Spatial Aggregation of Holistically-Nested Convolutional Neural Networks for Automated Pancreas Localization and Segmentation

31 Jan 2017Holger R. RothLe LuNathan LayAdam P. HarrisonAmal FaragAndrew SohnRonald M. Summers

Accurate and automatic organ segmentation from 3D radiological scans is an important yet challenging problem for medical image analysis. Specifically, the pancreas demonstrates very high inter-patient anatomical variability in both its shape and volume... (read more)

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Evaluation results from the paper

Task Dataset Model Metric name Metric value Global rank Compare
3D Medical Imaging Segmentation TCIA Pancreas-CT Holistic-nested CNN Dice Score 81.3 # 1