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3D convolutional neural networks for brain tumor segmentation
| dc.contributor.author | Casamitjana Díaz, Adrià |
| dc.contributor.author | Puch Giner, Santi |
| dc.contributor.author | Aduriz Saiz, Asier |
| dc.contributor.author | Sayrol Clols, Elisa |
| dc.contributor.author | Vilaplana Besler, Verónica |
| dc.contributor.other | Universitat Politècnica de Catalunya. Departament de Teoria del Senyal i Comunicacions |
| dc.date.accessioned | 2017-05-02T08:05:43Z |
| dc.date.issued | 2016 |
| dc.identifier.citation | Casamitjana, A., Puch, S., Aduriz, A., Sayrol, E., Vilaplana, V. 3D convolutional neural networks for brain tumor segmentation. A: BrainLes Workshop - International Conference on Medical Image Computing and Computer Assisted Intervention. "Proceedings of MICCAI-BRATS 2016 Multimodal Brain Tumor Image Segmentation Benchmark: “Change Detection”". Athens: 2016, p. 65-68. |
| dc.identifier.uri | http://hdl.handle.net/2117/103876 |
| dc.description.abstract | 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. |
| dc.format.extent | 4 p. |
| dc.language.iso | eng |
| dc.subject | Àrees temàtiques de la UPC::Informàtica |
| dc.subject | Àrees temàtiques de la UPC::Enginyeria de la telecomunicació |
| dc.subject.lcsh | Neural networks (Computer science) |
| dc.subject.lcsh | Brain--Tumors |
| dc.title | 3D convolutional neural networks for brain tumor segmentation |
| dc.type | Conference lecture |
| dc.subject.lemac | Xarxes neuronals (Informàtica) |
| dc.subject.lemac | Cervell -- Tumors |
| dc.contributor.group | Universitat Politècnica de Catalunya. GPI - Grup de Processament d'Imatge i Vídeo |
| dc.description.peerreviewed | Peer Reviewed |
| dc.rights.access | Restricted access - publisher's policy |
| local.identifier.drac | 19728596 |
| dc.description.version | Postprint (published version) |
| dc.date.lift | 10000-01-01 |
| local.citation.author | Casamitjana, A.; Puch, S.; Aduriz, A.; Sayrol, E.; Vilaplana, V. |
| local.citation.contributor | BrainLes Workshop - International Conference on Medical Image Computing and Computer Assisted Intervention |
| local.citation.pubplace | Athens |
| local.citation.publicationName | Proceedings of MICCAI-BRATS 2016 Multimodal Brain Tumor Image Segmentation Benchmark: “Change Detection” |
| local.citation.startingPage | 65 |
| local.citation.endingPage | 68 |