I'm curious to hear more about why image representations of music are horrible. What are the problems or limitations? Is there a better way to perform a simila

I'm curious to hear more about why image representations of music are horrible. What are the problems or limitations? Is there a better way to perform a similar kind of "dimensionality reduction" on music?