HyperDense-Net: A hyper-densely connected CNN for multi-modal image segmentation

9 Apr 2018Jose DolzKarthik GopinathJing YuanHerve LombaertChristian DesrosiersIsmail Ben Ayed

Recently, dense connections have attracted substantial attention in computer vision because they facilitate gradient flow and implicit deep supervision during training. Particularly, DenseNet, which connects each layer to every other layer in a feed-forward fashion, has shown impressive performances in natural image classification tasks... (read more)

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Evaluation results from the paper

Task Dataset Model Metric name Metric value Global rank Compare
Medical Image Segmentation iSEG 2017 Challenge HyperDenseNet Dice Score 0.9257 # 1