Digital image processing (2nd ed.)
Digital image processing (2nd ed.)
Handbook of image processing operators
Handbook of image processing operators
Neural Network-Based Face Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Detecting Faces in Images: A Survey
IEEE Transactions on Pattern Analysis and Machine Intelligence
Probabilistic Modeling of Local Appearance and Spatial Relationships for Object Recognition
CVPR '98 Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
A Fast and Accurate Face Detector for Indexation of Face Images
FG '00 Proceedings of the Fourth IEEE International Conference on Automatic Face and Gesture Recognition 2000
A New Robust Face Detection in Color Images
FGR '02 Proceedings of the Fifth IEEE International Conference on Automatic Face and Gesture Recognition
A new fast forecasting technique using high speed neural networks
WSEAS Transactions on Signal Processing
A novel fast Kolmogorov's spline complex network for pattern detection
WSEAS TRANSACTIONS on SYSTEMS
A new technique for detecting dental diseases by using high speed artificial neural networks
WSEAS Transactions on Computers
A real-time intrusion detection algorithm for network security
WSEAS TRANSACTIONS on COMMUNICATIONS
A real-time intrusion detection algorithm for network security
AIC'08 Proceedings of the 8th conference on Applied informatics and communications
A new fast forecasting technique using high speed neural networks
SSIP'08 Proceedings of the 8th conference on Signal, Speech and image processing
An effective method for detecting dental diseases by using fast neural networks
SSIP'08 Proceedings of the 8th conference on Signal, Speech and image processing
A novel fast Kolmogorov's spline complex network for pattern detection
SMO'08 Proceedings of the 8th conference on Simulation, modelling and optimization
New Fast Decision Tree Classifier for Identifying Protein Coding Regions
ISICA '08 Proceedings of the 3rd International Symposium on Advances in Computation and Intelligence
Fast detection of specific information in voice signal over internet protocol
WSEAS TRANSACTIONS on COMMUNICATIONS
Fast virus detection by using high speed time delay neural networks
NN'09 Proceedings of the 10th WSEAS international conference on Neural networks
A new technique for detecting dental diseases by using high speed neuro-computers
ECC'08 Proceedings of the 2nd conference on European computing conference
Fast detection of specific information in voice signal over internet protocol
CIMMACS'08 Proceedings of the 7th WSEAS international conference on Computational intelligence, man-machine systems and cybernetics
Fast information retrieval from web pages
CIMMACS'08 Proceedings of the 7th WSEAS international conference on Computational intelligence, man-machine systems and cybernetics
Fast image matching on web pages
CIS'09 Proceedings of the international conference on Computational and information science 2009
Design of anti-GPS for reasons of security
CIS'09 Proceedings of the international conference on Computational and information science 2009
A fast computerized method for automatic simplification of boolean functions
ISTASC'09 Proceedings of the 9th WSEAS International Conference on Systems Theory and Scientific Computation
Fast word detection in a speech using new high speed time delay neural networks
ISCGAV'09 Proceedings of the 9th WSEAS international conference on Signal processing, computational geometry and artificial vision
A fast searching protocol for fully replicated system
ICCOMP'09 Proceedings of the WSEAES 13th international conference on Computers
Fast time delay neural networks for word detection in video conference
ECC'09 Proceedings of the 3rd international conference on European computing conference
An efficient electronic archiving approach for office automation
ECC'09 Proceedings of the 3rd international conference on European computing conference
Fast information processing over business networks
AIC'09 Proceedings of the 9th WSEAS international conference on Applied informatics and communications
Fast image matching on web pages
WSEAS Transactions on Signal Processing
Fast information retrieval from web pages
WSEAS Transactions on Information Science and Applications
Fast Time Delay Neural Networks for Detecting DNA Coding Regions
KES '09 Proceedings of the 13th International Conference on Knowledge-Based and Intelligent Information and Engineering Systems: Part I
Fast record detection in large databases using new high speed time delay neural networks
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Fast word detection in a speech using new high speed time delay neural networks
WSEAS Transactions on Signal Processing
Fast harmonic current/voltage prediction by using high speed time delay neural networks
CIT'09 Proceedings of the 3rd International Conference on Communications and information technology
Fast intrusion detection by using high speed focused time delay neural networks
CIT'09 Proceedings of the 3rd International Conference on Communications and information technology
A new automated information retrieval system by using intelligent mobile agent
AIKED'10 Proceedings of the 9th WSEAS international conference on Artificial intelligence, knowledge engineering and data bases
New fast principal component analysis for real-time face detection
Machine Graphics & Vision International Journal
Integrating neural networks and PCA for fast covert surveillance
CI'10 Proceedings of the 4th WSEAS international conference on Computational intelligence
Fast packet detection by using high speed time delay neural networks
MUSP'10 Proceedings of the 10th WSEAS international conference on Multimedia systems & signal processing
Prediction of market price by using fast time delay neural networks
NN'10/EC'10/FS'10 Proceedings of the 11th WSEAS international conference on nural networks and 11th WSEAS international conference on evolutionary computing and 11th WSEAS international conference on Fuzzy systems
Fast Karnough map for simplification of complex Boolean functions
ACS'10 Proceedings of the 10th WSEAS international conference on Applied computer science
Fast human motion tracking by using high speed neural
SSIP '09/MIV'09 Proceedings of the 9th WSEAS international conference on signal, speech and image processing, and 9th WSEAS international conference on Multimedia, internet & video technologies
MMACTEE'09 Proceedings of the 11th WSEAS international conference on Mathematical methods and computational techniques in electrical engineering
A new approach for prediction by using integrated neural networks
AMERICAN-MATH'11/CEA'11 Proceedings of the 2011 American conference on applied mathematics and the 5th WSEAS international conference on Computer engineering and applications
An intelligent approach for fast detection of biological viruses in DNA sequence
ACELAE'11 Proceedings of the 10th WSEAS international conference on communications, electrical & computer engineering, and 9th WSEAS international conference on Applied electromagnetics, wireless and optical communications
A new expert system for pediatric respiratory diseases by using neural networks
AICT'11 Proceedings of the 2nd international conference on Applied informatics and computing theory
Surveillance of video signals over computer networks
ACC'11/MMACTEE'11 Proceedings of the 13th IASME/WSEAS international conference on Mathematical Methods and Computational Techniques in Electrical Engineering conference on Applied Computing
Real-time transmission of video streaming over computer networks
EHAC'12/ISPRA/NANOTECHNOLOGY'12 Proceedings of the 11th WSEAS international conference on Electronics, Hardware, Wireless and Optical Communications, and proceedings of the 11th WSEAS international conference on Signal Processing, Robotics and Automation, and proceedings of the 4th WSEAS international conference on Nanotechnology
A new hybrid system for information security
ACA'12 Proceedings of the 11th international conference on Applications of Electrical and Computer Engineering
A new fast neural network model
ACACOS'12 Proceedings of the 11th WSEAS international conference on Applied Computer and Applied Computational Science
Hi-index | 0.00 |
Neural networks have shown good results for detecting a certain pattern in a given image. In this paper, faster neural networks for pattern detection are presented. Such processors are designed based on cross correlation in the frequency domain between the input matrix and the input weights of neural networks. This approach is developed to reduce the computation steps required by these faster neural networks for the detection process. The principle of divide and conquer strategy is applied through matrix decomposition. Each matrix is divided into smaller in size submatrices and then each one is tested separately by using a single faster neural processor. Furthermore, faster pattern detection is obtained by using parallel processing techniques to test the resulting submatrices at the same time using the same number of faster neural networks. In contrast to faster neural networks, the speed up ratio is increased with the size of the input matrix when using faster neural networks and matrix decomposition. Moreover, the problem of local submatrix normalization in the frequency domain is solved. The effect of matrix normalization on the speed up ratio of pattern detection is discussed. Simulation results show that local submatrix normalization through weight normalization is faster than submatrix normalization in the spatial domain. The overall speed up ratio of the detection process is increased as the normalization of weights is done off line.