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Dominic Jack

2 accepted papers

2019

IGE-Net: Inverse Graphics Energy Networks for Human Pose Estimation and Single-View Reconstruction

CVPR 2019poster

Inferring 3D scene information from 2D observations is an open problem in computer vision. We propose using a deep-learning based energy minimization framework to learn a consistency measure between 2D observations and a proposed world model, and demonstrate that this framework can be trained end-to…

Cited by 9PDFScholar
2019

Implicit Surface Representations As Layers in Neural Networks

ICCV 2019poster

Implicit shape representations, such as Level Sets, provide a very elegant formulation for performing computations involving curves and surfaces. However, including implicit representations into canonical Neural Network formulations is far from straightforward. This has consequently restricted exist…

Cited by 304PDFScholar