A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2020; you can also visit <a rel="external noopener" href="https://arxiv.org/pdf/1902.10425v3.pdf">the original URL</a>. The file type is <code>application/pdf</code>.
StyleRemix: An Interpretable Representation for Neural Image Style Transfer
[article]
<span title="2019-03-25">2019</span>
<i >
arXiv
</i>
<span class="release-stage" >pre-print</span>
Preserved Fulltext
Other Versions
<span title="2019-03-11">2019</span>
<span class="release-stage" >pre-print</span>
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1902.10425v2">arXiv:1902.10425v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/wdzl7mlb7nfprojonwejevuzby">fatcat:wdzl7mlb7nfprojonwejevuzby</a> </span>
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1902.10425v2">arXiv:1902.10425v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/wdzl7mlb7nfprojonwejevuzby">fatcat:wdzl7mlb7nfprojonwejevuzby</a> </span>
<span title="2019-02-27">2019</span>
<span class="release-stage" >pre-print</span>
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1902.10425v1">arXiv:1902.10425v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ppmldq2llvesjkso2b4qokllyq">fatcat:ppmldq2llvesjkso2b4qokllyq</a> </span>
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1902.10425v1">arXiv:1902.10425v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ppmldq2llvesjkso2b4qokllyq">fatcat:ppmldq2llvesjkso2b4qokllyq</a> </span>
Multi-Style Transfer (MST) intents to capture the high-level visual vocabulary of different styles and expresses these vocabularies in a joint model to transfer each specific style. Recently, Style Embedding Learning (SEL) based methods represent each style with an explicit set of parameters to perform MST task. However, most existing SEL methods either learn explicit style representation with numerous independent parameters or learn a relatively black-box style representation, which makes them
<span class="external-identifiers">
<a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1902.10425v3">arXiv:1902.10425v3</a>
<a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/4ibtkxaeenhxnhcvmqs4hbefra">fatcat:4ibtkxaeenhxnhcvmqs4hbefra</a>
</span>
more »
... difficult to control the stylized results. In this paper, we outline a novel MST model, StyleRemix, to compactly and explicitly integrate multiple styles into one network. By decomposing diverse styles into the same basis, StyleRemix represents a specific style in a continuous vector space with 1-dimensional coefficients. With the interpretable style representation, StyleRemix not only enables the style visualization task but also allows several ways of remixing styles in the smooth style embedding space.~Extensive experiments demonstrate the effectiveness of StyleRemix on various MST tasks compared to state-of-the-art SEL approaches.
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201009142145/https://arxiv.org/pdf/1902.10425v3.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext">
<button class="ui simple right pointing dropdown compact black labeled icon button serp-button">
<i class="icon ia-icon"></i>
Web Archive
[PDF]
<div class="menu fulltext-thumbnail">
<img src="https://blobs.fatcat.wiki/thumbnail/pdf/22/a3/22a3468ab0bfa47514116635fa07e8b2abd148ac.180px.jpg" alt="fulltext thumbnail" loading="lazy">
</div>
</button>
</a>
<a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1902.10425v3" title="arxiv.org access">
<button class="ui compact blue labeled icon button serp-button">
<i class="file alternate outline icon"></i>
arxiv.org
</button>
</a>