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Neural algebra of classifiers

Santa Cruz, Rodrigo; Fernando, Basura; Cherian, Anoop; Gould, Stephen

Description

The world is fundamentally compositional, so it is natural to think of visual recognition as the recognition of basic visually primitives that are composed according to well-defined rules. This strategy allows us to recognize unseen complex concepts from simple visual primitives. However, the current trend in visual recognition follows a data greedy approach where huge amounts of data are required to learn models for any desired visual concept. In this paper, we build on the compositionality...[Show more]

CollectionsANU Research Publications
Date published: 2018-03-15
Type: Conference paper
URI: http://hdl.handle.net/1885/195728
Source: Proceedings - 2018 IEEE Winter Conference on Applications of Computer Vision, WACV 2018
DOI: 10.1109/WACV.2018.00085

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