On Endmember Detection in Hyperspectral Images with Morphological Associative Memories
IBERAMIA 2002 Proceedings of the 8th Ibero-American Conference on AI: Advances in Artificial Intelligence
On the Application of Heteroassociative Morphological Memories to Face Localization
IWANN '01 Proceedings of the 6th International Work-Conference on Artificial and Natural Neural Networks: Bio-inspired Applications of Connectionism-Part II
Steps towards one-shot vision-based self-localization
Biologically inspired robot behavior engineering
Guest Editorial: Special Issue on Morphological Neural Networks
Journal of Mathematical Imaging and Vision
Generalizing Operations of Binary Autoassociative Morphological Memories Using Fuzzy Set Theory
Journal of Mathematical Imaging and Vision
Reconstruction of Patterns from Noisy Inputs Using Morphological Associative Memories
Journal of Mathematical Imaging and Vision
Journal of Mathematical Imaging and Vision
Associative morphological memories based on variations of the kernel and dual kernel methods
Neural Networks - 2003 Special issue: Advances in neural networks research IJCNN'03
Associative Gray Level Pattern Processing using Binary Decomposition and α β Memories
Neural Processing Letters
A New Two-Level Associative Memory for Efficient Pattern Restoration
Neural Processing Letters
A small part of lattice theory
ACM SIGAPL APL Quote Quad
Enhanced fuzzy autoassociative morphological memory for binary pattern recall
SPPR'07 Proceedings of the Fourth conference on IASTED International Conference: Signal Processing, Pattern Recognition, and Applications
A general framework for fuzzy morphological associative memories
Fuzzy Sets and Systems
Morphological neural networks and vision based simultaneous localization and mapping
Integrated Computer-Aided Engineering - Artificial Neural Networks
Study of the Influence of Noise in the Values of a Median Associative Memory
ICANNGA '07 Proceedings of the 8th international conference on Adaptive and Natural Computing Algorithms, Part II
Using Alpha-Beta Associative Memories to Learn and Recall RGB Images
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Advances in Neural Networks, Part III
Voice Translator Based on Associative Memories
ISNN '08 Proceedings of the 5th international symposium on Neural Networks: Advances in Neural Networks, Part II
A Bidirectional Hetero-Associative Memory for True-Color Patterns
Neural Processing Letters
A New Associative Model with Dynamical Synapses
Neural Processing Letters
Single-Cycle Image Recognition Using an Adaptive Granularity Associative Memory Network
AI '08 Proceedings of the 21st Australasian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence
Lattice Independence and Vision Based Mobile Robot Navigation
KES '07 Knowledge-Based Intelligent Information and Engineering Systems and the XVII Italian Workshop on Neural Networks on Proceedings of the 11th International Conference
Geometric Associative Processing Applied to Pattern Classification
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part II
Morphological Hetero-Associative Memories Applied to Restore True-Color Patterns
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part III
On the application of Associative Morphological Memories to Hyperspectral Image Analysis
IWANN '03 Proceedings of the 7th International Work-Conference on Artificial and Natural Neural Networks: Part II: Artificial Neural Nets Problem Solving Methods
A class of sparsely connected autoassociative morphological memories for large color images
IEEE Transactions on Neural Networks
Lattice Independent Component Analysis for fMRI Analysis
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part II
Morphological auto-associative memories applied to true-color image patterns
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Enhanced fuzzy autoassociative morphological memory for binary pattern recall
SPPRA '07 Proceedings of the Fourth IASTED International Conference on Signal Processing, Pattern Recognition, and Applications
Generalized encoding and decoding operators for lattice-based associative memories
IEEE Transactions on Neural Networks
Morphological independence for landmark detection in vision based SLAM
IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks
A lattice computing approach for on-line fMRI analysis
Image and Vision Computing
Complete recall on alpha-beta heteroassociative memory
MICAI'07 Proceedings of the artificial intelligence 6th Mexican international conference on Advances in artificial intelligence
Design of an evolutionary codebook based on morphological associative memories
MICAI'07 Proceedings of the artificial intelligence 6th Mexican international conference on Advances in artificial intelligence
PSIVT'07 Proceedings of the 2nd Pacific Rim conference on Advances in image and video technology
A new algorithm for training multi-layered morphological networks
CIARP'07 Proceedings of the Congress on pattern recognition 12th Iberoamerican conference on Progress in pattern recognition, image analysis and applications
A new method of morphological associative memories
ICIC'09 Proceedings of the Intelligent computing 5th international conference on Emerging intelligent computing technology and applications
Multi-wheel graph neuron: a distributed associative memory for structured P2P networks
Proceedings of the 11th International Conference on Information Integration and Web-based Applications & Services
Permutation-based finite implicative fuzzy associative memories
Information Sciences: an International Journal
Information Sciences: an International Journal
A morphological associative memory employing a reverse recall
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: models and applications - Volume Part II
A lattice matrix method for hyperspectral image unmixing
Information Sciences: an International Journal
Extending conceptualisation modes for generalised Formal Concept Analysis
Information Sciences: an International Journal
Lattice independent component analysis for functional magnetic resonance imaging
Information Sciences: an International Journal
A class of hybrid morphological perceptrons with application in time series forecasting
Knowledge-Based Systems
High resolution segmentation of csf on phase contrast MRI
IWINAC'11 Proceedings of the 4th international conference on Interplay between natural and artificial computation: new challenges on bioinspired applications - Volume Part II
Experiments on lattice independent component analysis for face recognition
IWINAC'11 Proceedings of the 4th international conference on Interplay between natural and artificial computation: new challenges on bioinspired applications - Volume Part II
Associative memory approach for the diagnosis of parkinson's disease
MCPR'11 Proceedings of the Third Mexican conference on Pattern recognition
A new model of BAM: alpha-beta bidirectional associative memories
ISCIS'06 Proceedings of the 21st international conference on Computer and Information Sciences
Image compression algorithm based on morphological associative memories
CIARP'06 Proceedings of the 11th Iberoamerican conference on Progress in Pattern Recognition, Image Analysis and Applications
A novel approach to automatic color matching
CIARP'06 Proceedings of the 11th Iberoamerican conference on Progress in Pattern Recognition, Image Analysis and Applications
Median associative memories: new results
CIARP'05 Proceedings of the 10th Iberoamerican Congress conference on Progress in Pattern Recognition, Image Analysis and Applications
Alpha-Beta associative memories for gray level patterns
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
Morphological neural networks and vision based mobile robot navigation
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part I
An introduction to the kosko subsethood FAM
HAIS'10 Proceedings of the 5th international conference on Hybrid Artificial Intelligence Systems - Volume Part II
Median hetero-associative memories applied to the categorization of true-color patterns
HAIS'10 Proceedings of the 5th international conference on Hybrid Artificial Intelligence Systems - Volume Part II
ICONIP'06 Proceedings of the 13 international conference on Neural Information Processing - Volume Part I
The perfect recalling rate of morphological associative memory
ICONIP'06 Proceedings of the 13 international conference on Neural Information Processing - Volume Part I
A method to improve performance of heteroassociative morphological memories
ICIC'11 Proceedings of the 7th international conference on Advanced Intelligent Computing Theories and Applications: with aspects of artificial intelligence
An endmember-based distance for content based hyperspectral image retrieval
Pattern Recognition
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part II
A novel lattice associative memory based on dendritic computing
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part II
MCPR'12 Proceedings of the 4th Mexican conference on Pattern Recognition
Associative model for solving the wall-following problem
MCPR'12 Proceedings of the 4th Mexican conference on Pattern Recognition
Bidirectional associative memories: Different approaches
ACM Computing Surveys (CSUR)
A novel encryption method with associative approach for gray-scale images
MICAI'12 Proceedings of the 11th Mexican international conference on Advances in Artificial Intelligence - Volume Part I
Evolutionary Learning Processes to Design the Dilation-Erosion Perceptron for Weather Forecasting
Neural Processing Letters
Efficiency improvements for fuzzy associative memory
ISNN'13 Proceedings of the 10th international conference on Advances in Neural Networks - Volume Part I
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The theory of artificial neural networks has been successfully applied to a wide variety of pattern recognition problems. In this theory, the first step in computing the next state of a neuron or in performing the next layer neural network computation involves the linear operation of multiplying neural values by their synaptic strengths and adding the results. A nonlinear activation function usually follows the linear operation in order to provide for nonlinearity of the network and set the next state of the neuron. In this paper we introduce a novel class of artificial neural networks, called morphological neural networks, in which the operations of multiplication and addition are replaced by addition and maximum (or minimum), respectively. By taking the maximum (or minimum) of sums instead of the sum of products, morphological network computation is nonlinear before possible application of a nonlinear activation function. As a consequence, the properties of morphological neural networks are drastically different than those of traditional neural network models. The main emphasis of the research presented here is on morphological associative memories. We examine the computing and storage capabilities of morphological associative memories and discuss differences between morphological models and traditional semilinear models such as the Hopfield net