Shape Discrimination Using Fourier Descriptors
IEEE Transactions on Pattern Analysis and Machine Intelligence - Special memorial issue for Professor King-Sun Fu
A Bivariate Autoregressive Technique for Analysis and Classification of Planar Shapes
IEEE Transactions on Pattern Analysis and Machine Intelligence
Partial Shape Classification Using Contour Matching in Distance Transformation
IEEE Transactions on Pattern Analysis and Machine Intelligence
The revised Fundamental Theorem of Moment Invariants
IEEE Transactions on Pattern Analysis and Machine Intelligence
2-D Shape Classification Using Hidden Markov Model
IEEE Transactions on Pattern Analysis and Machine Intelligence
Complex Autoregressive Model for Shape Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Pattern recognition with moment invariants: a comparative study and new results
Pattern Recognition
A survey of moment-based techniques for unoccluded object representation and recognition
CVGIP: Graphical Models and Image Processing
IEEE Transactions on Pattern Analysis and Machine Intelligence
Factorial Hidden Markov Models
Machine Learning - Special issue on learning with probabilistic representations
IEEE Transactions on Pattern Analysis and Machine Intelligence
Hidden Markov Models for Speech Recognition
Hidden Markov Models for Speech Recognition
Modal Matching for Correspondence and Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Combining deformable models and neural networks for handprinted digit recognition
Combining deformable models and neural networks for handprinted digit recognition
Investigating Hidden Markov Models' Capabilities in 2D Shape Classification
IEEE Transactions on Pattern Analysis and Machine Intelligence
On the structure of hidden Markov models
Pattern Recognition Letters
A Hidden Markov Model approach for appearance-based 3D object recognition
Pattern Recognition Letters
Cyclic linear hidden Markov models for shape classification
PSIVT'07 Proceedings of the 2nd Pacific Rim conference on Advances in image and video technology
Using fisher kernel on 2D-shape identification
EUROCAST'07 Proceedings of the 11th international conference on Computer aided systems theory
Vision-Based recognition of hand shapes in taiwanese sign language
ACII'05 Proceedings of the First international conference on Affective Computing and Intelligent Interaction
Hidden markov model based 2d shape classification
ACIVS'05 Proceedings of the 7th international conference on Advanced Concepts for Intelligent Vision Systems
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In this paper, we present a technique using Markov models with spectral features for recognizing 2D shapes. We will analyze the properties of Fourier spectral features derived from closed contours of 2D shapes and use these features for 2D pattern recognition. We develop algorithms for reestimating parameters of hidden Markov models. To demonstrate the effectiveness of our models, we have tested our methods on two image databases: hand-tools and unconstrained handwritten numerals. We are able to achieve high recognition rates of 99.4 percent and 96.7 percent without rejection on these two sets of image data, respectively.