Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions

31 Aug 2019Reza AzadMaryam Asadi-AghbolaghiMahmood FathySergio Escalera

In recent years, deep learning-based networks have achieved state-of-the-art performance in medical image segmentation. Among the existing networks, U-Net has been successfully applied on medical image segmentation... (read more)

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Evaluation Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK COMPARE
Medical Image Segmentation DRIVE BCDU-net F1 score 0.8222 # 1
Lesion Segmentation ISIC 2018 BCDU-net Dice Score 0.847 # 3
Lung Nodule Segmentation Lung Nodule BCDU-net Dice Score 0.994 # 1