Geometric insights into focal loss: Reducing curvature for enhanced model calibration

Masanari Kimura, Hiroki Naganuma

Abstract: Highlights•We reinterpret focal loss and show that it behaves as the curvature reduction.•We provide the conjecture of the connection between curvature and model calibration.•We design the numerical experiments to demonstrate our theoretical hypothesis.