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What has my classifier learned? Visualizing the classification rules of bag-of-feature model by support region detection

Liu, Lingqiao; Wang, Lei

Description

In the past decade, the bag-of-feature model has established itself as the state-of-the-art method in various visual classification tasks. Despite its simplicity and high performance, it normally works as a black box and the classification rule is not transparent to users. However, to better understand the classification process, it is favorable to look into the black box to see how an image is recognized. To fill this gap, we developed a tool called Restricted Support Region Set (RSRS)...[Show more]

CollectionsANU Research Publications
Date published: 2012
Type: Conference paper
URI: http://hdl.handle.net/1885/69194
Source: A Simple Prior-free Method for Non-Rigid Structure-from-Motion Factorization
DOI: 10.1109/CVPR.2012.6248103

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