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04/05/2022
A Dempster-Shafer approach to trustworthy AI with application to fetal brain MRI segmentation
Deep learning models for medical image segmentation can fail unexpectedl...
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11/03/2021
Partial supervision for the FeTA challenge 2021
This paper describes our method for our participation in the FeTA challe...
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10/25/2021
Interactive Segmentation via Deep Learning and B-Spline Explicit Active Surfaces
Automatic medical image segmentation via convolutional neural networks (...
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08/09/2021
Distributionally Robust Segmentation of Abnormal Fetal Brain 3D MRI
The performance of deep neural networks typically increases with the num...
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07/15/2019
Deep Sequential Mosaicking of Fetoscopic Videos
Twin-to-twin transfusion syndrome treatment requires fetoscopic laser ph...
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07/19/2018
Aleatoric uncertainty estimation with test-time augmentation for medical image segmentation with convolutional neural networks
Despite the state-of-the-art performance for medical image segmentation,...
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07/19/2018
Test-time augmentation with uncertainty estimation for deep learning-based medical image segmentation
Data augmentation has been widely used for training deep learning system...
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02/28/2018
Retrieval and Registration of Long-Range Overlapping Frames for Scalable Mosaicking of In Vivo Fetoscopy
Purpose: The standard clinical treatment of Twin-to-Twin Transfusion Syn...
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02/06/2018
A Log-Euclidean and Total Variation based Variational Framework for Computational Sonography
We propose a spatial compounding technique and variational framework to ...
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12/18/2017
Automatic segmentation method of pelvic floor levator hiatus in ultrasound using a self-normalising neural network
Segmentation of the levator hiatus in ultrasound allows to extract biome...
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10/11/2017
Interactive Medical Image Segmentation using Deep Learning with Image-specific Fine-tuning
Convolutional neural networks (CNNs) have achieved state-of-the-art perf...
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07/03/2017
DeepIGeoS: A Deep Interactive Geodesic Framework for Medical Image Segmentation
Accurate medical image segmentation is essential for diagnosis, surgical...
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06/25/2017
