116 citations · 284 across the 38 of their papers we have counts for
4 papers · 1 filter
Vax-a-Net: Training-time Defence Against Adversarial Patch Attacks
T. Gittings, S. Schneider, J. Collomosse
We present Vax-a-Net; a technique for immunizing convolutional neural networks (CNNs) against adversarial patch attacks (APAs). APAs insert visually overt, local regions (patches)…
Geo-PIFu: Geometry and Pixel Aligned Implicit Functions for Single-view Human Reconstruction
Tong He, John Collomosse, Hailin Jin +1
We propose Geo-PIFu, a method to recover a 3D mesh from a monocular color image of a clothed person. Our method is based on a deep implicit function-based representation to learn l…
Sketchformer: Transformer-based Representation for Sketched Structure
Leo Sampaio Ferraz Ribeiro, Tu Bui, John Collomosse +1
Sketchformer is a novel transformer-based representation for encoding free-hand sketches input in a vector form, i.e. as a sequence of strokes. Sketchformer effectively addresses m…
Neural Architecture Search for Deep Image Prior
Kary Ho, Andrew Gilbert, Hailin Jin +1
We present a neural architecture search (NAS) technique to enhance the performance of unsupervised image de-noising, in-painting and super-resolution under the recently proposed De…