Biomedical Applications

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

Publications

Górriz M, Aparicio A, Raventós B, López-Codina D, Vilaplana V, Sayrol E. Leishmaniasis Parasite Segmentation and Classification Using Deep Learning. In: Articulated Motion and Deformable Objects. Articulated Motion and Deformable Objects. ; Submitted.
Casamitjana A, Petrone P, Artigues M, Molinuevo JL, Gispert JD, Vilaplana V. Projection to Latent Spaces Disentangles Specific Cerebral Morphometric Patterns Associated to Aging and Preclinical AD. In: Alzheimer's Association International Conference. Alzheimer's Association International Conference. ; In Press.
Petrone P, Casamitjana A, Falcon C, Artigues M, Operto G, Skouras S, Cacciaglia R, Molinuevo JL, Vilaplana V, Gispert JD. Characteristic Brain Volumetric Changes in the AD Preclinical Signature. In: Alzheimer's Association International Conference. Alzheimer's Association International Conference. ; In Press.
Combalia M, Vilaplana V. Monte-Carlo Sampling applied to Multiple Instance Learning for Whole Slide Image Classification. In: International Conference on Medical Imaging with Deep Learning. International Conference on Medical Imaging with Deep Learning. ; In Press.
Sánchez I, Vilaplana V. Brain MRI Super-Resolution using Generative Adversarial Networks. In: Int. Conf. on Medical Imaging with Deep Learning. Int. Conf. on Medical Imaging with Deep Learning. ; In Press.
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. ; In Press. (1 MB)
Casamitjana A, Petrone P, Tucholka A, Falcon C, Skouras S, Molinuevo JLuis, Vilaplana V, Gispert JD. MRI-Based Screening of Preclinical Alzheimer's Disease for Prevention Clinical Trials. Journal of Alzheimer's Disease. In Press .
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.
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. Long Beach, CA, USA; 2017.
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)

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