Titlebook: Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries; 4th International Wo Alessandro Crimi,Spyridon Bakas,Theo van

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Glioma Segmentation with Cascaded UNetto the 3D UNet architecture and augmentation strategy to efficiently handle multimodal MRI input, besides this we introduce approach to enhance segmentation quality with context obtained from models of the same topology operating on downscaled data. We evaluate presented approach on BraTS 2018 datas

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Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries4th International Wo

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0302-9743 in tumor image segmentation; ischemic stroke lesion image segmentation; grand challenge on MR brain segmentation; computational precision medicine; stroke workshop on imaging and treatment challenges..978-3-030-11725-2978-3-030-11726-9Series ISSN 0302-9743 Series E-ISSN 1611-3349

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https://doi.org/10.1007/978-981-33-6133-1ation datasets, which include a total of 351 multimodal MRI volumes of different patients with HGG and LGG tumors representing different shapes, giving promising and objective results close to manual segmentation performances obtained by experienced neuro-radiologists. On the challenge validation da

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C. G. Varelas,A. J. Dualeh,C. A. Steiner and enhancing tumor. Experimental results on BraTS 2018 online validation set achieve average Dice scores of 0.9048, 0.8364 and 0.7748 for whole tumor, tumor core and enhancing tumor, respectively. The corresponding values for BraTS 2018 online testing set are 0.8761, 0.7953 and 0.7364, respectivel

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Patrick Hubert,Edith DellacherieS), our method ranks at second place and 5th place out of 60+ participating teams on survival prediction task and segmentation task respectively, achieving a promising 61.0% accuracy on classification of long-survivors, mid-survivors and short-survivors.

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https://doi.org/10.1007/978-3-642-61036-3 distance of 2.9?mm, 3.95?mm, and 6.48?mm for enhanced tumor core, whole tumor and tumor core respectively on the validation set. This scores degrades to 0.77, 0.88, 0.78 and 95% Hausdorff distance of 3.6?mm, 5.72?mm, and 5.83?mm on the testing set [.].