Abstract: Highlights•Region-wise loss can simultaneously account for class imbalance and pixel importance.•Certain loss functions are special cases of Region-wise loss.•Region-wise loss fixes the optimization instability observed with Boundary loss.•Region-wise loss compares to or surpasses Dice, Focal, weighted Cross entropy, and Boundary loss.
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