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<font color="black" face="georgia,serif" style=""><b><span lang="en-US" style="margin:0px">[CfP] ICCV 2021 Workshop: 2nd Autonomous Vehicle Vision (<span data-markjs="true" class="marklcoy902eu" style="margin:0px">AVVision</span>)</span></b><span lang="en-US" style="margin:0px"><u></u><u></u></span></font></p>
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<span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style=""><u></u> <u></u></font></span></p>
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<font color="black" face="georgia,serif" style=""><span lang="en-US" style="margin:0px">The 2nd Autonomous Vehicle Vision (<span data-markjs="true" class="marklcoy902eu" style="margin:0px">AVVision</span>) Workshop aims to bring together industry professionals
and academics to brainstorm and exchange ideas on the advancement of computer vision techniques for autonomous driving. In this one-day workshop, we will have seven keynote talks and regular paper presentations (oral and poster) to discuss the state of the
art as well as existing challenges in autonomous driving. The workshop webpage is at </span><span lang="en-US" style="margin:0px"><a href="https://nam10.safelinks.protection.outlook.com/?url=https%3A%2F%2Favvision.xyz%2Ficcv21%2F&data=04%7C01%7Cnemanja%40temple.edu%7C6168e7b2b3514e1bd8b808d93c5ed040%7C716e81efb52244738e3110bd02ccf6e5%7C0%7C0%7C637607201697572040%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=kwSunkDab0cHnh9om4MHVD3ngwxfpykSwftM05gzY30%3D&reserved=0" target="_blank" rel="noopener noreferrer" data-auth="Verified" originalsrc="https://avvision.xyz/iccv21/" shash="rdwZN/Pw72wHrwIbO8TvOkPI83IBc39Fd0irq9cNE6CM1+3GLMh9rByAIduo+braanH5kFllcVNUGTYPW5pLTOAYQlHgKY7WIgzXxuc1++uYmNI9M3ZB3Z1eNjQ7OGErOWbe9CiRFZrGQDjKWZaKqvil2ZTmznR3JYjCdsfJzCA=" title="Original URL: https://avvision.xyz/iccv21/. Click or tap if you trust this link." data-linkindex="0" style="margin:0px">https://<span data-markjs="true" class="marklcoy902eu" style="margin:0px">avvision</span>.xyz/iccv21/</a></span><span lang="en-US" style="margin:0px">.</span><span lang="en-US" style="margin:0px"><u></u><u></u></span></font></p>
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<span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style=""><u></u> <u></u></font></span></p>
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<font color="black" face="georgia,serif" style=""><b><span lang="en-US" style="margin:0px">Keynote Speakers:</span></b><span lang="en-US" style="margin:0px"><u></u><u></u></span></font></p>
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<span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style=""><u></u> <u></u></font></span></p>
<ul type="disc" style="font-family: "Segoe UI", "Segoe UI Web (West European)", "Segoe UI", -apple-system, system-ui, Roboto, "Helvetica Neue", sans-serif; font-size: 15px; margin-top: 0px; margin-bottom: 0px; color: rgb(0, 0, 0); background-color: rgb(255, 255, 255);">
<li style="margin-left:15px"><span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style="">Cordelia Schmid, INRIA<u></u><u></u></font></span></li><li style="margin-left:15px"><span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style="">Raquel Urtasun, University of Toronto<u></u><u></u></font></span></li><li style="margin-left:15px"><span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style="">Andreas Geiger, University of Tübingen<u></u><u></u></font></span></li><li style="margin-left:15px"><span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style="">Fisher Yu, ETH Zürich<u></u><u></u></font></span></li><li style="margin-left:15px"><span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style="">Laura Leal-Taixé, Technical University of Munich<u></u><u></u></font></span></li><li style="margin-right:1pt;margin-left:15px"><span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style="">Matthew Johnson-Roberson, University of Michigan<u></u><u></u></font></span></li><li style="margin-right:1pt;margin-bottom:1pt;margin-left:15px"><span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style="">Carl Wellington, Aurora<u></u><u></u></font></span></li></ul>
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<span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style=""><u></u> <u></u></font></span></p>
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<font color="black" face="georgia,serif" style=""><b><span lang="en-US" style="margin:0px">Call for papers:</span></b><span lang="en-US" style="margin:0px"><u></u><u></u></span></font></p>
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<span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style=""><u></u> <u></u></font></span></p>
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<font color="black" face="georgia,serif" style=""><span lang="en-US" style="margin:0px">With a number of breakthroughs in autonomous system technology over the past decade, the race to commercialize self-driving cars has become fiercer than ever. The integration
of advanced sensing, computer vision, signal/image processing, and machine/deep learning into autonomous vehicles enables them to perceive the environment intelligently and navigate safely. Autonomous driving is required to ensure safe, reliable, and efficient
automated mobility in complex uncontrolled real-world environments. Various applications range from automated transportation and farming to public safety and environment exploration. Visual perception is a critical component of autonomous driving. Enabling
technologies include: a) affordable sensors that can acquire useful data under varying environmental conditions, b) reliable simultaneous localization and mapping, c) machine learning that can effectively handle varying real-world conditions and unforeseen
events, as well as “machine-learning friendly” signal processing to enable more effective classification and decision making, d) hardware and software co-design for efficient real-time performance, e) resilient and robust platforms that can withstand adversarial
attacks and failures, and f) end-to-end system integration of sensing, computer vision, signal/image processing and machine/deep learning. The 2nd<span> </span><span data-markjs="true" class="marklcoy902eu" style="margin:0px">AVVision</span><span> </span>workshop
will cover all these topics. Research papers are solicited in, but not limited to, the following topics:</span></font></p>
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<li style="margin-left:15px"><span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style="">3D road/environment reconstruction and understanding;<u></u><u></u></font></span></li><li style="margin-left:15px"><span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style="">Mapping and localization for autonomous cars;<u></u><u></u></font></span></li><li style="margin-left:15px"><span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style="">Semantic/instance driving scene segmentation and semantic mapping;<u></u><u></u></font></span></li><li style="margin-left:15px"><span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style="">Self-supervised/unsupervised visual environment perception;<u></u><u></u></font></span></li><li style="margin-left:15px"><span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style="">Car/pedestrian/object/obstacle detection/tracking and 3D localization;<u></u><u></u></font></span></li><li style="margin-left:15px"><span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style="">Car/license plate/road sign detection and recognition;<u></u><u></u></font></span></li><li style="margin-left:15px"><span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style="">Driver status monitoring and human-car interfaces;<u></u><u></u></font></span></li><li style="margin-left:15px"><span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style="">Deep/machine learning and image analysis for car perception;<u></u><u></u></font></span></li><li style="margin-left:15px"><span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style="">Adversarial domain adaptation for autonomous driving;<u></u><u></u></font></span></li><li style="margin-left:15px"><span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style="">On-board embedded visual perception systems;<u></u><u></u></font></span></li><li style="margin-left:15px"><span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style="">Bio-inspired vision sensing for car perception;<u></u><u></u></font></span></li><li style="margin-left:15px"><span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style="">Real-time deep learning inference.<u></u><u></u></font></span></li></ul>
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<span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style=""><u></u> <u></u></font></span></p>
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<font color="black" face="georgia,serif" style=""><b><span lang="en-US" style="margin:0px">Important Dates:</span></b><span lang="en-US" style="margin:0px"><u></u><u></u></span></font></p>
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<li style="margin-left:15px"><span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style="">Paper submission deadline: Jul. 23, 2021<u></u><u></u></font></span></li><li style="margin-left:15px"><span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style="">Review feedback release date: Aug. 09, 2021<u></u><u></u></font></span></li><li style="margin-left:15px"><span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style="">Camera-ready Submission: Aug. 16, 2021<u></u><u></u></font></span></li><li style="margin-left:15px"><span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style="">Workshop date: Oct. 10-17, 2021 (TBD)<u></u><u></u></font></span></li></ul>
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<span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style=""><u></u> <u></u></font></span></p>
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<font color="black" face="georgia,serif" style=""><b><span lang="en-US" style="margin:0px">Submission Guidelines:</span></b><span lang="en-US" style="margin:0px"><u></u><u></u></span></font></p>
<p style="color: rgb(0, 0, 0); font-family: "Segoe UI", "Segoe UI Web (West European)", "Segoe UI", -apple-system, system-ui, Roboto, "Helvetica Neue", sans-serif; font-size: 15px; background-color: rgb(255, 255, 255);">
<span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style=""><u></u> <u></u></font></span></p>
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<font color="black" face="georgia,serif" style=""><span lang="en-US" style="margin:0px"><b>Regular papers</b>: Authors are encouraged to submit high-quality, original (i.e., not been previously published or accepted for publication in substantially similar
form in any peer-reviewed venue including journal, conference, or workshop) research. The paper template is identical to the </span><span lang="en-US" style="margin:0px"><a href="https://nam10.safelinks.protection.outlook.com/?url=http%3A%2F%2Ficcv2021.thecvf.com%2Fnode%2F4%23submission-guidelines&data=04%7C01%7Cnemanja%40temple.edu%7C6168e7b2b3514e1bd8b808d93c5ed040%7C716e81efb52244738e3110bd02ccf6e5%7C0%7C0%7C637607201697572040%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=gG5EIKkcrf770Nk0KMyjRmlNlS2IJeXDgO691A02%2BXs%3D&reserved=0" target="_blank" rel="noopener noreferrer" data-auth="Verified" originalsrc="http://iccv2021.thecvf.com/node/4#submission-guidelines" shash="nH9baWktugHGT/CipL0AHTKannA0oyoAOAr8+W3nr9D/dISWSCTHFVDkAg+7snQsVR28AbB6fBVLVYWVs+dQp84gPhi8/edbiHltxmuex8t9rV3yn3r4awEgx2+2rkBMK/DPp4VwrOQWHpdblDGyJ7pean3rZkSkOMGbuqCRG+I=" title="Original URL: http://iccv2021.thecvf.com/node/4#submission-guidelines. Click or tap if you trust this link." data-linkindex="1" style="margin:0px">ICCV
2021</a></span><u><span lang="en-US" style="margin:0px"> </span></u><span lang="en-US" style="margin:0px">main conference. Papers are limited to eight pages, including figures and tables, in the ICCV style. Additional pages containing only cited references
are allowed. Please refer to the following files for detailed formatting instructions:</span> </font></p>
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<li style="margin-left:15px"><span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style="">Example submission paper with detailed instructions <a href="https://nam10.safelinks.protection.outlook.com/?url=http%3A%2F%2Ficcv2021.thecvf.com%2Fsites%2Fdefault%2Ffiles%2F2020-09%2Fegpaper_for_review.pdf&data=04%7C01%7Cnemanja%40temple.edu%7C6168e7b2b3514e1bd8b808d93c5ed040%7C716e81efb52244738e3110bd02ccf6e5%7C0%7C0%7C637607201697581992%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=Q8oaX8woDPpk8Pi%2FLVTax%2FA0yKxz4psVXYr5OcIFzXQ%3D&reserved=0" target="_blank" rel="noopener noreferrer" data-auth="Verified" originalsrc="http://iccv2021.thecvf.com/sites/default/files/2020-09/egpaper_for_review.pdf" shash="fPbZlvodwSE/v2hAUMTx+Lc9IZU2jgucnIsXd74dCtOW00ko146NL/sxR0Gd4rSiJ+dSMr7NrMdBW3lyZBjcIBWps3IlDiejgqiWmXox0EZyJ5oPLY6GzJPC6p394+VNdFxtfgthgr2SpT2nAX/7uJ1cK7vyHpqX+1YiRW4xFpw=" title="Original URL: http://iccv2021.thecvf.com/sites/default/files/2020-09/egpaper_for_review.pdf. Click or tap if you trust this link." data-linkindex="2" style="margin:0px">Download</a>;<u></u><u></u></font></span></li><li style="margin-left:15px"><span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style="">LaTeX Templates (zip): iccv2021AuthorKit.zip <a href="https://nam10.safelinks.protection.outlook.com/?url=http%3A%2F%2Ficcv2021.thecvf.com%2Fsites%2Fdefault%2Ffiles%2F2020-09%2Ficcv2021AuthorKit.zip&data=04%7C01%7Cnemanja%40temple.edu%7C6168e7b2b3514e1bd8b808d93c5ed040%7C716e81efb52244738e3110bd02ccf6e5%7C0%7C0%7C637607201697581992%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=X7BFH7cFQTKGJNTLAwFZD8hnjYeH%2B01LWJcjeMJBwfo%3D&reserved=0" target="_blank" rel="noopener noreferrer" data-auth="Verified" originalsrc="http://iccv2021.thecvf.com/sites/default/files/2020-09/iccv2021AuthorKit.zip" shash="eth0YzFR78rTOOVSixZjGK8k83NQei2M22GLALYfIcM6l+uc3wKQUllMzjrN5LYMx/pu8O+9bCQEqNaVkI/am+nzj3Z6tLurnmd3qEDFxWbWToYZ3Pv69uC6/FTKLM4MQQAr9Vhs1gCUuIu6mq9nKtR/fyho3Dh09SOIhIXopTQ=" title="Original URL: http://iccv2021.thecvf.com/sites/default/files/2020-09/iccv2021AuthorKit.zip. Click or tap if you trust this link." data-linkindex="3" style="margin:0px">Download</a></font></span></li></ul>
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<font color="black" face="georgia,serif" style=""><span lang="en-US" style="margin:0px">Papers that are not properly anonymized, or do not use the template, or have more than eight pages (excluding references) will be rejected without review. The </span><span lang="en-US" style="margin:0px"><a href="https://nam10.safelinks.protection.outlook.com/?url=https%3A%2F%2Feasychair.org%2Fconferences%2F%3Fconf%3Davvision2021&data=04%7C01%7Cnemanja%40temple.edu%7C6168e7b2b3514e1bd8b808d93c5ed040%7C716e81efb52244738e3110bd02ccf6e5%7C0%7C0%7C637607201697591937%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=xm0pXUDW%2BgQLTQ22QnsYi8wXFxANhSLOpieKhGpglz4%3D&reserved=0" target="_blank" rel="noopener noreferrer" data-auth="Verified" originalsrc="https://easychair.org/conferences/?conf=avvision2021" shash="huk8t0d/MCSnBxdEQBeLDRpUG4CxJDQSRteHgL1g0mOqjdOOY3WSRC7sbuhCSvq6C6zbHlHdHEM0B5yRcUzpG+/VIOHub0Rin0YZ5LqLtOp9t7QsUdvZ1sPMBcmVjaxe0RqLnlSQwZDKLNUI0dBJjy2U8xBPveg7rpkaWADMs00=" title="Original URL: https://easychair.org/conferences/?conf=avvision2021. Click or tap if you trust this link." data-linkindex="4" style="margin:0px">submission
site</a></span><span lang="en-US" style="margin:0px"> is now open.</span><span lang="en-US" style="margin:0px"><u></u><u></u></span></font></p>
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<span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style=""><u></u> <u></u></font></span></p>
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<font color="black" face="georgia,serif" style=""><span lang="en-US" style="margin:0px"><b>Extended abstracts</b>: </span><span style="margin:0px;text-align:justify">We encourage participants to submit preliminary ideas that have not been published before as
extended abstracts. These submissions would benefit from additional exposure and discussion that can shape a better future publication. We also invite papers that have been published at other venues to spark discussions and foster new collaborations. Submissions
may consist of up to four pages plus one additional page solely for references (using the template detailed above). The extended abstracts will </span><b style="text-align:justify;box-sizing:border-box">NOT</b><span style="margin:0px;text-align:justify"> be
published in the workshop proceedings.</span></font></p>
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<font color="black" face="georgia,serif" style=""><b><span lang="en-US" style="margin:0px">Organizers:</span></b></font></p>
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<ul type="disc" style="font-family: "Segoe UI", "Segoe UI Web (West European)", "Segoe UI", -apple-system, system-ui, Roboto, "Helvetica Neue", sans-serif; font-size: 15px; margin-top: 0px; margin-bottom: 0px; color: rgb(0, 0, 0); background-color: rgb(255, 255, 255);">
<li style="margin-left:15px"><span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style="">Rui Ranger Fan, UC San Diego<u></u><u></u></font></span></li><li style="margin-left:15px"><span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style="">Nemanja Djuric, Aurora<u></u><u></u></font></span></li><li style="margin-left:15px"><span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style="">Rowan McAllister, Toyota Research Institute<u></u><u></u></font></span></li><li style="margin-left:15px"><span lang="en-US" style="margin:0px"><font color="black" face="georgia,serif" style="">Ioannis Pitas, Aristotle University of Thessaloniki </font></span></li></ul>
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