Chapter 16

Convolution

Pascal Wallisch

The purpose of this chapter is to familiarize you with the convolution operation. You will use this operation in the context of receptive fields in the early visual system as input response filters whose convolution with an input image approximates certain aspects of your perception. Specifically, you will reproduce the Mach band illusion and explore the Gabor filter as a model for the receptive field of a simple cell in the primary visual cortex.

Keywords

convolution; difference of Gaussians function; classical receptive field; Mach band illusion; excitatory; inhibitory

16.1 Goals of this Chapter

The purpose of this chapter is to familiarize you with the convolution operation. You will use this operation in the ...

Get MATLAB for Neuroscientists, 2nd Edition now with the O’Reilly learning platform.

O’Reilly members experience books, live events, courses curated by job role, and more from O’Reilly and nearly 200 top publishers.