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Picture for Benjamin Hou

Detecting Outliers with Foreign Patch Interpolation


Nov 09, 2020
Jeremy Tan, Benjamin Hou, James Batten, Huaqi Qiu, Bernhard Kainz


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3D Probabilistic Segmentation and Volumetry from 2D projection images


Jun 23, 2020
Athanasios Vlontzos, Samuel Budd, Benjamin Hou, Daniel Rueckert, Bernhard Kainz


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Geomstats: A Python Package for Riemannian Geometry in Machine Learning


Apr 07, 2020
Nina Miolane, Alice Le Brigant, Johan Mathe, Benjamin Hou, Nicolas Guigui, Yann Thanwerdas, Stefan Heyder, Olivier Peltre, Niklas Koep, Hadi Zaatiti, Hatem Hajri, Yann Cabanes, Thomas Gerald, Paul Chauchat, Christian Shewmake, Bernhard Kainz, Claire Donnat, Susan Holmes, Xavier Pennec


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Flexible Conditional Image Generation of Missing Data with Learned Mental Maps


Aug 29, 2019
Benjamin Hou, Athanasios Vlontzos, Amir Alansary, Daniel Rueckert, Bernhard Kainz


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Weakly Supervised Estimation of Shadow Confidence Maps in Ultrasound Imaging


Nov 21, 2018
Qingjie Meng, Matthew Sinclair, Veronika Zimmer, Benjamin Hou, Martin Rajchl, Nicolas Toussaint, Alberto Gomez, James Housden, Jacqueline Matthew, Daniel Rueckert, Julia Schnabel, Bernhard Kainz


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Standard Plane Detection in 3D Fetal Ultrasound Using an Iterative Transformation Network


Oct 07, 2018
Yuanwei Li, Bishesh Khanal, Benjamin Hou, Amir Alansary, Juan J. Cerrolaza, Matthew Sinclair, Jacqueline Matthew, Chandni Gupta, Caroline Knight, Bernhard Kainz, Daniel Rueckert

* LNCS 11070 (2018) 392-400 
* 8 pages, 2 figures, accepted for MICCAI 2018; Added link to source code 

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EchoFusion: Tracking and Reconstruction of Objects in 4D Freehand Ultrasound Imaging without External Trackers


Jul 19, 2018
Bishesh Khanal, Alberto Gomez, Nicolas Toussaint, Steven McDonagh, Veronika Zimmer, Emily Skelton, Jacqueline Matthew, Daniel Grzech, Robert Wright, Chandni Gupta, Benjamin Hou, Daniel Rueckert, Julia A. Schnabel, Bernhard Kainz

* MICCAI Workshop on Perinatal, Preterm and Paediatric Image analysis (PIPPI), 2018 

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Computing CNN Loss and Gradients for Pose Estimation with Riemannian Geometry


Jul 17, 2018
Benjamin Hou, Nina Miolane, Bishesh Khanal, Matthew C. H. Lee, Amir Alansary, Steven McDonagh, Jo V. Hajnal, Daniel Rueckert, Ben Glocker, Bernhard Kainz


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Automatic View Planning with Multi-scale Deep Reinforcement Learning Agents


Jun 08, 2018
Amir Alansary, Loic Le Folgoc, Ghislain Vaillant, Ozan Oktay, Yuanwei Li, Wenjia Bai, Jonathan Passerat-Palmbach, Ricardo Guerrero, Konstantinos Kamnitsas, Benjamin Hou, Steven McDonagh, Ben Glocker, Bernhard Kainz, Daniel Rueckert

* Accepted for MICCAI2018 

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3D Reconstruction in Canonical Co-ordinate Space from Arbitrarily Oriented 2D Images


Jan 23, 2018
Benjamin Hou, Bishesh Khanal, Amir Alansary, Steven McDonagh, Alice Davidson, Mary Rutherford, Jo V. Hajnal, Daniel Rueckert, Ben Glocker, Bernhard Kainz


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Context-Sensitive Super-Resolution for Fast Fetal Magnetic Resonance Imaging


Sep 23, 2017
Steven McDonagh, Benjamin Hou, Konstantinos Kamnitsas, Ozan Oktay, Amir Alansary, Mary Rutherford, Jo V. Hajnal, Bernhard Kainz

* Springer LNCS 10555 2017 
* 11 pages, 6 figures, published in Proc MICCAI RAMBO'17 https://link.springer.com/chapter/10.1007/978-3-319-67564-0_12 

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Predicting Slice-to-Volume Transformation in Presence of Arbitrary Subject Motion


Mar 04, 2017
Benjamin Hou, Amir Alansary, Steven McDonagh, Alice Davidson, Mary Rutherford, Jo V. Hajnal, Daniel Rueckert, Ben Glocker, Bernhard Kainz

* 8 pages, 4 figures, 6 pages supplemental material, currently under review for MICCAI 2017 

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