SketchTransfer task tests deep networks' ability to generalize missing details.
problem Deep networks struggle with generalizing missing details in images.
method Proposes SketchTransfer dataset and task to study detail-invariance.
result State-of-the-art methods perform poorly on SketchTransfer task.