I'm using png in a computer vision image annotation tool[0]. The idea is to store the class labels directly in the image [dispensing with the side car text files], taking advantage of the beautiful png metadata capabilities. The next step is to build a specialized extension of the format for this kind of task.

[0]https://github.com/VoxleOne/XLabel