18 citations · 27 across the 3 of their papers we have counts for
4 papers
Are All Linear Regions Created Equal?
Matteo Gamba, Adrian Chmielewski-Anders, Josephine Sullivan +2
The number of linear regions has been studied as a proxy of complexity for ReLU networks. However, the empirical success of network compression techniques like pruning and knowledg…
Large-Scale Zero-Shot Image Classification from Rich and Diverse Textual Descriptions
Sebastian Bujwid, Josephine Sullivan
We study the impact of using rich and diverse textual descriptions of classes for zero-shot learning (ZSL) on ImageNet. We create a new dataset ImageNet-Wiki that matches each Imag…
Explanation-based Weakly-supervised Learning of Visual Relations with Graph Networks
Federico Baldassarre, Kevin Smith, Josephine Sullivan +1
Visual relationship detection is fundamental for holistic image understanding. However, the localization and classification of (subject, predicate, object) triplets remain challeng…
Probabilistic orientation estimation with matrix Fisher distributions
D. Mohlin, G. Bianchi, J. Sullivan
This paper focuses on estimating probability distributions over the set of 3D rotations () using deep neural networks. Learning to regress models to the set of rotations is…