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 ...
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
Scholar articles
J Deng, N Ding, Y Jia, A Frome, K Murphy, S Bengio… - European Conference on Computer Vision, 2014
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