisation procedure, and then extracts the global and local features. The global features capture the gross essence of the shapes while the local features describe the interior details of the trademarks. A two-component feature matching strategy is used to measure the similarity between the query and database images. The performance of the proposed algorithm is compared against four other algorithms.