Shaoqing Ren

<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.1//EN" "http://www.w3.org/TR/xhtml11/DTD/xhtml11.dtd">  <html xmlns="http://www.w3.org/1999/xhtml" xml:lang="en" slick-uniqueid="3"><head><meta http-equiv="Content-Type" content="text/html; charset=utf-8"> <meta name="keywords" content="Shaoqing Ren, Ren Shaoqing, USTC, University of Science and Technology of China, Momenta.ai, NIO"> <meta name="description" content="Shaoqing Ren's home page"> <link rel="stylesheet" href="jemdoc.css" type="text/css"> <style type="text/css"> </style> <title>Shaoqing Ren</title> <script type="text/javascript" async="" src="ga.js"></script><script type="text/javascript"> var _gaq = _gaq || []; _gaq.push(['_setAccount', 'UA-39824124-1']); _gaq.push(['_trackPageview']); function show_switch(obj_name) { var obj = document.getElementById(obj_name); if (obj.style.display == "none") { obj.style.display = "block"; } else { obj.style.display = "none"; } } (function() { var ga = document.createElement('script'); ga.type = 'text/javascript'; ga.async = true; ga.src = ('https:' == document.location.protocol ? 'https://ssl' : 'http://www') + '.google-analytics.com/ga.js'; var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);k })(); </script> </head> <body> <div id="layout-content" style="margin-top:25px"> <table> <tbody> <tr> <td width="670"> <div id="toptitle"> <h1>Shaoqing Ren 任少卿</h1><h1> </h1></div> <a href="/cdn-cgi/l/email-protection#d0a3b8b1bfa1b9beb7fea2b5be90beb9bffeb3bfbd">[email protected]</a> <a href="/cdn-cgi/l/email-protection#176466657279577a767e7b396264637439727362397479">[email protected]</a> </td> <td> </td> </tr><tr> </tr></tbody> </table> <h2>Biography</h2> From 2020.08, I join <a href="https://www.nio.com/">NIO</a>, as vice president, working on autonomous driving development. We are hiring in Beijing and Shanghai! In 2016.09-2020.07, I co-founded an autonomous driving software startup <a href="https://www.momenta.ai/">Momenta.ai</a>, which grew into unicorn in three years, aiming to help people live a better life with improved safety and efficiency of driving through artificial intelligence. Before that I got my PhD degree in a joint Ph.D program between <a href="http://en.ustc.edu.cn/">University of Science and Technology of China</a> and <a href="http://research.microsoft.com/en-us/labs/asia/default.aspx">Microsoft Research Asia</a>. My supervisor is <a href="http://research.microsoft.com/en-us/people/jiansun/">Dr. Jian Sun</a>. Prior that, I received my B. Eng degree from the same department in 2011. <h2>Publications (<a href="https://scholar.google.com/citations?user=AUhj438AAAAJ&hl=en">Google Scholar</a>)</h2> <ul> <li> <a href="https://arxiv.org/abs/1603.08678">Instance-sensitive Fully Convolutional Networks</a>, Jifeng Dai, Kaiming He, Yi Li, Shaoqing Ren, Jian Sun . The 14th European Conference on Computer Vision (ECCV), 2016 <a shape="rect" href="javascript:show_switch('dai16instance_bib')" class="togglebib" >Bibtex</a> <pre id="dai16instance_bib" style="display: none" xml:space="preserve" > @inproceedings{dai16instance, Author = {Jifeng Dai and Kaiming He and Yi Li and Shaoqing Ren and Jian Sun}, Title = {Instance-sensitive Fully Convolutional Networks}, Booktitle = {Proceedings of the European Conference on Computer Vision ({ECCV})}, Year = {2016}} </pre> </li> <li> <a href="https://arxiv.org/abs/1603.05027">Identity Mappings in Deep Residual Networks</a>, Kaiming He, Xiangyu Zhang, Shaoqing Ren, Jian Sun . The 14th European Conference on Computer Vision (ECCV), 2016 <a href="https://github.com/KaimingHe/resnet-1k-layers">Code</a> / <a shape="rect" href="javascript:show_switch('he16identity_bib')" class="togglebib" >Bibtex</a> <pre id="he16identity_bib" style="display: none" xml:space="preserve" > @inproceedings{he16identity, Author = {Kaiming He and Xiangyu Zhang and Shaoqing Ren and Jian Sun}, Title = {Identity Mappings in Deep Residual Networks}, Booktitle = {Proceedings of the European Conference on Computer Vision ({ECCV})}, Year = {2016}} </pre> </li> <li> <a href="http://arxiv.org/abs/1506.01497">Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks</a>, Shaoqing Ren, Kaiming He, Ross Girshick, Jian Sun . IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2016 (accepted) <a href="https://github.com/ShaoqingRen/faster_rcnn">Matlab Code</a> / <a href="https://github.com/rbgirshick/py-faster-rcnn">Python Code</a> / <a shape="rect" href="javascript:show_switch('ren16faster_bib')" class="togglebib" >Bibtex</a> <pre id="ren16faster_bib" style="display: none" xml:space="preserve" > @article{ren16faster, Author = {Shaoqing Ren and Kaiming He and Ross Girshick and Jian Sun}, Title = {Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks}, Booktitle = {IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)}, Year = {2016}} </pre> </li> <li> <a href="http://home.ustc.edu.cn/~sqren/FaceAlignment/LBF_TIP.pdf">Face Alignment via Regressing Local Binary Features , </a> Shaoqing Ren, Xudong Cao, Yichen Wei, Jian Sun. IEEE transactions on image processing (TIP), 2016 <a href="http://home.ustc.edu.cn/~sqren/FaceAlignment/LBF_TIP.pdf">Paper</a> / <a href="https://www.youtube.com/watch?v=TOVFOYrXdIQ">Video</a> / <a shape="rect" href="javascript:show_switch('shaoqing16lbf_bib')" class="togglebib" >Bibtex</a> <pre id="shaoqing16lbf_bib" style="display: none" xml:space="preserve" > @article{ren2016face, title={Face Alignment via Regressing Local Binary Features.}, author={Ren, S and Cao, X and Wei, Y and Sun, J}, journal={IEEE transactions on image processing: a publication of the IEEE Signal Processing Society}, year={2016} }} </pre> </li> <li> <a href="http://arxiv.org/abs/1512.03385">Deep Residual Learning for Image Recognition</a>, Kaiming He, Xiangyu Zhang, Shaoqing Ren, Jian Sun . IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016 (Oral), <a href="http://www.computer.org/portal/web/tcpami/CVPR-Best-Papers"><red>CVPR Best Paper</red></a> <a href="http://arxiv.org/abs/1512.03385">Paper</a> / <a shape="rect" href="javascript:show_switch('he15deepresidual_bib')" class="togglebib" >Bibtex</a> <pre id="he15deepresidual_bib" style="display: none" xml:space="preserve" > @inproceedings{he15deepresidual, Author = {Kaiming He and Xiangyu Zhang and Shaoqing Ren and Jian Sun}, Title = {Deep Residual Learning for Image Recognition}, Booktitle = {arXiv prepring arXiv:1506.01497}, Year = {2015}} </pre> <a href="http://image-net.org/challenges/LSVRC/2015/results">ILSVRC 2015</a> & <a href="http://mscoco.org/dataset/#detections-challenge2015">COCO 2015</a> - we won the <red>1st places</red> in ImageNet classification, ImageNet detection, ImageNet localization, COCO detection, and COCO segmentation with ResNet and Faster R-CNN! </li> <li> <a href="http://arxiv.org/abs/1506.01497">Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks</a>, Shaoqing Ren, Kaiming He, Ross Girshick, Jian Sun . Conference on Neural Information Processing Systems (NIPS), 2015 <a href="http://arxiv.org/abs/1506.01497">Paper</a> / <a href="https://github.com/ShaoqingRen/faster_rcnn">Matlab Code</a> / <a href="https://github.com/rbgirshick/py-faster-rcnn">Python Code</a> / <a shape="rect" href="javascript:show_switch('ren15faster_bib')" class="togglebib" >Bibtex</a> <pre id="ren15faster_bib" style="display: none" xml:space="preserve" > @inproceedings{ren15faster, Author = {Shaoqing Ren and Kaiming He and Ross Girshick and Jian Sun}, Title = {Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks}, Booktitle = {Advances in Neural Information Processing Systems (NIPS)}, Year = {2015}} </pre> </li> <li> <a href="http://arxiv.org/abs/1504.06066">Object Detection Networks on Convolutional Feature Maps</a>, Shaoqing Ren, Kaiming He, Ross Girshick, Xiangyu Zhang, Jian Sun . IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2016 (accepted) <a href="http://arxiv.org/abs/1504.06066">Paper</a> / <a shape="rect" href="javascript:show_switch('ren16noc_bib')" class="togglebib" >Bibtex</a> <pre id="ren16noc_bib" style="display: none" xml:space="preserve" > @article{ren16noc, Author = {Shaoqing Ren and Kaiming He and Ross Girshick and Xiangyu Zhang and Jian Sun}, Title = {Object Detection Networks on Convolutional Feature Maps}, Booktitle = {IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)}, Year = {2016}} </pre> </li> <li> <a href="http://home.ustc.edu.cn/~sqren/RefineRF/ImprovingRF_cvpr2015.pdf">Global Refinement of Random Forest</a>, Shaoqing Ren, Xudong Cao, Yichen Wei, Jian Sun. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2015 <a href="http://home.ustc.edu.cn/~sqren/RefineRF/ImprovingRF_cvpr2015.pdf">Paper</a> / <a shape="rect" href="javascript:show_switch('shaoqing15grrf_bib')" class="togglebib" >Bibtex</a> <pre id="shaoqing15grrf_bib" style="display: none" xml:space="preserve" > @inproceedings{shaoqing15grrf, Author = {Shaoqing Ren and Xudong Cao and Yichen Wei and Jian Sun}, Title = {Global Refinement of Random Forest}, Booktitle = {Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR)}, Year = {2015}} </pre> </li> <li> <a href="http://arxiv.org/abs/1502.01852">Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification</a>, Kaiming He, Xiangyu Zhang, Shaoqing Ren, Jian Sun . IEEE International Conference on Computer Vision (ICCV), 2015 <a href="http://arxiv.org/abs/1502.01852">Paper</a> / <a shape="rect" href="javascript:show_switch('kaiming15delv_bib')" class="togglebib" >Bibtex</a> <pre id="kaiming15delv_bib" style="display: none" xml:space="preserve" > @inproceedings{kaiming15delv, Author = {Kaiming He and Xiangyu Zhang and Shaoqing Ren and Jian Sun}, Title = {Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification}, Booktitle = {Proceedings of the IEEE International Conference on Computer Vision (ICCV)}, Year = {2015}} </pre> <red>4.94%</red> top-5 error on ImageNet, the first to surpass human-level performance (5.1%). </li> <li> <a href="http://arxiv.org/abs/1406.4729">Spatial Pyramid Pooling in Deep Convolutional Networks for Visual Recognition</a>, Kaiming He, Xiangyu Zhang, Shaoqing Ren, Jian Sun . IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2015 (accepted) <a shape="rect" href="javascript:show_switch('kaiming15spp_bib')" class="togglebib" >Bibtex</a> <pre id="kaiming15spp_bib" style="display: none" xml:space="preserve" > @article{kaiming15spp, Author = {Kaiming He and Xiangyu Zhang and Shaoqing Ren and Jian Sun}, Title = {Spatial Pyramid Pooling in Deep Convolutional Networks for Visual Recognition}, Booktitle = {IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)}, Year = {2015}} </pre> </li> <li> <a href="http://home.ustc.edu.cn/~sqren/SPP/spp_eccv2014.pdf">Spatial Pyramid Pooling in Deep Convolutional Networks for Visual Recognition</a>, Kaiming He, Xiangyu Zhang, Shaoqing Ren, Jian Sun . The 13th European Conference on Computer Vision (ECCV), 2014 <a href="http://home.ustc.edu.cn/~sqren/SPP/spp_eccv2014.pdf">Paper</a> / <a href="http://arxiv-web3.library.cornell.edu/abs/1406.4729">arXiv</a> / <a href="http://research.microsoft.com/en-us/um/people/kahe/eccv14sppnet/sppnet_ilsvrc2014.pdf">Slides</a> / <a href="http://research.microsoft.com/en-us/um/people/kahe/eccv14sppnet/sppnet_poster.pdf">Poster</a> / <a href="http://research.microsoft.com/en-us/um/people/kahe/eccv14sppnet/index.html">Project</a> / <a href="https://github.com/ShaoqingRen/SPP_net">Code</a> / <a shape="rect" href="javascript:show_switch('kaiming14spp_bib')" class="togglebib" >Bibtex</a> <pre id="kaiming14spp_bib" style="display: none" xml:space="preserve" > @inproceedings{kaiming14spp, Author = {Kaiming He and Xiangyu Zhang and Shaoqing Ren and Jian Sun}, Title = {Spatial Pyramid Pooling in Deep Convolutional Networks for Visual Recognition}, Booktitle = {Proceedings of the European Conference on Computer Vision ({ECCV})}, Year = {2014}} </pre> <a href="http://image-net.org/challenges/LSVRC/2014/results">ILSVRC 2014</a> - We rank <red>2nd</red> in detection, <red>3rd</red> in classification, and 5th in localization among 38 teams. </li> <li> <a href="http://home.ustc.edu.cn/~sqren/JointCascade/JointCascade_eccv2014.pdf">Joint Cascade Face Detection and Alignment, </a> Dong Chen, Shaoqing Ren, Yichen Wei, Xudong Cao, Jian Sun. The 13th European Conference on Computer Vision (ECCV), 2014 <a href="http://home.ustc.edu.cn/~sqren/JointCascade/JointCascade_eccv2014.pdf">Paper</a> / <a shape="rect" href="javascript:show_switch('dong14JointCascade_bib')" class="togglebib" >Bibtex</a> <pre id="dong14JointCascade_bib" style="display: none" xml:space="preserve" > @inproceedings{dong14JointCascade, Author = {Dong Chen and Shaoqing Ren and Yichen Wei and Xudong Cao and Jian Sun}, Title = {Joint Cascade Face Detection and Alignment}, Booktitle = {Proceedings of the European Conference on Computer Vision (ECCV)}, Year = {2014}} </pre> </li> <li> <a href="http://home.ustc.edu.cn/~sqren/FaceAlignment/FaceAlignment_LocalBinaryFeatures.pdf">Face Alignment at 3000 FPS via Regressing Local Binary Features , </a> Shaoqing Ren, Xudong Cao, Yichen Wei, Jian Sun. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2014 (Oral) <a href="http://home.ustc.edu.cn/~sqren/FaceAlignment/FaceAlignment_LocalBinaryFeatures.pdf">Paper</a> / <a href="http://home.ustc.edu.cn/~sqren/FaceAlignment/LBF_slides.pptx">Slides</a> / <a href="http://home.ustc.edu.cn/~sqren/FaceAlignment/LBF_poster.pdf">Poster</a> / <a href="https://www.youtube.com/watch?v=TOVFOYrXdIQ">Video</a> / <a shape="rect" href="javascript:show_switch('shaoqing14lbf_bib')" class="togglebib" >Bibtex</a> <pre id="shaoqing14lbf_bib" style="display: none" xml:space="preserve" > @inproceedings{shaoqing14lbf, Author = {Shaoqing Ren and Xudong Cao and Yichen Wei and Jian Sun}, Title = {Face Alignment at 3000 FPS via Regressing Local Binary Features}, Booktitle = {Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR)}, Year = {2014}} </pre> </li> </ul> <h2>Awards and Honor</h2> <table id="tbExperiences" border="0" width="100%"> <tbody> <tr> <td> <a href="http://cvpr2016.thecvf.com/">CVPR Best Paper Award</a>, 2016 </td> </tr> <tr> <td> <a href="http://image-net.org/challenges/LSVRC/2015/">ImageNet Large Scale Visual Recognition Challenge (ImageNet) Competition Winner Award</a>, 2015 </td> </tr> <tr> <td> <a href="http://mscoco.org/dataset/#detections-challenge2015">COCO Detection Challenge Winner Award</a>, 2015 </td> </tr> <tr> <td> <a href="https://www.microsoft.com/en-us/research/academic-program/fellowships-microsoft-research-asia/">Microsoft Research Asia Fellowship</a>, 2014</td> </tr> <tr> <td> National Scholarship of China, 2010</td> </tr> </tbody> </table> <h2>Professional Activities</h2> <table id="tbExperiences" border="0" width="100%"> <tbody> <tr> <td> Conference Reviewer: CVPR, ICCV, ECCV, etc.</td> </tr> <tr> <td> Journal Reviewer: TPAMI, TIP, TMM, TCSVT, etc.</td> </tr> </tbody> </table> 　 <a href="http://www.easycounter.com/"> <img src="http://www.easycounter.com/counter.php?whiteair" border="0" alt="stats counter"></a> <a href="http://www.easycounter.com/">Last update: Oct.2020</a> </div> <script data-cfasync="false" src="/cdn-cgi/scripts/5c5dd728/cloudflare-static/email-decode.min.js"></script></body></html>

CINXE.COM

Shaoqing Ren