The Imagenet-based networks already have bounding boxes to identify the region of interest.  It&#x27;s important, because many of the training images have multiple &quot;things&quot; in them, but in the &#x27;12 dataset, only one label.  It&#x27;s not as much &quot;feature engineering&quot; as &quot;object discrimination in the training set&quot;.