this mug is a donut

Regular price $22.00

Yo dawg, we heard you like dunking donuts in your coffee, so we put a donut on a coffee mug so you can dunk your donut in a donut.

• 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
• Irresistible to robot police officers

This adversarial designs mug uses a targeted adversarial patch that maximizes the class probability for donut 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