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Convention when feeding data to an annotator

Hi, I have some trouble using face annotators, and I think the issue is caused by some inconsistency between feeding a batch of images vs a single image when calling the annotator. More precisely :

I should be able to propose an easy fix, but which is the correct expected behavior ?

ping @ydayer @tiago.pereira

Edited by Laurent COLBOIS