Brain Tumor Segmentation with Deep Neural Networks

13 May 2015Mohammad HavaeiAxel DavyDavid Warde-FarleyAntoine BiardAaron CourvilleYoshua BengioChris PalPierre-Marc JodoinHugo Larochelle

In this paper, we present a fully automatic brain tumor segmentation method based on Deep Neural Networks (DNNs). The proposed networks are tailored to glioblastomas (both low and high grade) pictured in MR images... (read more)

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Evaluation Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK COMPARE
Brain Tumor Segmentation BRATS-2013 InputCascadeCNN Dice Score 0.88 # 2
Brain Tumor Segmentation BRATS-2013 leaderboard InputCascadeCNN Dice Score 0.84 # 1