Publications

2017

• Anatomically Constrained Neural Networks (ACNN): Application to Cardiac Image Enhancement and Segmentation

  Details PDF Code Dataset

• BRIEFnet: Deep Pancreas Segmentation Using Binary Sparse Convolutions

  Details PDF Code Dataset

2016

• Multi-input Cardiac Image Super-Resolution Using Convolutional Neural Networks

  Details PDF Slides Video Code Dataset Poster Talk

• Stratified Decision Forests for Accurate Anatomical Landmark Localization

  Details PDF Code Dataset

• DeepCut: Object Segmentation from Bounding Box Annotations using Convolutional Neural Networks

  Details PDF

2015

• Classification of Myocardial Infarcted Patients by Combining Shape and Motion Features

  Details PDF

• Structured Decision Forests For Multi-Modal Ultrasound Image Registration

  Details PDF Slides Video Poster

• Learning a Global Descriptor of Cardiac Motion from a Large Cohort of 1000+ Normal Subjects

  Details PDF

• Probabilistic Edge Map (PEM) for 3D Ultrasound Image Registration and Multi-atlas Left Ventricle Segmentation

  Details PDF

2014

• Sparsity Based Spectral Embedding: Application to Multi-Atlas Echocardiography Segmentation

  Details PDF Slides

2013

• Biomechanically Driven Registration of Pre-to-Intra-Operative 3D Images for Laparoscopic Surgery

  Details PDF Talk