activity
20172022
most citedWeakly-Supervised Convolutional Neural Networks for Multimodal Image Registration

477 citations · 977 across the 18 of their papers we have counts for

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Showing 2017Show all

6 papers · 1 filter

cs.CV2017★ 122 cited

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

Yipeng Hu, Marc Modat, Eli Gibson +7

Spatially aligning medical images from different modalities remains a challenging task, especially for intraoperative applications that require fast and robust algorithms. We propo…

cs.CV2017

Ω-Net (Omega-Net): Fully Automatic, Multi-View Cardiac MR Detection, Orientation, and Segmentation with Deep Neural Networks

Davis M. Vigneault, Weidi Xie, Carolyn Y. Ho +2

Pixelwise segmentation of the left ventricular (LV) myocardium and the four cardiac chambers in 2-D steady state free precession (SSFP) cine sequences is an essential preprocessing…

cs.CV2017★ 10 cited

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

Yipeng Hu, Eli Gibson, Tom Vercauteren +5

In this paper, we describe how a patient-specific, ultrasound-probe-induced prostate motion model can be directly generated from a single preoperative MR image. Our motion model al…

cs.LG2017★ 77 cited

Freehand Ultrasound Image Simulation with Spatially-Conditioned Generative Adversarial Networks

Yipeng Hu, Eli Gibson, Li-Lin Lee +4

Sonography synthesis has a wide range of applications, including medical procedure simulation, clinical training and multimodality image registration. In this paper, we propose a m…

cs.CV2017★ 11 cited

Temporal HeartNet: Towards Human-Level Automatic Analysis of Fetal Cardiac Screening Video

Weilin Huang, Christopher P. Bridge, J. Alison Noble +1

We present an automatic method to describe clinically useful information about scanning, and to guide image interpretation in ultrasound (US) videos of the fetal heart. Our method…

cs.CV2017

Feature Tracking Cardiac Magnetic Resonance via Deep Learning and Spline Optimization

Davis M. Vigneault, Weidi Xie, David A. Bluemke +1

Feature tracking Cardiac Magnetic Resonance (CMR) has recently emerged as an area of interest for quantification of regional cardiac function from balanced, steady state free prece…