Biomedical Applications

Type Start End
Internal Jan 2012 Dec 2020
Responsible URL
Verónica Vilaplana

Publications

Casamitjana A, Vilaplana V, Petrone P, Molinuevo JLuis, Gispert JD. Shared Latent Structures Between Imaging Features and Biomarkers in Early Stages of Alzheimer’s Disease. In: PRedictive Intelligence in MEdicine. Vol. 11121. PRedictive Intelligence in MEdicine. Springer International Publishing; 2018. pp. 60-67.
Combalia M, Vilaplana V. Monte-Carlo Sampling Applied to Multiple Instance Learning for Histological Image Classification. In: Deep Learning in Medical Image Analysis and Multimodal Learning for Clinical Decision Support. Deep Learning in Medical Image Analysis and Multimodal Learning for Clinical Decision Support. Springer International Publishing; 2018. pp. 274-281.
Roselló CBonín. Brain lesion segmentation using Convolutional Neuronal Networks Casamitjana A, Vilaplana V. 2018 . (3.15 MB)
Casamitjana A, Catà M, Sánchez I, Combalia M, Vilaplana V. Cascaded V-Net Using ROI Masks for Brain Tumor Segmentation. In: Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries. BrainLes 2017. Vol. 10670. Crimi A., Bakas S., Kuijf H., Menze B., Reyes M. (eds). Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries. BrainLes 2017. Cham: Springer; 2018. pp. 381-391.
Górriz M, Giró-i-Nieto X, Carlier A, Faure E. Cost-Effective Active Learning for Melanoma Segmentation. In: ML4H: Machine Learning for Health Workshop at NIPS 2017. ML4H: Machine Learning for Health Workshop at NIPS 2017. Long Beach, CA, USA; 2017. (521.82 KB)
Bellver M, Maninis K-K, Pont-Tuset J, Torres J, Giró-i-Nieto X, Van Gool L. Detection-aided liver lesion segmentation using deep learning. In: ML4H: Machine Learning for Health Workshop at NIPS 2017. ML4H: Machine Learning for Health Workshop at NIPS 2017. ; 2017. (1 MB)
Górriz M, Giró-i-Nieto X, Carlier A, Faure E. Active Deep Learning for Medical Imaging Segmentation. In: Medical Image meets NIPS 2017 Workshop. Medical Image meets NIPS 2017 Workshop. ; 2017. (187.43 KB)
Casamitjana A, Sánchez I, Combalia M, Vilaplana V. Augmented V-Net for infant brain segmentation. In: MICCAI Grand Challenge on 6-month Infant Brain MRI Segmentation, MICCAI 2017. MICCAI Grand Challenge on 6-month Infant Brain MRI Segmentation, MICCAI 2017. ; 2017.
Casamitjana A, Sánchez I, Combalia M, Vilaplana V. Augmented V-Net for White Matter Hyperintensities segmentation. In: WMH Segmentation Challenge, Brain-lesion Workshop, MICCAI 2017 . WMH Segmentation Challenge, Brain-lesion Workshop, MICCAI 2017 . ; 2017.
Catà M, Casamitjana A, Sánchez I, Combalia M, Vilaplana V. Masked V-Net: an approach to brain tumor segmentation. In: Multimodal Brain Tumor Segmentation Benchmark, Brain-lesion Workshop, MICCAI 2017 . Multimodal Brain Tumor Segmentation Benchmark, Brain-lesion Workshop, MICCAI 2017 . ; 2017.

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