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Bernal S D_2010.pdf - University of Plymouth

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5.1. FEEDFORWARD PROCHSSING<br />

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ta<br />

S2 RF size: 4x4<br />

100 40 m<br />

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ion IV wt "•-.<br />

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S2RF size: 12x12<br />

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•a KB iH n<br />

Mean over S2 RF sizes and locations<br />

w<br />

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01 a'::<br />

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S2 RF sizs: 6x8<br />

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%iftiiDWK ' o n w w B<br />

32 RFsiie: 16x16<br />

Input image<br />

Figure 5.7: Likelihood response <strong>of</strong> the S3 nodes, A (S3), at all locations and RF si/es <strong>of</strong> Ihe<br />

alternative 3-luyer archiwciiire. The input image used was the 24th ohject <strong>of</strong> the<br />

dataset, which corresponds to S3 stiiics 93 to 96 <strong>of</strong> the 24(1 slates. Kc[:all in this<br />

architeciurc there are fttur S3 prototypes for each ohjeci, corresponding to four<br />

dilfereni possible lot;ations <strong>of</strong> the ohject al the C2 level. An imagi; next to the<br />

maximum value <strong>of</strong> each dislrihution is .shown to symbolically represent the winner<br />

S3 prototype. Note that in most cases the winner element corresponds to a<br />

prototype <strong>of</strong> the input image. However, in some cases there might exist some ambiguity<br />

and oiher similar objeci prototypes may exhibit relatively large values. For<br />

example, for location (2,2) <strong>of</strong> KF size=4x4, the prototypes <strong>of</strong> the letters M and W<br />

also showed relatively high values. The bottom-left distribution shows the mean<br />

S3 likelihood response over the 2x2 locations and the four RF sizes.<br />

199

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