39 citations · 78 across the 4 of their papers we have counts for
4 papers
On the Limitations of General Purpose Domain Generalisation Methods
Henry Gouk, Ondrej Bohdal, Da Li +1
We investigate the fundamental performance limitations of learning algorithms in several Domain Generalisation (DG) settings. Motivated by the difficulty with which previously prop…
Full-Scale Continuous Synthetic Sonar Data Generation with Markov Conditional Generative Adversarial Networks
Marija Jegorova, Antti Ilari Karjalainen, Jose Vazquez +1
Deployment and operation of autonomous underwater vehicles is expensive and time-consuming. High-quality realistic sonar data simulation could be of benefit to multiple application…
Discovery of Shared Semantic Spaces for Multi-Scene Video Query and Summarization
Xun Xu, Timothy Hospedales, Shaogang Gong
The growing rate of public space CCTV installations has generated a need for automated methods for exploiting video surveillance data including scene understanding, query, behaviou…
Sketch-a-Net that Beats Humans
Qian Yu, Yongxin Yang, Yi-Zhe Song +2
We propose a multi-scale multi-channel deep neural network framework that, for the first time, yields sketch recognition performance surpassing that of humans. Our superior perform…