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222464 avatar 222464 commented on August 18, 2024

Hi,

Thank you for your interest in AOgmaNeo!

The weight matrix represents local receptive fields, so each cell has a receptive field area (the same area for all cells in a hidden column), where each column in that area has input/visible cells.

Put another way, each hidden cell has a 3D volume of input/visible cells it is connected to. Keep in mind that columns are either full connected to each other or not at all - so it's the chosen area that is the selective part. That's why the 3D volume is area * vld.size.z, so it spans some area of columns but full columns (full coverage across the visible column dimension).

I hope this makes sense!

from aogmaneo.

msche avatar msche commented on August 18, 2024

Thanks for the reply but it is not entirely clear to me yet. The part that each hidden cell has a 3D volume of input/visible cells I get and I think that is taken care of by $\text{number of hidden cells} \times area$.

What I don't get yet is the part about the full connected to each other or not and how this relates to the multiplying with the number of cells in a column.

from aogmaneo.

msche avatar msche commented on August 18, 2024

Had another thorough look and I got it. Thanks for the clarification.

from aogmaneo.

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