546 citations · 1.3k across the 25 of their papers we have counts for
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Explaining Classifiers using Adversarial Perturbations on the Perceptual Ball
Andrew Elliott, Stephen Law, Chris Russell
We present a simple regularization of adversarial perturbations based upon the perceptual loss. While the resulting perturbations remain imperceptible to the human eye, they differ…
Weakly-Supervised 3D Pose Estimation from a Single Image using Multi-View Consistency
Guillaume Rochette, Chris Russell, Richard Bowden
We present a novel data-driven regularizer for weakly-supervised learning of 3D human pose estimation that eliminates the drift problem that affects existing approaches. We do this…
U4D: Unsupervised 4D Dynamic Scene Understanding
Armin Mustafa, Chris Russell, Adrian Hilton
We introduce the first approach to solve the challenging problem of unsupervised 4D visual scene understanding for complex dynamic scenes with multiple interacting people from mult…