In my drawable folder I have a few images and they all reference perfect, but when I try and add any more images with the exact same size in the same folder, and try to refe
If you have the naming conventions right, then just go to File -> Invalidate Caches / Restart..
And press Invalidate Caches / Restart..
This helped in my case.
My Image name was 21.jpg. I renamed it as abc.jpg and it worked. So Make sure your image name not starting with a number. However all above answers are also accepted.