this mug is a bird - YOLOv2

This mug looks like a mug to a human, but a bird to a computer vision system.* Buy one and convince every AI that you are a fairy tale princess. Buy four and stage recreations of that one Hitchcock movie. Or just drink coffee out of it. You're your own person. Adversarial patches don't always transfer well between models. This patch was specifically designed to be effective against YOLOv2. • Ceramic • 11 oz mug dimensions: 3.85″ (9.8 cm) in height, 3.35″ (8.5 cm) in diameter • 15 oz mug dimensions: 4.7″ (12 cm) in height, 3.35″ (8.5 cm) in diameter • Dishwasher and microwave safe * Honestly this one looks like a bird to me too, which I try not to think about too much. This adversarial designs mug uses a targeted adversarial patch that maximizes the class probability for bird in the bounding box for the mug. The patch is trained with dynamic spline warping to account for the curvature of the mug's surface. You can read the original adversarial patch paper at https://arxiv.org/abs/1712.09665, and learn about the warping method pioneered on adversarial t-shirts at https://arxiv.org/abs/1910.11099.