The shape_predictor and shape_predictor_trainer had a non-optimal behavior when
used with objects that have non-square bounding boxes. This has been fixed but will cause models that were trained with the previous version of dlib to not work as accurately if they used non-square boxes. So you might have to retrain your models when updating dlib.
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