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<p class="MsoNormal"><span lang="EN-GB"><o:p> </o:p></span></p>
<p class="MsoNormal"><span lang="EN-GB">We are pleased to announce the publication of a Special Issue in Vision Research:<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-GB"><o:p> </o:p></span></p>
<p class="MsoNormal"><span lang="EN-GB">What do deep neural networks tell us about biological vision<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-GB">Editors: Charles Leek (University of Liverpool, UK), Ales Leonardis & Dietmar Heinke (University of Birmingham, UK)<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-GB"><o:p> </o:p></span></p>
<p class="MsoNormal"><span lang="EN-GB">The issue can be accessed here: <a href="https://www.sciencedirect.com/journal/vision-research/special-issue/10LS1285VRD">
https://www.sciencedirect.com/journal/vision-research/special-issue/10LS1285VRD</a><o:p></o:p></span></p>
<div>
<div>
<div>
<p class="MsoNormal"><span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E"><o:p> </o:p></span></p>
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<h3 style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in;margin-bottom:.0001pt">
<b><span style="font-family:"Arial",sans-serif;color:#505050"><o:p> </o:p></span></b></h3>
<h3 style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in;margin-bottom:.0001pt">
<b><span style="font-family:"Arial",sans-serif;color:#505050"><a href="https://www.sciencedirect.com/science/article/pii/S004269892200075X"><span class="js-article-title"><span style="color:#2E2E2E;text-decoration:none">What do deep neural networks tell us
about biological vision?</span></span></a></span></b><span style="font-size:13.5pt;font-family:"Arial",sans-serif;color:#505050"><o:p></o:p></span></h3>
<div>
<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">Dietmar Heinke, Ales Leonardis, E. Charles Leek<o:p></o:p></span></p>
</div>
<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">September 2022<o:p></o:p></span></p>
<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">Article 108069<o:p></o:p></span></p>
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in biological vision</span></span></a></span></b><span style="font-size:13.5pt;font-family:"Arial",sans-serif;color:#505050"><o:p></o:p></span></h3>
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<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">E. Charles Leek, Ales Leonardis, Dietmar Heinke<o:p></o:p></span></p>
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<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">August 2022<o:p></o:p></span></p>
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<b><span style="font-family:"Arial",sans-serif;color:#505050"><a href="https://www.sciencedirect.com/science/article/pii/S0042698920300766"><span class="js-article-title"><span style="color:#2E2E2E;text-decoration:none">Deciphering image contrast in object
classification deep networks</span></span></a></span></b><span style="font-size:13.5pt;font-family:"Arial",sans-serif;color:#505050"><o:p></o:p></span></h3>
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<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">Arash Akbarinia, Raquel Gil-Rodríguez<o:p></o:p></span></p>
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<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">August 2020<o:p></o:p></span></p>
<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">Pages 61-76<o:p></o:p></span></p>
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<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">Joseph Scott German, Robert A. Jacobs<o:p></o:p></span></p>
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<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">February 2020<o:p></o:p></span></p>
<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">Pages 87-99<o:p></o:p></span></p>
<h3 style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in;margin-bottom:.0001pt">
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<b><span style="font-family:"Arial",sans-serif;color:#505050"><a href="https://www.sciencedirect.com/science/article/pii/S0042698920301656"><span class="js-article-title"><span style="color:#2E2E2E;text-decoration:none">Exploring biological motion perception
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<div>
<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">Yujia Peng, Hannah Lee, Tianmin Shu, Hongjing Lu<o:p></o:p></span></p>
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<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">January 2021<o:p></o:p></span></p>
<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">Pages 28-40<o:p></o:p></span></p>
<h3 style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in;margin-bottom:.0001pt">
<b><span style="font-family:"Arial",sans-serif;color:#505050"><o:p> </o:p></span></b></h3>
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<b><span style="font-family:"Arial",sans-serif;color:#505050"><a href="https://www.sciencedirect.com/science/article/pii/S004269892100016X"><span class="js-article-title"><span style="color:#2E2E2E;text-decoration:none">Color for object recognition: Hue and
chroma sensitivity in the deep features of convolutional neural networks</span></span></a></span></b><span style="font-size:13.5pt;font-family:"Arial",sans-serif;color:#505050"><o:p></o:p></span></h3>
<div>
<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">Alban Flachot, Karl R. Gegenfurtner<o:p></o:p></span></p>
</div>
<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">May 2021<o:p></o:p></span></p>
<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">Pages 89-100<o:p></o:p></span></p>
<h3 style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in;margin-bottom:.0001pt">
<b><span style="font-family:"Arial",sans-serif;color:#505050"><o:p> </o:p></span></b></h3>
<h3 style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in;margin-bottom:.0001pt">
<b><span style="font-family:"Arial",sans-serif;color:#505050"><a href="https://www.sciencedirect.com/science/article/pii/S0042698920301243"><span class="js-article-title"><span style="color:#2E2E2E;text-decoration:none">Color illusions also deceive CNNs for
low-level vision tasks: Analysis and implications</span></span></a></span></b><span style="font-size:13.5pt;font-family:"Arial",sans-serif;color:#505050"><o:p></o:p></span></h3>
<div>
<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">A. Gomez-Villa, A. Martín, J. Vazquez-Corral, M. Bertalmío, J. Malo<o:p></o:p></span></p>
</div>
<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">November 2020<o:p></o:p></span></p>
<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">Pages 156-174<o:p></o:p></span></p>
<h3 style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in;margin-bottom:.0001pt">
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<h3 style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in;margin-bottom:.0001pt">
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in object classification by deep convolutional neural networks</span></span></a></span></b><span style="font-size:13.5pt;font-family:"Arial",sans-serif;color:#505050"><o:p></o:p></span></h3>
<div>
<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">Nicholas Baker, Hongjing Lu, Gennady Erlikhman, Philip J. Kellman<o:p></o:p></span></p>
</div>
<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">July 2020<o:p></o:p></span></p>
<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">Pages 46-61<o:p></o:p></span></p>
<h3 style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in;margin-bottom:.0001pt">
<b><span style="font-family:"Arial",sans-serif;color:#505050"><o:p> </o:p></span></b></h3>
<h3 style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in;margin-bottom:.0001pt">
<b><span style="font-family:"Arial",sans-serif;color:#505050"><a href="https://www.sciencedirect.com/science/article/pii/S0042698919302299"><span class="js-article-title"><span style="color:#2E2E2E;text-decoration:none">Crowding reveals fundamental differences
in local vs. global processing in humans and machines</span></span></a></span></b><span style="font-size:13.5pt;font-family:"Arial",sans-serif;color:#505050"><o:p></o:p></span></h3>
<div>
<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">A. Doerig, A. Bornet, O.H. Choung, M.H. Herzog<o:p></o:p></span></p>
</div>
<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">February 2020<o:p></o:p></span></p>
<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">Pages 39-45<o:p></o:p></span></p>
<h3 style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in;margin-bottom:.0001pt">
<b><span style="font-family:"Arial",sans-serif;color:#505050"><o:p> </o:p></span></b></h3>
<h3 style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in;margin-bottom:.0001pt">
<b><span style="font-family:"Arial",sans-serif;color:#505050"><a href="https://www.sciencedirect.com/science/article/pii/S0042698921002017"><span class="js-article-title"><span style="color:#2E2E2E;text-decoration:none">A failure to learn object shape geometry:
Implications for convolutional neural networks as plausible models of biological vision</span></span></a></span></b><span style="font-size:13.5pt;font-family:"Arial",sans-serif;color:#505050"><o:p></o:p></span></h3>
<div>
<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">Dietmar Heinke, Peter Wachman, Wieske van Zoest, E. Charles Leek<o:p></o:p></span></p>
</div>
<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">December 2021<o:p></o:p></span></p>
<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">Pages 81-92<o:p></o:p></span></p>
<h3 style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in;margin-bottom:.0001pt">
<b><span style="font-family:"Arial",sans-serif;color:#505050"><o:p> </o:p></span></b></h3>
<h3 style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in;margin-bottom:.0001pt">
<b><span style="font-family:"Arial",sans-serif;color:#505050"><a href="https://www.sciencedirect.com/science/article/pii/S0042698920300742"><span class="js-article-title"><span style="color:#2E2E2E;text-decoration:none">Hiding a plane with a pixel: examining
shape-bias in CNNs and the benefit of building in biological constraints</span></span></a></span></b><span style="font-size:13.5pt;font-family:"Arial",sans-serif;color:#505050"><o:p></o:p></span></h3>
<div>
<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">Gaurav Malhotra, Benjamin D. Evans, Jeffrey S. Bowers<o:p></o:p></span></p>
</div>
<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">September 2020<o:p></o:p></span></p>
<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">Pages 57-68<o:p></o:p></span></p>
<h3 style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in;margin-bottom:.0001pt">
<b><span style="font-family:"Arial",sans-serif;color:#505050"><o:p> </o:p></span></b></h3>
<h3 style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in;margin-bottom:.0001pt">
<b><span style="font-family:"Arial",sans-serif;color:#505050"><a href="https://www.sciencedirect.com/science/article/pii/S0042698920301140"><span class="js-article-title"><span style="color:#2E2E2E;text-decoration:none">Are there any ‘object detectors’ in the
hidden layers of CNNs trained to identify objects or scenes?</span></span></a></span></b><span style="font-size:13.5pt;font-family:"Arial",sans-serif;color:#505050"><o:p></o:p></span></h3>
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<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">Ella M. Gale, Nicholas Martin, Ryan Blything, Anh Nguyen, Jeffrey S. Bowers<o:p></o:p></span></p>
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<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">November 2020<o:p></o:p></span></p>
<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">Pages 60-71<o:p></o:p></span></p>
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<b><span style="font-family:"Arial",sans-serif;color:#505050"><o:p> </o:p></span></b></h3>
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<b><span style="font-family:"Arial",sans-serif;color:#505050"><a href="https://www.sciencedirect.com/science/article/pii/S0042698920301528"><span class="js-article-title"><span style="color:#2E2E2E;text-decoration:none">3D shape estimation in a constraint optimization
neural network</span></span></a></span></b><span style="font-size:13.5pt;font-family:"Arial",sans-serif;color:#505050"><o:p></o:p></span></h3>
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<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">Pallavi Mishra, Sébastien Hélie<o:p></o:p></span></p>
</div>
<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">December 2020<o:p></o:p></span></p>
<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">Pages 118-129<o:p></o:p></span></p>
<h3 style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in;margin-bottom:.0001pt">
<b><span style="font-family:"Arial",sans-serif;color:#505050"><o:p> </o:p></span></b></h3>
<h3 style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in;margin-bottom:.0001pt">
<b><span style="font-family:"Arial",sans-serif;color:#505050"><a href="https://www.sciencedirect.com/science/article/pii/S0042698920300997"><span class="js-article-title"><span style="color:#2E2E2E;text-decoration:none">Lessons from reinforcement learning for
biological representations of space</span></span></a></span></b><span style="font-size:13.5pt;font-family:"Arial",sans-serif;color:#505050"><o:p></o:p></span></h3>
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<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">Alex Muryy, N. Siddharth, Nantas Nardelli, Andrew Glennerster, Philip H.S. Torr<o:p></o:p></span></p>
</div>
<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">September 2020<o:p></o:p></span></p>
<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">Pages 79-93<o:p></o:p></span></p>
<h3 style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in;margin-bottom:.0001pt">
<b><span style="font-family:"Arial",sans-serif;color:#505050"><o:p> </o:p></span></b></h3>
<h3 style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in;margin-bottom:.0001pt">
<b><span style="font-family:"Arial",sans-serif;color:#505050"><a href="https://www.sciencedirect.com/science/article/pii/S0042698920300651"><span class="js-article-title"><span style="color:#FF6C00;text-decoration:none">Time-resolved correspondences between
deep neural network layers and EEG measurements in object processing</span></span></a></span></b><span style="font-size:13.5pt;font-family:"Arial",sans-serif;color:#505050"><o:p></o:p></span></h3>
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<p class="js-article-list-item" style="mso-margin-top-alt:0in;margin-right:0in;margin-bottom:0in;margin-left:.5in">
<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">Nathan C.L. Kong, Blair Kaneshiro, Daniel L.K. Yamins, Anthony M. Norcia<o:p></o:p></span></p>
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<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">July 2020<o:p></o:p></span></p>
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<span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#2E2E2E">Pages 27-45<o:p></o:p></span></p>
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