The Difference Between Dice and Dice Loss

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When doing image segmentation using CNNs, we often hear about the Dice coefficient, and sometimes we see the term dice loss. A lot of us get confused between these two metrics.

Physically they are the same, but when we look at their values we find that they are not the same!