This figure is used in my paper Optimizing the F-measure for Threshold-free Salient Object Detection.
Loss surface of FLoss (left), Log-FLoss (mid) and Cross-entropy loss (right). FLoss holds larger gradients in the saturated area, leading to high-contrast predictions.