If you mean internal storage memory, yes, if it's low enough it will cause crashes it can't write temporary or other fuel.
If you mean RAM memory, Android should make it available as needed. But browsers aren't perfect, they may have a memory leak, etc. Android isn't 100% perfect her either. So crashes could happen.