Authors
Jia Deng, Nan Ding, Yangqing Jia, Andrea Frome, Kevin Murphy, Samy Bengio, Yuan Li, Hartmut Neven, Hartwig Adam
Publication date
2014/9/6
Conference
European Conference on Computer Vision
Pages
48-64
Publisher
Springer International Publishing
Description
Abstract In this paper we study how to perform object classification in a principled way that
exploits the rich structure of real world labels. We develop a new model that allows encoding
of flexible relations between labels. We introduce Hierarchy and Exclusion (HEX) graphs, a
new formalism that captures semantic relations between any two labels applied to the same
object: mutual exclusion, overlap and subsumption. We then provide rigorous theoretical
analysis that illustrates properties of HEX graphs such as consistency, equivalence, and ...
Total citations
20142015201634031
Scholar articles
J Deng, N Ding, Y Jia, A Frome, K Murphy, S Bengio… - European Conference on Computer Vision, 2014