ShawnBIT / Loss-family

Some classical and cutting-edge loss in semantic segmentation task

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Loss-family

  • Segmentation of Head and Neck Organs at Risk Using CNN with Batch Dice Loss [paper]
  • 3D Segmentation with Exponential Logarithmic Loss for Highly Unbalanced Object Sizes [paper]
  • Combating Uncertainty with Novel Losses for Automatic Left Atrium Segmentation [paper]
  • The Lovász-Softmax loss: A tractable surrogate for the optimization of the intersection-over-union measure in neural networks [paper]
  • Generalised Wasserstein Dice Score for Imbalanced Multi-class Segmentation using Holistic Convolutional Networks [paper]
  • A NOVEL FOCAL TVERSKY LOSS FUNCTION WITH IMPROVED ATTENTION U-NET FOR LESION SEGMENTATION [paper]
  • Boundary loss for highly unbalanced segmentation [paper]

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Some classical and cutting-edge loss in semantic segmentation task