UNSURE/PIPPI@MICCAI

Publications

2021

Russell Macleod, Serena J. Counsell, David W. Carmichael, Ralica Dimitrova, Maximilian Pietsch, A. David Edwards, Mary A. Rutherford, Jonathan O'Muircheartaigh
Detection of Injury and Automated Triage of Preterm Neonatal MRI Using Patch-Based Gaussian Processes. UNSURE/PIPPI@MICCAI (2021)
Christoph Berger, Magdalini Paschali, Ben Glocker, Konstantinos Kamnitsas
Confidence-Based Out-of-Distribution Detection: A Comparative Study and Analysis. UNSURE/PIPPI@MICCAI (2021)
Lucas Fidon, Michael Aertsen, Nada Mufti, Thomas Deprest, Doaa Emam, Frédéric Guffens, Ernst Schwartz, Michael Ebner, Daniela Prayer, Gregor Kasprian, Anna L. David, Andrew Melbourne, Sébastien Ourselin, Jan Deprest, Georg Langs, Tom Vercauteren
Distributionally Robust Segmentation of Abnormal Fetal Brain 3D MRI. UNSURE/PIPPI@MICCAI (2021)
Netanell Avisdris, Dafna Ben-Bashat, Liat Ben-Sira, Leo Joskowicz
Fetal Brain MRI Measurements Using a Deep Learning Landmark Network with Reliability Estimation. UNSURE/PIPPI@MICCAI (2021)
M. M. Amaan Valiuddin, Christiaan G. A. Viviers, Ruud J. G. van Sloun, Peter H. N. de With, Fons van der Sommen
Improving Aleatoric Uncertainty Quantification in Multi-annotated Medical Image Segmentation with Normalizing Flows. UNSURE/PIPPI@MICCAI (2021)
Jacob Carse, Tamás Süveges, Stephen Hogg, Emanuele Trucco, Charlotte Proby, Colin Fleming, Stephen J. McKenna
Robust Selective Classification of Skin Lesions with Asymmetric Costs. UNSURE/PIPPI@MICCAI (2021)
Riine Heinsalu, Logan Williams, Aditi Ranjan, Carla Avena Zampieri, Alena Uus, Emma Claire Robinson, Mary A. Rutherford, Lisa Story, Jana Hutter
Predicting Preterm Birth Using Multimodal Fetal Imaging. UNSURE/PIPPI@MICCAI (2021)
Madeleine K. Wyburd, Linde S. Hesse, Moska Aliasi, Mark Jenkinson, Aris T. Papageorghiou, Monique C. Haak, Ana I. L. Namburete
Assessment of Regional Cortical Development Through Fissure Based Gestational Age Estimation in 3D Fetal Ultrasound. UNSURE/PIPPI@MICCAI (2021)
Irina Grigorescu, Alena Uus, Daan Christiaens, Lucilio Cordero-Grande, Jana Hutter, Dafnis Batalle, A. David Edwards, Joseph V. Hajnal, Marc Modat, Maria Deprez
Uncertainty-Aware Deep Learning Based Deformable Registration. UNSURE/PIPPI@MICCAI (2021)
Tewodros Weldebirhan Arega, Stéphanie Bricq, Fabrice Mériaudeau
Leveraging Uncertainty Estimates to Improve Segmentation Performance in Cardiac MR. UNSURE/PIPPI@MICCAI (2021)
Alexandru Tifrea, Eric Stavarache, Fanny Yang
Novel Disease Detection Using Ensembles with Regularized Disagreement. UNSURE/PIPPI@MICCAI (2021)
Hongwei Li, Sunita Gopal, Anjany Sekuboyina, Jianguo Zhang, Chen Niu, Carolin M. Pirkl, Jan Kirschke, Benedikt Wiestler, Bjoern H. Menze
Unpaired MR Image Homogenisation by Disentangled Representations and Its Uncertainty. UNSURE/PIPPI@MICCAI (2021)
Di Qiu, Lok Ming Lui
Modal Uncertainty Estimation for Medical Imaging Based Diagnosis. UNSURE/PIPPI@MICCAI (2021)
Bella Specktor-Fadida, Daphna Link-Sourani, Shai Ferster-Kveller, Liat Ben-Sira, Elka Miller, Dafna Ben-Bashat, Leo Joskowicz
A Bootstrap Self-training Method for Sequence Transfer: State-of-the-Art Placenta Segmentation in fetal MRI. UNSURE/PIPPI@MICCAI (2021)
Ali Salari, Yohan Chatelain, Gregory Kiar, Tristan Glatard
Accurate Simulation of Operating System Updates in Neuroimaging Using Monte-Carlo Arithmetic. UNSURE/PIPPI@MICCAI (2021)
Oliver Zhang, Jean-Benoit Delbrouck, Daniel L. Rubin
Out of Distribution Detection for Medical Images. UNSURE/PIPPI@MICCAI (2021)
Sora Iwamoto, Bisser Raytchev, Toru Tamaki, Kazufumi Kaneda
Improving the Reliability of Semantic Segmentation of Medical Images by Uncertainty Modeling with Bayesian Deep Networks and Curriculum Learning. UNSURE/PIPPI@MICCAI (2021)
Beatriz Laureano, Hassna Irzan, Sébastien Ourselin, Neil Marlow, Andrew Melbourne
Myelination of Preterm Brain Networks at Adolescence. UNSURE/PIPPI@MICCAI (2021)
Natalia Khanzhina, Maxim Kashirin, Andrey Filchenkov
Monte Carlo Concrete DropPath for Epistemic Uncertainty Estimation in Brain Tumor Segmentation. UNSURE/PIPPI@MICCAI (2021)
Liu Li, Matthew Sinclair, Antonios Makropoulos, Joseph V. Hajnal, A. David Edwards, Bernhard Kainz, Daniel Rueckert, Amir Alansary
CAS-Net: Conditional Atlas Generation and Brain Segmentation for Fetal MRI. UNSURE/PIPPI@MICCAI (2021)
Fleur Gaudfernau, Eléonore Blondiaux, Stéphanie Allassonière
Analysis of the Anatomical Variability of Fetal Brains with Corpus Callosum Agenesis. UNSURE/PIPPI@MICCAI (2021)
Alena Uus, Jacqueline Matthew, Irina Grigorescu, Samuel Jupp, Lucilio Cordero-Grande, Anthony Price, Emer J. Hughes, Prachi A. Patkee, Vanessa Kyriakopoulou, Robert Wright, Thomas A. Roberts, Jana Hutter, Maximilian Pietsch, Joseph V. Hajnal, A. David Edwards, Mary A. Rutherford, Maria Deprez
Spatio-Temporal Atlas of Normal Fetal Craniofacial Feature Development and CNN-Based Ocular Biometry for Motion-Corrected Fetal MRI. UNSURE/PIPPI@MICCAI (2021)
Aya Mutaz Zeidan, Paula Ramirez Gilliland, Ashay Patel, Zhanchong Ou, Dimitra Flouri, Nada Mufti, Kasia Maksym, Rosalind Aughwane, Sébastien Ourselin, Anna L. David, Andrew Melbourne
Texture-Based Analysis of Fetal Organs in Fetal Growth Restriction. UNSURE/PIPPI@MICCAI (2021)
Zoe Hu, Ricky Hu, Ryan Yan, Chantal Mayer, Robert N. Rohling, Rohit Singla
Automatic Placenta Abnormality Detection Using Convolutional Neural Networks on Ultrasound Texture. UNSURE/PIPPI@MICCAI (2021)
Priscille de Dumast, Hamza Kebiri, Chirine Atat, Vincent Dunet, Mériam Koob, Meritxell Bach Cuadra
Segmentation of the Cortical Plate in Fetal Brain MRI with a Topological Loss. UNSURE/PIPPI@MICCAI (2021)
Ertunc Erdil, Krishna Chaitanya, Neerav Karani, Ender Konukoglu
Task-Agnostic Out-of-Distribution Detection Using Kernel Density Estimation. UNSURE/PIPPI@MICCAI (2021)
Hélène Lajous, Tom Hilbert, Christopher W. Roy, Sébastien Tourbier, Priscille de Dumast, Yasser Alemán-Gómez, Thomas Yu, Hamza Kebiri, Jean-Baptiste Ledoux, Patric Hagmann, Reto Meuli, Vincent Dunet, Mériam Koob, Matthias Stuber, Tobias Kober, Meritxell Bach Cuadra
Simulated Half-Fourier Acquisitions Single-shot Turbo Spin Echo (HASTE) of the Fetal Brain: Application to Super-Resolution Reconstruction. UNSURE/PIPPI@MICCAI (2021)

volume 12959, 2021

Uncertainty for Safe Utilization of Machine Learning in Medical Imaging, and Perinatal Imaging, Placental and Preterm Image Analysis - 3rd International Workshop, UNSURE 2021, and 6th International Workshop, PIPPI 2021 Held in Conjunction with MICCAI 2021, Strasbourg, France, October 1, 2021, Proceedings UNSURE/PIPPI@MICCAI 12959 (2021)