this mug is a wine glass - YOLOv2

Regular price $22.00

Tired: hiding liquor in your coffee mug
Wired: hiding coffee in a wine glass

Subvert expectations with this naughty-looking coffee mug. And if anyone asks, wine is definitely part of a complete breakfast.

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
• Wine not included

This adversarial designs mug uses a targeted adversarial patch that maximizes the class probability for wine glass within 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