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Quantifying and Leveraging Predictive Uncertainty for Medical Image Assessment

Jul 08, 2020
Florin C. Ghesu, Bogdan Georgescu, Awais Mansoor, Youngjin Yoo, Eli Gibson, R. S. Vishwanath, Abishek Balachandran, James M. Balter, Yue Cao, Ramandeep Singh, Subba R. Digumarthy, Mannudeep K. Kalra, Sasa Grbic, Dorin Comaniciu

* Under review at Medical Image Analysis 

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Graph Attention Network based Pruning for Reconstructing 3D Liver Vessel Morphology from Contrasted CT Images

Mar 18, 2020
Donghao Zhang, Siqi Liu, Shikha Chaganti, Eli Gibson, Zhoubing Xu, Sasa Grbic, Weidong Cai, Dorin Comaniciu


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No Surprises: Training Robust Lung Nodule Detection for Low-Dose CT Scans by Augmenting with Adversarial Attacks

Mar 08, 2020
Siqi Liu, Arnaud Arindra Adiyoso Setio, Florin C. Ghesu, Eli Gibson, Sasa Grbic, Bogdan Georgescu, Dorin Comaniciu


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Conditional Segmentation in Lieu of Image Registration

Jun 30, 2019
Yipeng Hu, Eli Gibson, Dean C. Barratt, Mark Emberton, J. Alison Noble, Tom Vercauteren

* Accepted to MICCAI 2019 

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Quantifying and Leveraging Classification Uncertainty for Chest Radiograph Assessment

Jun 18, 2019
Florin C. Ghesu, Bogdan Georgescu, Eli Gibson, Sebastian Guendel, Mannudeep K. Kalra, Ramandeep Singh, Subba R. Digumarthy, Sasa Grbic, Dorin Comaniciu

* Accepted for presentation at MICCAI 2019 

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Multi-task Learning for Chest X-ray Abnormality Classification on Noisy Labels

May 15, 2019
Sebastian Guendel, Florin C. Ghesu, Sasa Grbic, Eli Gibson, Bogdan Georgescu, Andreas Maier, Dorin Comaniciu


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Class-Aware Adversarial Lung Nodule Synthesis in CT Images

Dec 28, 2018
Jie Yang, Siqi Liu, Sasa Grbic, Arnaud Arindra Adiyoso Setio, Zhoubing Xu, Eli Gibson, Guillaume Chabin, Bogdan Georgescu, Andrew F. Laine, Dorin Comaniciu


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Decompose to manipulate: Manipulable Object Synthesis in 3D Medical Images with Structured Image Decomposition

Dec 04, 2018
Siqi Liu, Eli Gibson, Sasa Grbic, Zhoubing Xu, Arnaud Arindra Adiyoso Setio, Jie Yang, Bogdan Georgescu, Dorin Comaniciu


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Weakly-Supervised Convolutional Neural Networks for Multimodal Image Registration

Jul 09, 2018
Yipeng Hu, Marc Modat, Eli Gibson, Wenqi Li, Nooshin Ghavami, Ester Bonmati, Guotai Wang, Steven Bandula, Caroline M. Moore, Mark Emberton, Sébastien Ourselin, J. Alison Noble, Dean C. Barratt, Tom Vercauteren

* Accepted manuscript in Medical Image Analysis 

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Adversarial Deformation Regularization for Training Image Registration Neural Networks

May 27, 2018
Yipeng Hu, Eli Gibson, Nooshin Ghavami, Ester Bonmati, Caroline M. Moore, Mark Emberton, Tom Vercauteren, J. Alison Noble, Dean C. Barratt

* Accepted to MICCAI 2018 

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Label-driven weakly-supervised learning for multimodal deformable image registration

Dec 24, 2017
Yipeng Hu, Marc Modat, Eli Gibson, Nooshin Ghavami, Ester Bonmati, Caroline M. Moore, Mark Emberton, J. Alison Noble, Dean C. Barratt, Tom Vercauteren

* Accepted to ISBI 2018 

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NiftyNet: a deep-learning platform for medical imaging

Oct 16, 2017
Eli Gibson, Wenqi Li, Carole Sudre, Lucas Fidon, Dzhoshkun I. Shakir, Guotai Wang, Zach Eaton-Rosen, Robert Gray, Tom Doel, Yipeng Hu, Tom Whyntie, Parashkev Nachev, Marc Modat, Dean C. Barratt, Sébastien Ourselin, M. Jorge Cardoso, Tom Vercauteren

* Wenqi Li and Eli Gibson contributed equally to this work. M. Jorge Cardoso and Tom Vercauteren contributed equally to this work. 26 pages, 6 figures; Update includes additional applications, updated author list and formatting for journal submission 

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Intraoperative Organ Motion Models with an Ensemble of Conditional Generative Adversarial Networks

Sep 05, 2017
Yipeng Hu, Eli Gibson, Tom Vercauteren, Hashim U. Ahmed, Mark Emberton, Caroline M. Moore, J. Alison Noble, Dean C. Barratt

* Accepted to MICCAI 2017 

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Freehand Ultrasound Image Simulation with Spatially-Conditioned Generative Adversarial Networks

Jul 17, 2017
Yipeng Hu, Eli Gibson, Li-Lin Lee, Weidi Xie, Dean C. Barratt, Tom Vercauteren, J. Alison Noble

* Accepted to MICCAI RAMBO 2017 

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