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/1910.08131v1.pdf">the original URL</a>. The file type is <code>application/pdf</code>.
A Dataset of Multi-Illumination Images in the Wild
[article]
<span title="2019-10-17">2019</span>
<i >
arXiv
</i>
<span class="release-stage" >pre-print</span>
Preserved Fulltext
Collections of images under a single, uncontrolled illumination have enabled the rapid advancement of core computer vision tasks like classification, detection, and segmentation. But even with modern learning techniques, many inverse problems involving lighting and material understanding remain too severely ill-posed to be solved with single-illumination datasets. To fill this gap, we introduce a new multi-illumination dataset of more than 1000 real scenes, each captured under 25 lighting
<span class="external-identifiers">
<a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1910.08131v1">arXiv:1910.08131v1</a>
<a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/33rbplt3hncffkgdovs6hxwbly">fatcat:33rbplt3hncffkgdovs6hxwbly</a>
</span>
more »
... ions. We demonstrate the richness of this dataset by training state-of-the-art models for three challenging applications: single-image illumination estimation, image relighting, and mixed-illuminant white balance.
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200930175921/https://arxiv.org/pdf/1910.08131v1.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/f4/a3/f4a3d6d26347df2c5c89ce0848ef72f1d4f80e3e.180px.jpg" alt="fulltext thumbnail" loading="lazy">
</div>
</button>
</a>
<a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1910.08131v1" 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>