We know that in analogy with the response properties of V1 in the primary visual cortex, simple and complex cells are simulated in the HMAX model. The computation for simple cells is to take the sum over the inputs, while for complex cells is to take max over its inputs. We denote the two operations as S-filter and C-filter, respectively. Given a 3-by-3 array A, it is firstly passed through a layer of C-filters then a layer of S-filters. Compute the output array in the end. Assume the receptive field size of both S- and C-filters is 3-by-3, they move pixel-wisely on their input. The array is padded with zeros if necessary for the filtering. 6.0 10.0 10.0 A = 10.0 7.0 5.0 [ 9.0 5.0 3.0 ANSWER: The output array B =

Computer Networking: A Top-Down Approach (7th Edition)
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We know that in analogy with the response properties of V1 in the primary visual cortex, simple and complex cells are simulated in the HMAX model. The computation for simple cells is to take the
sum over the inputs, while for complex cells is to take max over its inputs. We denote the two operations as S-filter and C-filter, respectively. Given a 3-by-3 array A, it is firstly passed through a layer
of C-filters then a layer of S-filters. Compute the output array in the end. Assume the receptive field size of both S- and C-filters is 3-by-3, they move pixel-wisely on their input. The array is padded
with zeros if necessary for the filtering.
6.0
10.0
10.0
A =
10.0
7.0
5.0
9.0
5.0
3.0
ANSWER:
The output array B =
Transcribed Image Text:We know that in analogy with the response properties of V1 in the primary visual cortex, simple and complex cells are simulated in the HMAX model. The computation for simple cells is to take the sum over the inputs, while for complex cells is to take max over its inputs. We denote the two operations as S-filter and C-filter, respectively. Given a 3-by-3 array A, it is firstly passed through a layer of C-filters then a layer of S-filters. Compute the output array in the end. Assume the receptive field size of both S- and C-filters is 3-by-3, they move pixel-wisely on their input. The array is padded with zeros if necessary for the filtering. 6.0 10.0 10.0 A = 10.0 7.0 5.0 9.0 5.0 3.0 ANSWER: The output array B =
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