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- ArticleAugust 2010
Stereoscopic Image Inpainting: Distinct Depth Maps and Images Inpainting
ICPR '10: Proceedings of the 2010 20th International Conference on Pattern RecognitionPages 4101–4104https://doi.org/10.1109/ICPR.2010.997In this paper we propose an algorithm for in painting of stereo images. The issue is to reconstruct the holes in a pair of stereo image as if they were the projection of a 3D scene. Hence, the reconstruction of the missing information has to produce a ...
- ArticleAugust 2010
Multiscale Analysis of Digital Segments by Intersection of 2D Digital Lines
ICPR '10: Proceedings of the 2010 20th International Conference on Pattern RecognitionPages 4097–4100https://doi.org/10.1109/ICPR.2010.996A theory for the multiscale analysis of digital shapes would be very interesting for the pattern recognition community, giving a digital equivalent of the continuous scale-space theory. We focus here on providing analytical formulae of the ...
- ArticleAugust 2010
Multiresolution Analysis of 3D Images Based on Discrete Distortion
ICPR '10: Proceedings of the 2010 20th International Conference on Pattern RecognitionPages 4093–4096https://doi.org/10.1109/ICPR.2010.995We consider a model of a 3D image obtained by discretizing it into a multiresolution tetrahedral mesh known as a hierarchy of diamonds. This model enables us to extract crack-free approximations of the 3D image at any uniform or variable resolution, ...
- ArticleAugust 2010
Connected Component Trees for Multivariate Image Processing and Applications in Astronomy
ICPR '10: Proceedings of the 2010 20th International Conference on Pattern RecognitionPages 4089–4092https://doi.org/10.1109/ICPR.2010.994In this paper, we investigate the possibilities offered by the extension of the connected component trees (cc-trees) to multivariate images. We propose a general framework for image processing using the cc-tree based on the lattice theory and we discuss ...
- ArticleAugust 2010
Object Decomposition Via Curvilinear Skeleton Partition
ICPR '10: Proceedings of the 2010 20th International Conference on Pattern RecognitionPages 4081–4084https://doi.org/10.1109/ICPR.2010.992A method to decompose a complex 3D object into simpler parts is presented, based on a suitable partition of the curvilinear skeleton of the object. The curvilinear skeleton is divided into subsets, by taking into account the regions of influence that ...
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- ArticleAugust 2010
Automatic Refinement of Foreground Regions for Robot Trail Following
ICPR '10: Proceedings of the 2010 20th International Conference on Pattern RecognitionPages 4077–4080https://doi.org/10.1109/ICPR.2010.991Continuous trails are extended regions along the ground such as roads, hiking paths, rivers, and pipelines which can be navigationally useful for ground-based or aerial robots. Finding trails in an image and determining possible obstacles on them are ...
- ArticleAugust 2010
Learning Major Pedestrian Flows in Crowded Scenes
ICPR '10: Proceedings of the 2010 20th International Conference on Pattern RecognitionPages 4064–4067https://doi.org/10.1109/ICPR.2010.988We present a crowd analysis approach computing a representation of the major pedestrian flows in complex scenes. It treats crowds as a set of moving particles and builds a spatio-temporal model of motion events. A Growing Neural Gas algorithm encodes ...
- ArticleAugust 2010
Fast and Spatially-Smooth Terrain Classification Using Monocular Camera
ICPR '10: Proceedings of the 2010 20th International Conference on Pattern RecognitionPages 4060–4063https://doi.org/10.1109/ICPR.2010.987In this paper, we present a monocular camera based terrain classification scheme. The uniqueness of the proposed scheme is that it inherently incorporates spatial smoothness while segmenting a image, without requirement of post-processing smoothing ...
- ArticleAugust 2010
Evolving Fuzzy Classifiers: Application to Incremental Learning of Handwritten Gesture Recognition Systems
ICPR '10: Proceedings of the 2010 20th International Conference on Pattern RecognitionPages 4056–4059https://doi.org/10.1109/ICPR.2010.986In this paper, we present a new method to design customizable self-evolving fuzzy rule-based classifiers. The presented approach combines an incremental clustering algorithm with a fuzzy adaptation method in order to learn and maintain the model. We use ...
- ArticleAugust 2010
Margin Preserved Approximate Convex Hulls for Classification
ICPR '10: Proceedings of the 2010 20th International Conference on Pattern RecognitionPages 4052–4055https://doi.org/10.1109/ICPR.2010.985The usage of convex hulls for classification is discussed with a practical algorithm, in which a sample is classified according to the distances to convex hulls. Sometimes convex hulls of classes are too close to keep a large margin. In this paper, we ...
- ArticleAugust 2010
Adaptive Incremental Learning with an Ensemble of Support Vector Machines
ICPR '10: Proceedings of the 2010 20th International Conference on Pattern RecognitionPages 4048–4051https://doi.org/10.1109/ICPR.2010.984The incremental updating of classifiers implies that their internal parameter values can vary according to incoming data. As a result, in order to achieve high performance, incremental learner systems should not only consider the integration of ...
- ArticleAugust 2010
A Bound on the Performance of LDA in Randomly Projected Data Spaces
ICPR '10: Proceedings of the 2010 20th International Conference on Pattern RecognitionPages 4044–4047https://doi.org/10.1109/ICPR.2010.983We consider the problem of classification in nonadaptive dimensionality reduction. Specifically, we bound the increase in classification error of Fisher’s Linear Discriminant classifier resulting from randomly projecting the high dimensional data into a ...
- ArticleAugust 2010
Improving Classification Accuracy by Comparing Local Features through Canonical Correlations
ICPR '10: Proceedings of the 2010 20th International Conference on Pattern RecognitionPages 4032–4035https://doi.org/10.1109/ICPR.2010.980Classifying images using features extracted from densely sampled local patches has enjoyed significant success in many detection and recognition tasks. It is also well known that generally more than one type of feature is needed to achieve robust ...
- ArticleAugust 2010
Unexpected Human Behavior Recognition in Image Sequences Using Multiple Features
ICPR '10: Proceedings of the 2010 20th International Conference on Pattern RecognitionPages 368–371https://doi.org/10.1109/ICPR.2010.98This paper presents a novel approach for unexpected behavior recognition in image sequences with attention to high density crowd scenes. Due to occlusions, object-tracking in such scenes is challenging and in cases of low resolution or poor image ...
- ArticleAugust 2010
Illumination and Expression Invariant Recognition Using SSIM Based Sparse Representation
ICPR '10: Proceedings of the 2010 20th International Conference on Pattern RecognitionPages 4028–4031https://doi.org/10.1109/ICPR.2010.979The sparse representation technique has provided a new way of looking at object recognition. As we demonstrate in this paper, however, the mean-squared error (MSE) measure, which is at the heart of this technique, is not a very robust measure when it ...
- ArticleAugust 2010
Combining Geometry and Local Appearance for Object Detection
ICPR '10: Proceedings of the 2010 20th International Conference on Pattern RecognitionPages 4024–4027https://doi.org/10.1109/ICPR.2010.978In this paper we address the problem of object detection in cluttered scenes. Local image features and their spatial configuration act as representation of object classes which are learned in a discriminative fashion. Recent contributions in the area of ...
- ArticleAugust 2010
A Computer-Aided Method for Scoliosis Fusion Level Selection by a Topologicaly Ordered Self Organizing Kohonen Network
ICPR '10: Proceedings of the 2010 20th International Conference on Pattern RecognitionPages 4012–4015https://doi.org/10.1109/ICPR.2010.976Surgical instrumentation for the Adolescent idiopathic scoliosis (AIS) is a complex procedure involving many difficult decisions. Selection of the appropriate fusion level remains one of the most challenging decisions in scoliosis surgery. Currently, ...
- ArticleAugust 2010
Text Detection Using Edge Gradient and Graph Spectrum
ICPR '10: Proceedings of the 2010 20th International Conference on Pattern RecognitionPages 3979–3982https://doi.org/10.1109/ICPR.2010.968In this paper, we propose a new unsupervised text detection approach which is based on Histogram of Oriented Gradient and Graph Spectrum. By investigating the properties of text edges, the proposed approach first extracts text edges from an image and ...
- ArticleAugust 2010
3D Face Recognition by Deforming the Normal Face
ICPR '10: Proceedings of the 2010 20th International Conference on Pattern RecognitionPages 3975–3978https://doi.org/10.1109/ICPR.2010.9673D face recognition is complicated by the presence of expression variation. In this paper, we present an automatic 3D face recognition method which can differentiate the expression deformations from the interpersonal differences and recognize faces with ...
- ArticleAugust 2010
Initialization and Pose Alignment in Active Shape Model
ICPR '10: Proceedings of the 2010 20th International Conference on Pattern RecognitionPages 3971–3974https://doi.org/10.1109/ICPR.2010.966In this paper, we propose a new algorithm for shape initialization and 3D pose alignment in Active Shape Model (ASM). Instead of initializing with average shape in previous works, we build a scatter data interpolation model from key points to obtain the ...