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FACE RECOGNITION USING Neural Network
#1

Faces represent complex, multidimensional, meaningful visual stimuli
and developing a computational model for face recognition is difficult
[43]. We present a hybrid neural network solution which compares
favorably with other methods. The system combines local image sampling,
a self-organizing map neural network, and a convolutional neural
network. The self-organizing map provides a quantization of the image
samples into a topological space where inputs that are nearby in the
original space are also nearby in the output space, thereby providing
dimensionality reduction and invariance to minor changes in the image
sample, and the convolutional neural network provides for partial
invariance to translation, rotation, scale, and deformation.
The
convolutional network extracts successively larger features in a
hierarchical set of layers. We present results using the
Karhunen-Lo`eve transform in place of the self-organizing map, and a
multi-layer perceptron in place of the convolutional network. The
Karhunen-Lo`eve transform performs almost as well (5.3% error versus
3.8%). The multi-layer perceptron performs very poorly (40% error
versus 3.8%). The method is capable of rapid classification, requires
only fast, approximate normalization and preprocessing, and
consistently exhibits better classification performance than the
eigenfaces approach [43] on the database considered as the number of
images per person in the training database is varied from 1 to 5. With
5 images per person the proposed method and eigenfaces result in 3.8%
and 10.5% error respectively. The recognizer provides a measure of
confidence in its output and classification error approaches zero when
rejecting as few as 10% of the examples. We use a database of 400
images of 40 individuals which contains quite a high degree of
variability in expression, pose, and facial details. We analyze
computational complexity and discuss how new classes could be added to
the trained recognizer.
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#2
i need materials about face recognition for seminars.plz send it to me or reply how i can get it?
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#3
Hi,
visit this thread for facial recognition using neural networks:
http://seminarprojectst-face-recognition-using-neural-networks-download-seminars-report?page=2
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#4
I required seminars project for face recognition technolgy; Face Gender Recognition in Humans
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#5
hi
please go through the following thread for more details on FACE RECOGNITION .

http://seminarprojectst-face-recognition-technology-a-seminars-report
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#6
hii..plzz send me the complete ppt with document on face recognition using neural network...
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#7
to get information about the topic FACE RECOGNITION USING Neural Network full report ,ppt and related topic refer the link bellow

http://seminarprojectst-face-recognition-using-neural-network--7532

http://seminarprojectst-face-recognition-using-neural-networks-download-seminars-report

http://seminarprojectst-face-recognition-using-neural-networks-download-seminars-report?page=5

http://seminarprojectst-face-recognition-using-artificial-neural-networks

http://seminarprojectst-digit-recognition-using-neural-network

http://seminarprojectst-digit-recognition-using-neural-network--7184
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#8
to get information about the topic FACE RECOGNITION USING NEURAL NETWORKS fullreport refer the link bellow

http://seminarprojectst-face-recognition-using-neural-networks-download-seminars-report

http://seminarprojectst-face-recognition-using-neural-network--7532

http://seminarprojectst-face-recognition-using-neural-networks-download-seminars-report?page=5

http://seminarprojectst-face-recognition-using-artificial-neural-networks

http://seminarprojectst-digit-recognition-using-neural-network--7184?pid=62153
Reply
#9

to get information about the topic FACE RECOGNITION USING NEURAL NETWORKS full report ,ppt and related topic refer the link bellow

http://seminarprojectst-face-recognition-using-neural-networks-download-seminars-report

http://seminarprojectst-face-recognition-using-artificial-neural-networks

http://seminarprojectst-face-recognition-using-neural-network--7532

http://seminarprojectst-face-recognition-using-neural-networks-download-seminars-report?page=5

http://seminarprojectst-optical-character-recognition-using-neural-networks

http://seminarprojectst-neural-network-based-face-detection--5878

http://seminarprojectst-high-speed-face-recognition-ppt

http://seminarprojectst-digit-recognition-using-neural-network--7184?pid=62153

http://seminarprojectst-digit-recognition-using-neural-network--4740
Reply
#10
to get information about the topic FACE RECOGNITION USING NEURAL NETWORKS full report ,ppt and related topic refer the link bellow

http://seminarprojectst-face-recognition-using-neural-networks-download-seminars-report

http://seminarprojectst-face-recognition-using-artificial-neural-networks

http://seminarprojectst-face-recognition-using-neural-network--7532

http://seminarprojectst-face-recognition-using-neural-networks-download-seminars-report?page=5

http://seminarprojectst-optical-character-recognition-using-neural-networks

http://seminarprojectst-neural-network-based-face-detection--5878

http://seminarprojectst-high-speed-face-recognition-ppt

http://seminarprojectst-digit-recognition-using-neural-network--7184?pid=62153

http://seminarprojectst-digit-recognition-using-neural-network--4740
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