No results founds

2026 (3)

Alomar A.; Piella G.; Mantilla-Rivas E.; Tapp A.; Porras A.R.; Rubio R.; Maya-Enero S.; Sukno F.M.; Linguraru M.G.. Unlocking 3D baby face photogrammetry: Multi-view BabyMorph reconstruction from uncalibrated photographs. Expert Systems with Applications 2026; 315.

Zappe M.; Alomar A.; Linguraru M.G.; Piella G.; Sukno F.M.. Deep learnable spectral decomposition of 3D baby faces. Pattern Recognition 2026; 171.

Ivorra A.; Ausin T.; Becerra-Fajardo L.; del Ama A.J.; Minguillon J.; Garcia-Moreno A.; Aguilo J.; Barroso F.O.; Bijnens B.; Camara O.; Capdevila S.; Fernandez R.C.; Davalos R.V.; Divoux J.L.; Eladly A.; Farina D.; Hombravella C.G.; Lopez R.G.; Gonzalez C.A.; Grifols J.; Maglietti F.; Malik S.; Maor E.; Marshall G.; Yus B.M.; Mir L.M.; Moreno J.C.; Navarro X.; Noguera N.; Ozaita A.; Piella G.; Pons J.L.; Quesada R.; Rivera-Gil P.; Rubinsky B.; Garcia A.R.; Ruiz-Vargas A.; Sanchez Sanchez M.; Schneider-Ickert A.; Shu T.; Sanz R.V.; Zhang B.; Revuelta G.. The biomedical engineer's pledge: overview and context. Medical and Biological Engineering and Computing 2026; 64(1): 1-8.

2025 (9)

Saiz-Vivo M.; Mill J.; Iriart X.; Cochet H.; Piella G.; Sermesant M.; Camara O.. Digital twin integrating clinical, morphological and hemodynamic data to identify stroke risk factors. npj Digital Medicine 2025; 8(369).

Sanchez T.; Mihailov A.; Koob M.; Girard N.; Manchon A.; Valenzuela I.; Gomez-Chiari M.; Marti Juan G.; Pron A.; Eixarch E.; Piella G.; Gonzalez Ballester M.A.; Camara O.; Dunet V.; Auzias G.; Bach Cuadra M.. Biometry and volumetry in multi-centric fetal brain magnetic resonance imaging: assessing the bias of super-resolution reconstruction. Pediatric Radiology 2025.

Comte V.; Alenya M.; Urru A.; Recober J.; Nakaki A.; Crovetto F.; Camara O.; Gratacos E.; Eixarch E.; Crispi F.; Piella G.; Ceresa M.; Gonzalez Ballester M.A.. Deep cascaded registration and weakly-supervised segmentation of fetal brain MRI. Heliyon 2025; 11(1): 1-18.

Alomar A.; Rubio R.; Salort L.; Albaiges G.; Paya A.; Piella G.; Sukno F.. Automatic Facial Axes Standardization of 3D Fetal Ultrasound Images. Lecture Notes in Computer Science 2025; 15186 LNCS(0): 88-98.

Nogueira M.; Sanchez-Martinez S.; Piella G.; De Craene M.; Yague C.; Marti-Castellote P.M.; Bonet M.; Oladapo O.T.; Bijnens B.. Labour monitoring and decision support: a machine-learning-based paradigm. Frontiers in Global Women's Health 2025; 6.

Urru, Andrea; Benkarim, Oualid; Martí Juan, Gerard; Hahner, Nadine; Piella Fenoy, Gemma; Eixarch, Elisenda; González Ballester, Miguel Ángel, 1973-. Longitudinal assessment of abnormal cortical folding in fetuses and neonates with isolated non-severe ventriculomegaly. Brain and Behavior 2025; 15(1).

Okkath Krishnanunni, Sikha; Riera-Marin, Meritxell; Galdran, Adrian; García López, Javier; Rodriguez-Comas, Júlia; Piella Fenoy, Gemma; González Ballester, Miguel Ángel, 1973-. Uncertainty-aware segmentation quality prediction via deep learning Bayesian modeling: comprehensive evaluation and interpretation on skin cancer and liver segmentation. Computerized Medical Imaging and Graphics 2025; 123(0).

Martí-Juan, G.; Valenzuela, I.; Eixarch, E.; Camara, O.; González Ballester, M.A.; Piella, G.. Multivariate unsupervised analysis of fetal neuroimaging data: characterization of healthy and diseased patient profiles. In: --. International Journal of Computer Assisted Radiology and Surgery CARS 2025. 2025.

Comte, V.; Recober, J.; Piella, G., Ceresa, M.; González Ballester, M.A.. Developing brain biomechanics: deep learning registration of neonatal MRI with strain-based regularization. In: --. International Journal of Computer Assisted Radiology and Surgery CARS 2025. 2025.

2024 (24)

Bruns M.M.; Ramirez-Mahaluf J.P.; Valli I.; Ortuño M.; Ilzarbe D.; de la Serna E.; Navarro O.P.; Crossley N.A.; Ballester M.A.G.; Baeza I.; Piella G.; Castro-Fornieles J.; Sugranyes G.. Altered temporal dynamics of resting-state fMRI in early-onset first-episode psychosis.. Schizophrenia Bulletin 2024; 50(2): 418-426.

Natarajan S, Muñoz-Moya E, Wills CR, Piella G, Noailly J, Humbert L, González Ballester MA. Pixel2Mechanics: Automated Biomechanical Simulations of High-Resolution Intervertebral Discs from Anisotropic MRIs. Lecture Notes in Computer Science 2024; 15007 LNCS(0): 572-582.

Martí-Juan G, Valenzuela I, Gomez Y, Eixarch E, González Ballester MA, Piella G. A neuroimaging study on the relation between intrauterine growth restriction and cortical development of the fetal brain. International Journal of Computer Assisted Radiology and Surgery 2024; 19(1).

Bocanegra-Perez A.J.; Piella G.; Sebastian R.; Jimenez-Perez G.; Falasconi G.; Saglietto A.; Soto-Iglesias D.; Berruezo A.; Penela D.; Camara O.. Automatic and interpretable prediction of the site of origin in outflow tract ventricular arrhythmias: machine learning integrating electrocardiograms and clinical data. Frontiers in Cardiovascular Medicine 2024; 11(0).

Sikha OK, Galdran A, Riera M, García J, Rodríguez J, Piella G, González Ballester MA. Benchmarking uncertainty estimates for segmentation quality prediction in medical imaging. International Journal of Computer Assisted Radiology and Surgery 2024; 19(1).

Comte V, Recober J, Piella G, Ceresa M, González Ballester MA. Biomechanically regularized deep learning registration of fetal brain MRI. International Journal of Computer Assisted Radiology and Surgery 2024; 19(1).

Aibar-Durán J, González N, Mirapeix R.M, Morollo N, Roig C, Belvis R, Piella G, de Quintana C, Muñoz F, Seijof F, Rodríguez R. Deep brain stimulation for chronic refractory cluster headache: A case series about long-term outcomes and connectivity analysis. Headache 2024; 65(3): 473-483.

Gómez-Gavara, Concepción; Bilbao, Itxarone; Piella Fenoy, Gemma; Vázquez-Corral, Javier; Benet-Cugat, Berta; Pando, Elizabeth; Molino, José Andrés, Salcedo, María Teresa, Dalmau, Mar; Vidal, Laura; Esono, Daniel; Cordobés, Miguel Ángel; Bilbao, Ángela; Prats-Valero, Josa; Moya, Mar; Dopazo, Cristina; Mazo, Christopher; Caralt, Mireia; Hidalgo, Ernest; Charco, Ramon. Enhanced artificial intelligence methods for liver steatosis assessment using machine learning and color image processing: liver color project. Clinical Transplantation 2024; 38(10).

Piella Fenoy, Gemma; Farre, Nicolau; Esono, Daniel; Cordobés, Miguel Ángel; Vazquez-Corral, Javier; Bilbao, Itxarone; Gomez-Gavara, Concepción. LiverColor: an artificial intelligence platform for liver graft assessment. Diagnostics 2024; 14(15).

Martí-Juan G, Urru A, Benkarim O, Hahner N, Piella G, Eixarch E, González Ballester MA. Longitudinal assessment of cortical folding in fetuses and neonates with ventriculomegaly. International Journal of Computer Assisted Radiology and Surgery 2024; 19(1).

Reyes-Hernandez J.C.; Alomar A.; Rubio R.; Piella G.; Sukno F.. OBBabyFace: Oriented Bounding Box for Infant Face Detection. Communications in Computer and Information Science 2024; 2172 CCIS(0): 336-350.

Sanchez-Martinez, Sergio; Marti-Castellote, Pablo Miki; Hoodbhoy, Zahra; Bernardino, Gabriel; Prats-Valero,, Josa; Aguado, Ainhoa M.; Testa, Lea; Piella, Gemma; Crovetto, Francesca; Snyder Corey; Mohsin, Shazia; Nizar, Ambreen; Ahmed, Rimsha; Jehan, Fyezah; Jenkins, Kathy; Gratacós, Eduard; Crispi, Fatima; Chowdhury, Devyani; Hasan, Babar S; Bijnens, Bart. Prediction of low birth weight from fetal ultrasound and clinical characteristics: a comparative study between a low- and middle-income and a high-income country. BMJ Global Health 2024; 9(12).

Villasante S, Fernandes N, Pérez M, Cordobés MA, Piella G, Martínez M, Gómez-Gavara C, Blanco L, Alberti P, Charco R, Pando E, Galiana C, Gonzalez C, Ausania F, Harold J, Jimmy N, Ramirez E, Salord S, Sorribas M, Tasayco S. Prediction of Severe Acute Pancreatitis at a Very Early Stage of the Disease Using Artificial Intelligence Techniques, Without Laboratory Data or Imaging Tests: The PANCREATIA study. Annals of Surgery 2024; 0(0).

Sikha O.K.; Galdran A.; Riera-Marin M.; Garcia J.; Rodriguez-Comas J.; Piella G.; Gonzalez Ballester M.A.. Uncertainty Aware Segmentation Quality Assessment in Medical Images. Proceedings of the IEEE International Symposium on Biomedical Imaging (ISBI) 2024.

Muñoz-Moya E.; Rasouligandomani M.; Ruiz Wills C.; Chemorion F.K.; Piella G.; Noailly J.. Unveiling interactions between intervertebral disc morphologies and mechanical behavior through personalized finite element modeling. Frontiers in Bioengineering and Biotechnology 2024; 12(0).

Sikha O.K.; Galdran A.; Riera M.; García J.; Rodríguez J.; Piella G.; González Ballester, M.A.. Uncertainty aware segmentation quality assessment in medical images. In: AA. VV.. IEEE International Symposium on Biomedical Imaging 2024 - ISBI '24. IEEE; 2024.

Comte V.; Recober J.; Piella G.; Ceresa M.; González Ballester M.A.. Biomechanically regularized deep learning registration of fetal brain MR. In: --. International Journal of Computer Assisted Radiology and Surgery - CARS 2024. 2024. p. 25-26.

Martí-Juan G.; Valenzuela I.; Gomez Y.; Eixarch E.; González Ballester M.A.; Piella, G.. A neuroimaging study on the relation between intrauterine growth restriction and cortical development of the fetal brain. In: --. International Journal of Computer Assisted Radiology and Surgery - CARS 2024. 2024. p. 55-56.

Martí-Juan G.; Urru A.; Benkarim O.; Hahner N.; Piella G.; Eixarch E.; González Ballester M.A.. Longitudinal assessment of cortical folding in fetuses and neonates with ventriculomegaly. In: --. International Journal of Computer Assisted Radiology and Surgery - CARS 2024. 2024. p. 12-14.

Sikha O.K.; Galdran A.; Riera M.; García J.; Rodríguez J.; Piella G.; González Ballester M.A.. Benchmarking uncertainty estimates for segmentation quality prediction in medical imaging. In: --. International Journal of Computer Assisted Radiology and Surgery - CARS 2024. 2024. p. 111-112.

Natarajan S; Muñoz-Moya E.; Ruiz Wills C.; Piella G.; Noailly J.; Humbert L; González Ballester M.A.. Pixel2Mechanics: automated biomechanical simulations of high-resolution intervertebral discs from anisotropic MRIs. In: George Linguraru M, Dou Q, Feragen A, Giannarou S, Glocker B, Lekadir K, Schnabel A (eds.). Medical Image Computing and Computer-Assisted Intervention, MICCAI 2024. Springer; 2024. p. 572-582.

Natarajan S, Muñoz E, Ruiz Wills C, Piella G, Noailly J, Humbert L, González Ballester MA. From pixels to mechanics: biomechanical simulations of high-resolution intervertebral discs from anisotropic. In: George Linguraru M, Dou Q, Feragen A, Giannarou S, Glocker B, Lekadir K, Schnabel A (eds.). Medical Image Computing and Computer-Assisted Intervention, MICCAI 2024. Springer; 2024.

Valenzuela, I.; Marti G.; Gomez, Y.; González Ballester, M.A.; Piella, G.; Eixarch E.. Cortical development in fetal growth restriction: a neuroimaging study. In: --. Ultrasound in Obstetrics and Gynecology ISUOG 2024. 2024. p. 38-38.

2023 (11)

Bocanegra-Perez AJ, Penela D, Sebastian R, Jimenez-Perez G, Saglietto A, Soto-Iglesias D, Berruezo A, Piella G, Camara O. Automatic Prediction of the Origin in Outflow Tract Ventricular Arrhythmias with Machine Learning Combining Clinical Data and Electrocardiogram Analysis. Computing in cardiology 2023.

Morales A, Alomar A, Porras AR, Linguraru MG, Piella G, Sukno FM. BabyNet: reconstructing 3D faces of babies from uncalibrated photographs. Pattern Recognition 2023; (139).

Nakaki A, Crovetto F, Urru A, Piella G, González Ballester MA, Youssef L, Casas R, Castro-Barquero S, Vieta E, Estruch R, Eixarch E, Crispi F, Gratacós E. Effect of a Mediterranean diet or stress reduction intervention during pregnancy on fetal brain volume and neonatal development: the IMPACT-BCN trial. Ultrasound in obstetrics & gynecology the official journal of the International Society of Ultrasound in Obstetrics and Gynecology 2023; 5(12): 1-11.

Nakaki A, Crovetto F, Urru A, Piella G, Borras R, Comte V, Vellvé K, Paules C, Segalés L, Dacal M, Gomez Y, Youssef L, Casas R, Castro-Barquero S, Martín-Asuero A, Oller Guzmán T, Morilla I, Martínez-Àran A, Camacho A, Pascual Tutusaus M, Arranz A, Rebollo-Polo M, Gomez-Chiari M, Bargallo N, Pozo ÓJ, Gomez-Gomez A, Izquierdo Renau M, Eixarch E, Vieta E, Estruch R, Crispi F, Gonzalez-Ballester MA, Gratacós E. Effects of Mediterranean diet or mindfulness-based stress reduction on fetal and neonatal brain development: a secondary analysis of a randomized clinical trial. American Journal of Obstetrics and Gynecology 2023; 5(12).

Saiz-Vivo M, Capallera I, Duchateau N, Bernardino G, Piella G, Camara O. Localizing Cardiac Dyssynchrony in M-mode Echocardiography with Attention Maps. Lecture Notes in Computer Science 2023; 13958(0): 688-697.

Jimenez-Sanchez A, Tardy M, Gonzalez Ballester MA, Mateus D, Piella G. Memory-aware curriculum federated learning for breast cancer classification. Computer Methods and Programs in Biomedicine 2023; 229: 1-10.

Segarra-Queralt M, Piella G, Noailly J. Network-based modelling of mechano-inflammatory chondrocyte regulation in early osteoarthritis. Frontiers in Bioengineering and Biotechnology 2023; 11.

Masias M, González Ballester MA, Piella G. Predicting structural brain trajectories with discrete optimal transport normalizing flows. International Journal of Computer Assisted Radiology and Surgery 2023; 18.

Comte V, Alenyà M, Urru A, Nakaki A, Crovetto F, Camara O, Eixarch E, Crispi F, Piella G, Ceresa M, González Ballester MA. Unsupervised segmentation of fetal brain MR images using multi-atlas segmentation and cascaded registration. International Journal of Computer Assisted Radiology and Surgery 2023; 18: 97-98.

Mateos Arriola J., González Ballester M.A., Noailly J. Computational model of guided growth in immature skeleton for custom-made correction of deformities. In: AA. VV.. 10th International Conference on Computational Bioengineering (ICCB 2023). Vienna: Vienna University of Technology; 2023.

2022 (15)

Benkarim O, Paquola C, By P., Royer J, Rodriguez-Cruces R, Vos de Wael R, Misic B, Piella G, Bernhardt BC. A Riemannian approach to predicting brain function from the structural connectome. NeuroImage 2022; (257): 1-14.

Jimenez-Sanchez A, Mateus D, Kirchhoff S, Kirchhoff C, Biberthaler P, Navab N, Gonzalez-Ballester MA, Piella G. Curriculum learning for improved femur fracture classification: scheduling data with prior knowledge and uncertainty. Medical Image Analysis 2022; 75: 1-12.

Marti-Juan G, Frias M, Garcia-Vidal A, Vidal-Jordana A, Alberich M, Calderon W, Piella G, Camara O, Montalban X, Sastre-Garriga J, Rovira A, Pareto D. Detection of lesions in the optic nerve with magnetic resonance imaging using a 3D convolutional neural network. NeuroImage 2022; 36: 1-8.

Sanchez-Martinez S, Camara O, Piella G, Cikes M, Gonzalez-Ballester MA, Miron M, Vellido A, Gómez E, Fraser AG, Bijnens B. Machine Learning for Clinical Decision-Making: Challenges and Opportunities in Cardiovascular Imaging. Frontiers in Cardiovascular Medicine 2022; 8.

Garcia-Canadilla P, Sanchez-Martinez S, Marti-Castellote PM, Slorach C, Hui W, Piella G, Aguado AM, Nogueira M, Mertens L, Bijnens BH, Friedberg MK. Machine-learning based exploration to identify remodeling patterns associated with death or heart-transplant in pediatric-dilated cardiomyopathy. Journal of Heart and Lung Transplantation 2022; 41(4): 516-526.

Rafael-Palou, Xavier; Aubanell, Anton; Ceresa, Mario; Ribas, Vicent; Piella Fenoy, Gemma; González Ballester, Miguel Ángel, 1973-. Prediction of lung nodule progression with an uncertainty-aware hierarchical probabilistic network. Diagnostics 2022; 11(12): 2639-2639.

Alomar A, Morales A, Vellve K, Porras AR, Crispi F, Linguraru MG, Piella G, Sukno F. Reconstruction of the fetus face from three-dimensional ultrasound using a newborn face statistical shape model.. Computer Methods and Programs in Biomedicine 2022; 221.

Segarra-Queralt M, Neidlin M, Tio L, Monfort J, Monllau JC, Gonzalez-Ballester MA, Alexopoulos LG, Piella G, Noailly J. Regulatory network-based model to simulate the biochemical regulation of chondrocytes in healthy and osteoarthritic environments. Scientific Reports 2022; 12(3856): 1-16.

Saiz-Vivo M, Mill J, Harrison J, Jimenez-Perez G, Legghe B, Iriart X, Cochet H, Piella G, Sermesant M, Camara O. Unsupervised Machine Learning Exploration of Morphological and Haemodynamic Indices to Predict Thrombus Formation in the Left Atrial Appendage. Lecture Notes in Computer Science 2022; 13593 LNCS(0): 200-210.

Masias M, González Ballester MA, Piella G. Predicting structural brain trajectories with discrete optimal transport normalizing flows. In: Koyejo S; Mohamed S; Agarwal A; Belgrave D; Cho K; Oh A. Advances in Neural Information Processing Systems 35. 2022. p. 1-4.

Comte V, Alenyà M, Urru A, Nakaki A, Crovetto F, Camara O, Eixarch E, Crispi F, Piella G, Ceresa M, González Ballester MA. Unsupervised fetal MR segmentation using multi-atlas deep learning registration. In: Koyejo S; Mohamed S; Agarwal A; Belgrave D; Cho K; Oh A. Advances in Neural Information Processing Systems 35. 2022.

Jiménez-Sánchez A, Mateus D, Kirchhoff S, Kirchhoff C, Biberthaler P, Navab N, González Ballester MA, Piella G. Curriculum learning for improved femur fracture classification: scheduling data with prior knowledge and uncertainty. In: Koyejo S; Mohamed S; Agarwal A; Belgrave D; Cho K; Oh A. Advances in Neural Information Processing Systems 35. 2022.

Subirats L.; Piella G.. Big Data in healthcare from a sex and gender perspective. In: -. Sex and Gender Bias in Technology and Artificial Intelligence: Biomedicine and Healthcare Applications -; 2022. p. 77-93.

2021 (10)

Torrents-Barrena J, Monill N, Piella G, Gratacos E, Eixarch E, Ceresa M, Gonzalez-Ballester MA. Assessment of Radiomics and Deep Learning for the Segmentation of Fetal and Maternal Anatomy in Magnetic Resonance Imaging and Ultrasound. Academic Radiology 2021; 28(2): 173-188.

Loncaric F, Marti Castellote PM, Sanchez-Martinez S, Fabijanovic D, Nunno L, Mimbrero M, Sanchis L, Doltra A, Montserrat S, Cikes M, Crispi F, Piella G, Sitges M, Bijnens B. Automated Pattern Recognition in Whole-Cardiac Cycle Echocardiographic Data: Capturing Functional Phenotypes with Machine Learning. Journal of the American Society of Echocardiography 2021; 34(11): 1170-1183.

Mariani N, Borsini A, Cecil CAM, Felix JF, Sebert S, Cattaneo A, Walton E, Milaneschi Y, Cochrane G, Amid C, Rajan J, Giacobbe J, Sanz Y, Agusti A, Sorg T, Herault Y, Miettunen J, Parmar P, Cattane N, Jaddoe V, Lotjonen J, Buisan C, Gonzalez Ballester MA, Piella G, Gelpi JL, Lamers F, Penninx BWJH, Tiemeier H, Von Tottleben M, Thiel R, Heil KF, Jarvelin MR, Pariante C, Mansuy IM, L. Identifying causative mechanisms linking early-life stress to psycho-cardio-metabolic multi-morbidity: the earlycause projec. PLOS ONE 2021; 16(1): 1-18.

Segarra-Queralt M, Neidlin M, Piella G, Tio L., Alexopoulos L, González-Ballester MA, Noailly J. Network modelling of articular chondrocyte molecular regulation in health and osteoarthritis. Bioinformatics 2021; 37(S1).

Marti-Juan G, Sanroma-Guell G, Cacciaglia R, Falcon C, Operto G, Molinuevo JL, Gonzalez Ballester MA, Gispert JD, Piella G, Arenaza-Urquijo EM, Cañas A, Deulofeu C, Dominguez R, Fauria K, Felez-Sanchez M, Gonzalez de Echevarri JM, Gotsens X, Grau-Rivera O, Hernandez L, Huesa G, Huguet J, Marne P, Menchon T, Mila-Aloma M, Minguillon C, Pascual M, Polo A, Sanchez-Benavides G, Pradas S, Sala-Vila A, Soteras A, Suarez-Calvet M, Tenas L, Vilanova M, Vilor-Tejedor N. Nonlinear interaction between APOE-e4 allele load and age in the hippocampal surface of cognitively intact individuals. Human Brain Mapping 2021; 42(1): 47-64.

Rafael-Palou X, Aubanell A, Bonavita I, Ceresa M, Piella G, Ribas V, Gonzalez Ballester MA. Re-Identification and growth detection of pulmonary nodules without image registration using 3D siamese neural networks.. Medical Image Analysis 2021; 67: 1-17.

Morales A, Piella G, Sukno FM. Survey on 3D face reconstruction from uncalibrated images. Computer Science Review 2021; 40(100400).

Nakaki A, Crovetto F, Urru A, Piella G, González-Ballester MA, Vellve K, Eixarch E, Crispi F, Gratacos E. Total brain volume and intracranial volume assessed by magnetic resonance in small-for-gestational-age fetuses with normal fetoplacental Doppler. Ultrasound in obstetrics & gynecology the official journal of the International Society of Ultrasound in Obstetrics and Gynecology 2021; 58(S1): 202-202.

Alomar A.; Morales A.; Vellve K.; Porras A.R.; Crispi F.; Linguraru M.G.; Piella G.; Sukno F.. 3D fetal face reconstruction from ultrasound imaging. In: Farinella GM, Radeva P, Braz J, Bouatouch K. Proceedings of the 16th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications. SciTePress; 2021. p. 615-626.

2020 (13)

Rafael-Palou X, Aubanell A, Bonavita I, Ceresa M, Piella G, Ribas V, González Ballester MA. 3D siamese neural networks for matching pulmonary nodules in series of CT scans. International Journal of Computer Assisted Radiology and Surgery 2020; 15(Suppl. 1): 28-29.

Benkarim O, Piella G, Rekik I, Hahner N, Eixarch E, Shen D, Li G, Gonzalez Ballester MA, Sanroma G. A novel approach to multiple anatomical shape analysis: Application to fetal ventriculomegaly. Medical Image Analysis 2020; 64(101750): 1-14.

Marti-Juan G, Sanroma-Guell G, Piella G. A survey on machine and statistical learning for longitudinal analysis of neuroimaging data in Alzheimer's Disease. Computer Methods and Programs in Biomedicine 2020; 189.

Nogueira M, De Craene M, Sanchez-Martinez S, Chowdhury D, Bijnens B, Piella G. Analysis of nonstandardized stress echocardiography sequences using multiview dimensionality reduction. Medical Image Analysis 2020; 60.

Torrents-Barrena J, Piella G, Gratacos E, Eixarch E, Ceresa M, Ballester MAG. Deep Q-CapsNet reinforcement learning framework for intrauterine cavity segmentation in TTTS fetal surgery planning. IEEE Transactions on Medical Imaging 2020; 39(10): 3113-3124.

Jiménez-Sánchez A, Mateus D, Kirchhoff S, Kirchhoff C, Biberthaler P, Navab N, González Ballester MA, Piella G. Hierarchical deep curriculum learning for the classification of proximal femur fractures. International Journal of Computer Assisted Radiology and Surgery 2020; 15(Suppl. 1): 39-40.

Torrents-Barrena J, López-Velazco R, Eixarch E, Valenzuela-Alcaraz B, Piella G, Gratacós E, Ceresa M, González Ballester MA. Image guidance for fetoscopic laser photocoagulation in twin-to-twin transfusion syndrome fetal surgery. International Journal of Computer Assisted Radiology and Surgery 2020; 15(Suppl. 1): 82-83.

Loncaric F, Camara O, Piella G, Bijnens B. Integration of artificial intelligence into clinical patient management: focus on cardiac imaging.. Revista española de cardiología 2020; 74(1): 72-80.

Bonavita I, Rafael-Palou X, Ceresa M, Piella G, Ribas V, Gonzalez Ballester MA. Integration of Convolutional Neural Networks for Pulmonary Nodule Malignancy Assessment in a Lung Cancer Classification Pipeline. Computer Methods and Programs in Biomedicine 2020; 185: 1-9.

Morales A.; Porras A.R.; Tu L.; Linguraru M.G.; Piella G.; Sukno F.M.. Spectral correspondence framework for building a 3D baby face model. In: -. 15th IEEE International Conference on Automatic Face and Gesture Recognition (FG 2020) (FG). Buenos Aires: IEEE; 2020. p. 507-514.

Jiménez-Sánchez A, Mateus D, González Ballester MA, Piella G. Curriculum learning to deal with noisy labels. International Workshop on Interactions Between Low-Complexity Data Models and Sensing Techniques. In: AA. VV.. iTWIST' 2020: international Traveling Workshop on Interactions between low-complexity data models and Sensing Techniques. Nantes: École Centrale de Nantes; 2020.

Alenyà M, Wang X, Azidane S, Urru A, Piella G, González Ballester MA, Gratacós E, Auzias G, Lefèvre J, García-Cañadilla P, Eixarch E, Rousseau F, Camara O. Towards a patient-specific biophysical model of brain development in ventriculomegaly. In: AA. VV.. VPH 2020 Virtual Physiological Human Conference. Paris: INRIA; 2020.

Rafael-Palou X, Aubanell A, Bonavita I, Ceresa M, Piella G, Ribas V, González Ballester MA. Pulmonary nodule malignancy classification using its temporal evolution with two-stream 3D convolutional neural networks . arXiv.org; 2020.

2019 (24)

Torrents-Barrena J, Piella G, Masoller N, Gratacos E, Eixarch E, Ceresa M, Ballester MAG. Automatic segmentation of the placenta and its peripheral vasculature in volumetric ultrasound for TTTS fetal surgery. Proceedings of the IEEE International Symposium on Biomedical Imaging (ISBI) 2019; 2019-April(0): 772-775.

Masias M, Cetim I, Petersen SE, González Ballester MA, Piella G, Lekadir K.. Can one predict brain disease based on cardiac imaging data? A proof-of-concept study. International Journal of Computer Assisted Radiology and Surgery 2019; 14(Supl. 1): 4-5.

Torrents-Barrena J, López-Velazco R, Gratacós E, Eixarch E, Ceresa M, González Ballester MA. Capsule networks for mother's womb segmentation in TTTS fetal surgery planning.. International Journal of Computer Assisted Radiology and Surgery 2019; 14(Suppl. 1): 30-31.

Torrents-Barrena J, López-Velazco R, Piella G, Masoller N, Valenzuela-Alcaraz B, Gratacós E, Eixarch E, Ceresa M, González Ballester MA. Clinical usability testing of the first TTTS surgical planning and simulation framework.. International Journal of Computer Assisted Radiology and Surgery 2019; 14(Suppl. 1): 162-163.

Hahner N, Benkarim O, Perez-Cruz M, Piella G, Sanroma G, González Ballester MA, Gratacos E, Eixarch E. Differential regional distribution of ventricular volumes in fetuses with isolated non-severe ventriculomegaly is associated with poor neurodevelopmental outcome. Ultrasound in obstetrics & gynecology the official journal of the International Society of Ultrasound in Obstetrics and Gynecology 2019; 54(S1): 17-17.

Xia J, Wang F, Benkarim OM, Sanroma G, Piella G, Gonzalez Ballester MA, Hahner N, Eixarch E, Zhang C, Shen D, Li G. Fetal cortical surface atlas parcellation based on growth patterns. Human Brain Mapping 2019; 40(13): 3881-3899.

Torrents-Barrena J, Piella G, Masoller N, Gratacos E, Eixarch E, Ceresa M, Gonzalez Ballester MA. Fully Automatic 3D Reconstruction of the Placenta and its peripheral Vasculature in Intrauterine Fetal MRI. Medical Image Analysis 2019; 54: 263-279.

Hahner N, Benkarim OM, Aertsen M, Perez-Cruz M, Piella G, Sanroma G, Bargallo N, Deprest J, Gonzalez Ballester MA, Gratacos E, Eixarch E. Global and regional changes in cortical development assessed by MR in fetuses with isolated non-severe ventriculomegaly correlate with neonatal neurobehaviour. American Journal of Neuroradiology 2019; 40(9): 1567-1574.

Puch S, Sanchez I, Hernandez A, Piella G, Prckovska V. Global Planar Convolutions for Improved Context Aggregation in Brain Tumor Segmentation. Lecture Notes in Computer Science 2019; 393-405.

Lopez-Linares K, Garcia I, Garcia A, Cortes C, Piella G, Macia I, Noailly J, Gonzalez Ballester MA. Image-Based 3D Characterization of Abdominal Aortic Aneurysm Deformation After Endovascular Aneurysm Repair. Frontiers in Bioengineering and Biotechnology 2019; 7(267): 1-17.

Bonavita I, Rafael X, Ceresa M, Piella G, Ribas V, González Ballester MA. Improving lung cancer prediction with a deep learning nodule malignancy classifier. International Journal of Computer Assisted Radiology and Surgery 2019; 14(Suppl. 1): 70-71.

Gomez-Gavara C, Moya M, Salcedo M, Piella G, Vazquez J, Martin R, Pares B, Pando E, Molino JA, Dopazo C, Dalmau M, Hidalgo E, Caralt M, Bilbao I, Charco R. Livercolor: An algorithm quantification of liver graft steatosis using machine learning and color image processing. Transplant International 2019; 32: 419-420.

Cikes M, Sanchez-Martinez S, Claggett B, Duchateau N, Piella G, Butakoff C, Pouleur AC, Knappe D, Biering-Sørensen T, Kutyifa V, Moss A, Stein K, Solomon SD, Bijnens B. Machine learning-based phenogrouping in heart failure to identify responders to cardiac resynchronization therapy. European Journal of Heart Failure 2019; 21(1): 74-85.

Jimenez-Sanchez A, Mateus D, Kirchhoff S, Kirchhoff C, Biberthaler P, Navab N, Gonzalez Ballester MA, Piella G. Medical-based Deep Curriculum Learning for Improved Fracture Classification. Lecture Notes in Computer Science 2019; 11769: 694-702.

Zimmer VA, Gonzalez Ballester MA, Piella G. Multimodal image registration using Laplacian commutators. Information Fusion 2019; 49: 130-145.