this mug is a bird - YOLOv3

Regular price $22.00

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 YOLOv3.

• Ceramic
• 11 oz mug dimensions: 3.8″ (9.6 cm) in height, 3.2″ (8.2 cm) in diameter
• 15 oz mug dimensions: 4.7″ (11.9 cm) in height, 3.3″ (8.5 cm) in diameter
• Dishwasher and microwave safe
• Blank product sourced from China

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, and learn about the warping method pioneered on adversarial t-shirts at