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Localization of panda bears in a complex environment. Left: bear images. Note the highly variable pose of the bears and the strongly textured backgrounds. Center: saliency maps produced by a single layer HSDN. Right: saliency maps produced by a two-layer HDSN. The ability of the second network layer to learn discriminant saliency patterns reduces the number of false positives and enables significantly superior target localization.
