Video and image processing with self-organizing neural networks

Authors:
José García-Rodríguez;Enrique Domínguez;Anastassia Angelopoulou;Alexandra Psarrou;Francisco José Mora-Gimeno;Sergio Orts;Juan Manuel García-Chamizo
Affiliations:
Dept. of Computing Technology, University of Alicante, Spain;Dept. of Computer Science, University of Malaga, Spain;Dept. of Computer Science & Software Engineering, University of Westminster, United Kingdom;Dept. of Computer Science & Software Engineering, University of Westminster, United Kingdom;Dept. of Computing Technology, University of Alicante, Spain;Dept. of Computing Technology, University of Alicante, Spain;Dept. of Computing Technology, University of Alicante, Spain
Venue:
IWANN'11 Proceedings of the 11th international conference on Artificial neural networks conference on Advances in computational intelligence - Volume Part II
Year:
2011

Citing 7
Cited 2

Topology representing networks

Neural Networks
A Self-Organizing Network that Can Follow Non-stationary Distributions

ICANN '97 Proceedings of the 7th International Conference on Artificial Neural Networks
Hand Gesture Recognition Following the Dynamics of a Topology-Preserving Network

FGR '02 Proceedings of the Fifth IEEE International Conference on Automatic Face and Gesture Recognition
Following non-stationary distributions by controlling the vector quantization accuracy of a growing neural gas network

Neurocomputing
Three-dimensional surface reconstruction using meshing growing neural gas (MGNG)

The Visual Computer: International Journal of Computer Graphics
A Neural Network Approach for Video Object Segmentation in Traffic Surveillance

ICIAR '08 Proceedings of the 5th international conference on Image Analysis and Recognition
Automatic landmarking of 2d medical shapes using the growing neural gas network

CVBIA'05 Proceedings of the First international conference on Computer Vision for Biomedical Image Applications

Grayscale images and RGB video: compression by morphological neural network

ANNPR'12 Proceedings of the 5th INNS IAPR TC 3 GIRPR conference on Artificial Neural Networks in Pattern Recognition
A self-organizing map for traffic flow monitoring

IWANN'13 Proceedings of the 12th international conference on Artificial Neural Networks: advences in computational intelligence - Volume Part II

Quantified Score

Hi-index	0.00

Visualization

Abstract

This paper aims to address the ability of self-organizing neural network models to manage video and image processing in real-time. The Growing Neural Gas networks (GNG) with its attributes of growth, flexibility, rapid adaptation, and excellent quality representation of the input space makes it a suitable model for real time applications. A number of applications are presented that includes: image compression, hand and medical image contours representation, surveillance systems, hand gesture recognition systems or 3D data reconstruction.