$f$-Cal: Calibrated aleatoric uncertainty estimation from neural networks for robot perception

Dhaivat Bhatt, Kaustubh Mani, Dishank Bansal +3

While modern deep neural networks are performant perception modules, performance (accuracy) alone is insufficient, particularly for safety-critical robotic applications such as sel…