2 papers
cs.LG2016
Hard Negative Mining for Metric Learning Based Zero-Shot Classification
Maxime Bucher, Stéphane Herbin, Frédéric Jurie
Zero-Shot learning has been shown to be an efficient strategy for domain adaptation. In this context, this paper builds on the recent work of Bucher et al. [1], which proposed an a…
cs.CV2016
Improving Semantic Embedding Consistency by Metric Learning for Zero-Shot Classification
Maxime Bucher, Stéphane Herbin, Frédéric Jurie
This paper addresses the task of zero-shot image classification. The key contribution of the proposed approach is to control the semantic embedding of images -- one of the main ing…