Neural network learning and expert systems
Neural network learning and expert systems
Fundamentals of speech recognition
Fundamentals of speech recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Encoding information in neuronal activity
Pulsed neural networks
Person Identification Using Multiple Cues
IEEE Transactions on Pattern Analysis and Machine Intelligence
Neural Networks - 2003 Special issue: Advances in neural networks research IJCNN'03
Polychronization: Computation with Spikes
Neural Computation
Interaction of Face and Voice Areas during Speaker Recognition
Journal of Cognitive Neuroscience
Robust Object Recognition with Cortex-Like Mechanisms
IEEE Transactions on Pattern Analysis and Machine Intelligence
A tutorial on text-independent speaker verification
EURASIP Journal on Applied Signal Processing
Separation and recognition of multiple sound source using pulsed neuron model
ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
Text-independent speaker authentication with spiking neural networks
ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part I
A review of speech-based bimodal recognition
IEEE Transactions on Multimedia
Adaptive classifier integration for robust pattern recognition
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
WCCI'12 Proceedings of the 2012 World Congress conference on Advances in Computational Intelligence
A modified one-layer spiking neural network involves derivative of the state function at firing time
ISNN'12 Proceedings of the 9th international conference on Advances in Neural Networks - Volume Part I
A Modified Spiking Neuron that Involves Derivative of the State Function at Firing Time
Neural Processing Letters
NeuCube evospike architecture for spatio-temporal modelling and pattern recognition of brain signals
ANNPR'12 Proceedings of the 5th INNS IAPR TC 3 GIRPR conference on Artificial Neural Networks in Pattern Recognition
Evaluating SPAN incremental learning for handwritten digit recognition
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part III
Computational Intelligence and Neuroscience
Spike-timing-dependent construction
Neural Computation
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This paper presents a new modular and integrative sensory information system inspired by the way the brain performs information processing, in particular, pattern recognition. Spiking neural networks are used to model human-like visual and auditory pathways. This bimodal system is trained to perform the specific task of person authentication. The two unimodal systems are individually tuned and trained to recognize faces and speech signals from spoken utterances, respectively. New learning procedures are designed to operate in an online evolvable and adaptive way. Several ways of modelling sensory integration using spiking neural network architectures are suggested and evaluated in computer experiments.