Acoustic Input Data: Decibel or Pascals

In acoustics decibel levels were defined to solve an issue with showing values that are interpretive, understandable, and easy to communicate in contrast to intensity or pressure in Pascals.

$$dB = 10*\log({\frac{p^2}{p_{ref}^2}})$$

This log scale helps human understanding of an acoustic signal because human hearing is capable of discerning the difference of about 1 dB ref 20 $$uPa$$. However, if I have input data for a 2D CNN would it make more sense to have my input data be in Decibels where it is a logarithmic or to have raw pressures?

Would one or the other benefit my models learning?