“Universal adversarial perturbations” seems most dramatic ML result in years; if so, not getting deserved attention https://arxiv.org/pdf/1610.08401v1.pdf …
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I would guess DL systems can address shape problem only by brute force, i.e recognizing each pose separately, from examples of that pose.
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Coupling a convolutional texture-classifier with a 3D shape-from system, to handle rotation and pose, might win big.
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