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Michael J Wilber

3 accepted papers

2017

BAM! The Behance Artistic Media Dataset for Recognition Beyond Photography

ICCV 2017poster

Computer vision systems are designed to work well within the context of everyday photography. However, artists often render the world around them in ways that do not resemble photographs. Artwork produced by people is not constrained to mimic the physical world, making it more challenging for machin…

Cited by 191PDFScholar
2017

Sketching With Style: Visual Search With Sketches and Aesthetic Context

ICCV 2017poster

We propose a novel measure of visual similarity for image retrieval that incorporates both structural and aesthetic (style) constraints. Our algorithm accepts a query as sketched shape, and a set of one or more contextual images specifying the desired visual aesthetic. A triplet network is used to l…

Cited by 77PDFScholar
2016

Residual Networks Behave Like Ensembles of Relatively Shallow Networks

NeurIPS 2016poster

In this work we propose a novel interpretation of residual networks showing that they can be seen as a collection of many paths of differing length. Moreover, residual networks seem to enable very deep networks by leveraging only the short paths during training. To support this observation, we rewri…

Cited by 1429SourcePDFScholar