output
20162019
most citedGenerative and Discriminative Voxel Modeling with Convolutional Neural Networks

452 citations

6 papers

physics.app-ph2019★ 11 cited

Coaxial nanowires as plasmon-mediated remote nanosensors

Daniel Funes-Hernando, Mario Pelaez-Fernandez, Dominik Winterauer +5

This study reports on the plasmon-mediated remote Raman sensing promoted by specially designed coaxial nanowires. This unusual geometry for Raman study is based on the separation,…

physics.optics2019

Sub-micron spatial resolution in far-field Raman imaging via positivity constrained super-resolution

Dominik J. Winterauer, Daniel Funes-Hernando, Jean-Luc Duvail +3

Raman microscopy is a valuable tool for detecting physical and chemical properties of a sample material. When probing nanomaterials or nanocomposites the spatial resolution of Rama…

cs.LG2017★ 393 cited

SMASH: One-Shot Model Architecture Search through HyperNetworks

Andrew Brock, Theodore Lim, J. M. Ritchie +1

Designing architectures for deep neural networks requires expert knowledge and substantial computation time. We propose a technique to accelerate architecture selection by learning…

stat.ML2017★ 75 cited

FreezeOut: Accelerate Training by Progressively Freezing Layers

Andrew Brock, Theodore Lim, J. M. Ritchie +1

The early layers of a deep neural net have the fewest parameters, but take up the most computation. In this extended abstract, we propose to only train the hidden layers for a set…

cs.LG2016★ 247 cited

Neural Photo Editing with Introspective Adversarial Networks

Andrew Brock, Theodore Lim, J. M. Ritchie +1

The increasingly photorealistic sample quality of generative image models suggests their feasibility in applications beyond image generation. We present the Neural Photo Editor, an…

cs.CV2016★ 452 cited

Generative and Discriminative Voxel Modeling with Convolutional Neural Networks

Andrew Brock, Theodore Lim, J. M. Ritchie +1

When working with three-dimensional data, choice of representation is key. We explore voxel-based models, and present evidence for the viability of voxellated representations in ap…