Illustration of the proposed decomposition with an example of an image: given the top image with multiple labels, from its holistic feature representation shown right to it, for each of its associated labels, we aim to derive a label-specific representation, which reflects its actual region in the image. It is more informative to model individual labels compared to the holistic representation.
