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3D convolutional neural networks for brain tumor segmentation
Casamitjana Díaz, Adrià; Puch Giner, Santi; Aduriz Saiz, Asier; Sayrol Clols, Elisa; Vilaplana Besler, Verónica
Universitat Politècnica de Catalunya. Departament de Teoria del Senyal i Comunicacions; Universitat Politècnica de Catalunya. GPI - Grup de Processament d'Imatge i Vídeo
This paper presents our work on applying 3D Convolutional Networks for brain tumor segmentation for the BRATS challenge. We are currently experimenting with different 3D fully convolutional architectures. We present preliminary results using these architectures and outline our future steps and experiments, which involve hyperparameter optimization, comparison of the models’ performance and implementation of a post-processing stage to eliminate false positive predictions.
Peer Reviewed
Àrees temàtiques de la UPC::Informàtica
Àrees temàtiques de la UPC::Enginyeria de la telecomunicació
Neural networks (Computer science)
Brain--Tumors
Xarxes neuronals (Informàtica)
Cervell -- Tumors
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