My preference (5" or greater display):
In the Flow, where it belongs.
I happen to like text that flows around (See 3 men in a boat) smaller images.
For Larger Images, a separate page. I also rotate the image for best Aspect match (too bad if your PC Monitor does not twist

)
YMMV