yes.
neural nets as we know them today are largely inspired by the lowest layers of the human visual cortex, like V1.
there is evidence that these layers respond like gabor filters.
https://en.wikipedia.org/wiki/Visual_cortex#Primary_visual_cortex_(V1)this makes sense because it incorporates spatial frequencies (important for detecting edges) and locality (important for low-level processing sent up to higher layers)