Your question is Focal Loss for Imbalance. Take a moment with it on the right.
Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).
Implement a custom loss function such as Focal Loss designed to handle extreme class imbalance in object detection datasets.