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Robustness Plot for Face Image Retrieval 100 Percentage Ratio of Certainty Levels
"certainty.plot"
80
60
40
20
0 0
20 40 60 80 Number of Known Patterns out of 729 Generated
100
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Class C
Additions or Deletions are by adding or deleting tables in this 4 direction 3 2 1 0 1 2
Nodes (0,1,2,...N)
Table for class 1 time T
VN 0 time t
12
Nodes−−−−−−−−−−−−−−−−−−−−−−−−−−> 1 2 3 .......... N−1 N 23
4
0
34
6
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INPUT DISTRIBUTION WITH CENTROIDS
Feature 2
1
2
4 A
3
Feature 1 STANDARD DECISION REGION FORMATION ( A 2D EXAMPLE )
INPUT DISTRIBUTION WITH CENTROIDS NODE 4 DELETED & ITS INPUT SPACE SHARED BY NEIGHBORS 1
Feature 2
J
4 2 A
3
Feature 1 DECISION REGION SHARING BY NEIGHBORS ( A 2D EXAMPLE )
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VIRTUAL NEURON
SYNAPTIC WEIGHTS
INPUT OUTPUT CLASS NODES
PATTERN
CLASS MEMBERSHIP GRADES AT TIME " t "
f(t) SPATIAL GRATING FREQUENCY FUZZY GATED NEURON
Multiple Outputs
Weighted Inputs
Input
Output
control
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p
n
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GATED NEURONAL ARRAY IMAGE DECOMPOSITION ARRAY
IMAGE SELECTION ARRAY
NORMALIZED IMAGE DATA
z−input
z−input OUTPUT @ t = 0+
BACKGROUND
FACE IMAGE SPARSE DECOMPOSITION
S E Q U E N C E @ t=t FACE IMAGE IMAGE SELECTION CONTROL INPUT
SELECTED PART
STATISTICAL INFORMATION ( Mean, Median, Entropy, Invariant Moments )
z−input
@ t=T
SPATIAL GRATING FREQUENCY
@AhBD#EYF x L1@F 63W DEYF U
GATE CONTROL UNITS SHOWN SEPARATELY
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Synaptic connections
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Inp()
Inp()
Axonal Output after
Gate
One Dimensional Spatial Grating (Typical) for a specific combination of input, output and control functions. Ctrl()
Inp() = Input function. Ctrl() = Neuronal Gate Control function Oup() = Output Non−linear function
ZFwA b
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t
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Probe
Location of Important Image Fragments
Affine Transforms such as rotation, normalization and grabbing
Feature Extraction By Gated Neuronal Array
Fuzzy Gated Neural Networks Mean Decision Module for Image Retrieval and Electronic Line−ups
Entropy Phi1 phi2 phi3 phi4 phi5 Pattern Recognition Module 31−D 7 Feature Types
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