Top-Down Saliency Detection Driven by Visual Classification.

•A two-layer deep architecture for top-down saliency detection and fine-grained visual classification.•Driving a saliency detector with a specific goal results in better performance than fine-tuning pre-trained saliency models.•Providing explicitly saliency maps to visual classifiers increased classification performance.