File size in a browser game affects loading time. But for memory usage the image dimensions in pixels are critical. So if there is a lot of transparent space around the image, cropping it will reduce memory usage.
What is the maximum memory usage in your game? You can see it if you right click on the project name, select Tools, Project Statistics.
My estimation that if it's under 1GB, it should be fine for a browser game.