It's a black and white decision to me. If the image is part of the content such as a logo or diagram or person (real person, not stock photo people) then use the
tag plus alt attribute. For everything else there's CSS background images.
The other time to use CSS background images is when doing image-replacement of text eg. paragraphs/headers.