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The issue I was having here was that I was implementing a complicated image processing pipeline (using opencv, I was filtering the image, drawing boundaries, etc.) and that was slowing things down. It was not the publishing rate.

The solution is to save those images in a separate directory and then process them afterwards, or use a separate thread for image processing.