  This paper summarizes our method and validation results for part 1 of the
ISBI Challenge 2018. Our algorithm makes use of deep encoder-decoder network
and novel skin lesion data augmentation to segment the challenge objective.
Besides, we also propose an effective testing strategy by applying multi-model
comparison.
