UNSURE 2021
Uncertainty estimation and modelling and annotation uncertainty
Model uncertainty estimation for medical Imaging based diagnosis
Accurate simulation of operating system updates in neuroimaging using Monte-Carlo arithmetic
Leveraging uncertainty estimates to improve segmentation performance in cardiac MR
Improving the reliability of semantic segmentation of medical images by uncertainty modelling with Bayesian deep networks and curriculum learning
Unpaired MR image homogeneisation by disentangled representations and its uncertainty
Uncertainty-aware deep learning based deformable registration
Monte Carlo Concrete DropPath for Epistemic Uncertainty Estimation in Brain Tumour segmentation
Improving Aleatoric Uncertainty quantification in multi-annotated medical image segmentation with normalizing flows
UNSURE 2021
Domain shift robustness and risk management in clinical pipelines
Task-agnostic out-of-distribution detection using kernel density estimation
Out of distribution detection for medical images
Robust selective classification of skin lesions with asymmetric costs
Confidence-based Out-of-Distribution detection: a comparative study and analysis
Novel disease detection using ensembles with regularized disagreement
PIPPI2021
Automatic Placenta Abnormality Detection using Convolutional Neural Networks on Ultrasound Texture
Simulated Half-Fourier Acquisitions Single-shot Turbo Spin Echo (HASTE) of the Fetal Brain: Application to Super-Resolution Reconstruction
Spatio-temporal atlas of normal fetal craniofacial feature development and CNN-based ocular biometry for motion-corrected fetal MRI
Myelination of preterm brain networks at adolescence
A bootstrap self-training method for sequence transfer: State-of-the-art placenta segmentation in fetal MRI
Segmentation of the cortical plate in fetal brain MRI with a topological loss
Fetal brain MRI measurements using a deep learning landmark network with reliability estimation
CAS-Net: Conditional Atlas Generation and Brain Segmentation for Fetal MRI
Detection of Injury and Automated Triage of Preterm Neonatal MRI using Patch-Based Gaussian Processes
Assessment of Regional Cortical Development through Fissure Based Gestational Age Estimation in 3D Fetal Ultrasound
Texture-based Analysis of Fetal Organs in Fetal Growth Restriction
Distributionally Robust Segmentation of Abnormal Fetal Brain 3D MRI
Analysis of the Anatomical Variability of Fetal Brains with Corpus Callosum Agenesis
Predicting preterm birth using multimodal fetal imaging.