Biomedical Applications

Type Start End
Internal Jan 2012 Dec 2020
Responsible URL
Ferran Marqués

Publications

Petrone P, Vilaplana V, Casamitjana A, Tucholka A, Falcon C, Cacciaglia R, Operto G, Skouras S, Molinuevo JL, Gispert JD. Magnetic Resonance Imaging as a valuable tool for Alzheimer's disease screening. In: Alzheimer’s Association International Conference, London, 2017. Alzheimer’s Association International Conference, London, 2017. ; In Press.
Romero-Lopez A, Burdick J, Giró-i-Nieto X, Marques O. The Impact of Segmentation on the Accuracy and Sensitivity of a Melanoma Classifier based on Skin Lesion Images. In: Annual Meeting of the Society of Imaging Informatics in Medicine (SIIM). Annual Meeting of the Society of Imaging Informatics in Medicine (SIIM). Pittsburgh, PA, USA: Society of Imaging Informatics for Medicine; 2017. (433.28 KB)
Romero-Lopez A, Burdick J, Giró-i-Nieto X, Marques O. Skin Lesion Classification from Dermoscopic Images using Deep Learning. In: The 13th IASTED International Conference on Biomedical Engineering (BioMed 2017). The 13th IASTED International Conference on Biomedical Engineering (BioMed 2017). Innsbruck Austria; 2017. (648.62 KB)
Górriz M. Active Deep Learning for Medical Imaging Segmentation Giró-i-Nieto X, Carlier A, Faure E. 2017 . (2.84 MB)
Casamitjana A, Puch S, Aduriz A, Vilaplana V. 3D Convolutional Neural Networks for Brain Tumor Segmentation: a comparison of multi-resolution architectures. In: Lecture Notes in Computer Vision. Vol. Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries. Lecture Notes in Computer Vision. Springer; 2017. pp. 150-161.
Romero-Lopez A. Skin Lesion Detection from Dermoscopi Images using Convolutional Neural Networks Giró-i-Nieto X, Marques O. 2017 .
Puch S, Aduriz A, Casamitjana A, Vilaplana V, Gispert JD. Voxelwise nonlinear regression toolbox for neuroimage analysis: Application to aging and neurodegenerative disease modeling. In: NIPS 2016 Workshop on Machine Learning for Health. NIPS 2016 Workshop on Machine Learning for Health. ; 2016. (1.6 MB)
Casamitjana A, Puch S, Aduriz A, Sayrol E, Vilaplana V. 3D Convolutional Neural Networks for Brain Tumor Segmentation. In: MICCAI 2016 - Brain Lesion Workshop (BrainLes), Multimodal Brain Tumor Segmentation Challenge (BRATS). MICCAI 2016 - Brain Lesion Workshop (BrainLes), Multimodal Brain Tumor Segmentation Challenge (BRATS). ; 2016. (226.04 KB)
Catà M. Feature Selection Methods for Predicting Pre-Clinical Stage in Alzheimer's Disease Vilaplana V, Casamitjana A. 2016 .
Aduriz A. Analysis of the dynamics of gray matter reduction in Alzheimer's Disease Vilaplana V. 2016 .

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