/TGS_Salt_Identification_Challenge

Kaggle: TGS Salt Identification Challenge

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Kaggle TGS Salt Identification Challenge

Segment salt deposits beneath the Earth's surface

Top 12% solution

U-Net CNN with ResNet backbone in Keras and Tensorflow

  • Uses binary cross-entropy loss and then Lovasz loss
  • 5-fold cross-validaton and image augmentation