Focal Loss

Loss function addressing class imbalance by down-weighting easy examples.

In italiano: Focal Loss

Adds modulating factor (1-p)^γ to cross-entropy. Focuses training on hard examples. Used in object detection (RetinaNet) for handling background class imbalance.

Examples

  • RetinaNet object detection
  • Imbalanced classification
  • Hard example mining