PRDL 3D Face Reconstruction Method — Poster
A CVPR 2024 conference poster detailing a method for 3D face reconstruction. It includes sections on Motivation, Method (featuring PRDL loss), Experiments (qualitative and quantitative comparisons), Useful Assets, and Gradient Analysis.
Paper context
Paper title: 3D Face Reconstruction with the Geometric Guidance of Facial Part Segmentation Abstract: A CVPR 2024 conference poster detailing a method for 3D face reconstruction. It includes sections on Motivation, Method (featuring PRDL loss), Experiments (qualitative and quantitative comparisons), Useful Assets, and Gradient Analysis. Paper body (method & results): <!DOCTYPE html> <html lang="en"> <head> <meta content="text/html; charset=utf-8" http-equiv="content-type"/> <title>3D Face Reconstruction with the Geometric Guidance of Facial Part Segmentation</title> <!--Generated on Fri Dec 1 02:30:03 2023 by LaTeXML (version 0.8.7) http://dlmf.nist.gov/LaTeXML/.--> <meta content="width=device-width, initial-scale=1, shrink-to-fit=no" name="viewport"/> <link href="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0/dist/css/bootstrap.min.css" rel="stylesheet" type="text/css"/> <link href="/static/browse/0.3.4/css/ar5iv_0.7.4.min.css" rel="stylesheet" type="text/css"/> <link href="/static/browse/0.3.4/css/latexml_styles.css" rel="stylesheet" type="text/css"/> <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0/dist/js/bootstrap.bundle.min.js"></script> <script src="https://cdnjs.cloudflare.com/ajax/libs/html2canvas/1.3.3/html2canvas.min.js"></script> <script src="/static/browse/0.3.4/js/addons.js"></script> <script src="/static/browse/0.3.4/js/feedbackOverlay.js"></script> <base href="/html/2312.00311v1/"/></head> <body> <nav class="ltx_page_navbar"> <nav class="ltx_TOC"> <ol class="ltx_toclist"> <li class="ltx_tocentry ltx_tocentry_section"><a class="ltx_ref" href="#S1" title="1 Introduction ‣ 3D Face Reconstruction with the Geometric Guidance of Facial Part Segmentation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">1 </span>Introduction</span></a></li> <li class="ltx_tocentry ltx_tocentry_section"><a class="ltx_ref" href="#S2" title="2 Related Work ‣ 3D Face Reconstruction with the Geometric Guidance of Facial Part Segmentation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">2 </span>Related Work</span></a></li> <li class="ltx_tocentry ltx_tocentry_section"> <a class="ltx_ref" href="#S3" title="3 Methodology ‣ 3D Face Reconstruction with the Geometric Guidance of Facial Part Segmentation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">3 </span>Methodology</span></a> <ol class="ltx_toclist ltx_toclist_section"> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="#S3.SS1" title="3.1 Preliminaries ‣ 3 Methodology ‣ 3D Face Reconstruction with the Geometric Guidance of Facial Part Segmentation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">3.1 </span>Preliminaries</span></a></li> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="#S3.SS2" title="3.2 Point Transformation on the Image Plane ‣ 3 Methodology ‣ 3D Face Reconstruction with the Geometric Guidance of Facial Part Segmentation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">3.2 </span>Point Transformation on the Image Plane</span></a></li> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="#S3.SS3" title="3.3 Part Re-projection Distance Loss (PRDL) ‣ 3 Methodology ‣ 3D Face Reconstruction with the Geometric Guidance of Facial Part Segmentation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">3.3 </span>Part Re-projection Distance Loss (PRDL)</span></a></li> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="#S3.SS4" title="3.4 Overall Losses ‣ 3 Methodology ‣ 3D Face Reconstruction with the Geometric Guidance of Facial Part Segmentation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">3.4 </span>Overall Losses</span></a></li> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="#S3.SS5" title="3.5 Synthetic Emotional Expression Data ‣ 3 Methodology ‣ 3D Face Reconstruction with the Geometric Guidance of Facial Part Segmentation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">3.5 </span>Synthetic Emotional Expression Data</span></a></li> </ol> </li> <li class="ltx_tocentry ltx_tocentry_section"><a class="ltx_ref" href="#S4" title="4 Analysis of PRDL and Related Methods ‣ 3D Face Reconstruction with the Geometric Guidance of Facial Part Segmentation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">4 </span>Analysis of PRDL and Related Methods</span></a></li> <li class="ltx_tocentry ltx_tocentry_section"> <a class="ltx_ref" href="#S5" title="5 Experiments ‣ 3D Face Reconstruction with the Geometric Guidance of Facial Part Segmentation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">5 </span>Experiments</span></a> <ol class="ltx_toclist ltx_toclist_section"> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="#S5.SS1" title="5.1 Experimental Settings ‣ 5 Experiments ‣ 3D Face Reconstruction with the Geometric Guidance of Facial Part Segmentation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">5.1 </span>Experimental Settings</span></a></li> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="#S5.SS2" title="5.2 Metric ‣ 5 Experiments ‣ 3D Face Reconstruction with the Geometric Guidance of Facial Part Segmentation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">5.2 </span>Metric</span></a></li> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="#S5.SS3" title="5.3 Qualitative Comparison ‣ 5 Experiments ‣ 3D Face Reconstruction with the Geometric Guidance of Facial Part Segmentation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">5.3 </span>Qualitative Comparison</span></a></li> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="#S5.SS4" title="5.4 Quantitative Comparison ‣ 5 Experiments ‣ 3D Face Reconstruction with the Geometric Guidance of Facial Part Segmentation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">5.4 </span>Quantitative Comparison</span></a></li> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="#S5.SS5" title="5.5 Ablation Study ‣ 5 Experiments ‣ 3D Face Reconstruction with the Geometric Guidance of Facial Part Segmentation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">5.5 </span>Ablation Study</span></a></li> </ol> </li> <li class="ltx_tocentry ltx_tocentry_section"><a class="ltx_ref" href="#S6" title="6 Conclusions ‣ 3D Face Reconstruction with the Geometric Guidance of Facial Part Segmentation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">6 </span>Conclusions</span></a></li> <li class="ltx_tocentry ltx_tocentry_appendix"><a class="ltx_ref" href="#A1" title="Appendix A More Analysis about PRDL ‣ 3D Face Reconstruction with the Geometric Guidance of Facial Part Segmentation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref"><span class="ltx_text" style="font-size:144%;">A</span> </span><span class="ltx_text" style="font-size:144%;">More Analysis about PRDL</span></span></a></li> <li class="ltx_tocentry ltx_tocentry_appendix"><a class="ltx_ref" href="#A2" title="Appendix B More Implementation Details ‣ 3D Face Reconstruction with the Geometric Guidance of Facial Part Segmentation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref"><span class="ltx_text" style="font-size:144%;">B</span> </span><span class="ltx_text" style="font-size:144%;">More Implementation Details</span></span></a></li> <li class="ltx_tocentry ltx_tocentry_appendix"><a class="ltx_ref" href="#A3" title="Appendix C More Comparison with the Other Methods ‣ 3D Face Reconstruction with the Geometric Guidance of Facial Part Segmentation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref"><span class="ltx_text" style="font-size:144%;">C</span> </span><span class="ltx_text" style="font-size:144%;">More Comparison with the Other Methods</span></span></a></li> <li class="ltx_tocentry ltx_tocentry_appendix"><a class="ltx_ref" href="#A4" title="Appendix D More Results about Synthetic Data ‣ 3D Face Reconstruction with the Geometric Guidance of Facial Part Segmentation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref"><span class="ltx_text" style="font-size:144%;">D</span> </span><span class="ltx_text" style="font-size:144%;">More Results about Synthetic Data</span></span></a></li> <li class="ltx_tocentry ltx_tocentry_appendix"><a class="ltx_ref" href="#A5" title="Appendix E Limitations ‣ 3D Face Reconstruction with the Geometric Guidance of Facial Part Segmentation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref"><span class="ltx_text" style="font-size:144%;">E</span> </span><span class="ltx_text" style="font-size:144%;">Limitations</span></span></a></li> </ol></nav> </nav> <div class="ltx_page_main"> <div class="ltx_page_content"> <div class="package-alerts ltx_document" role="alert"> <button aria-label="Dismiss alert" onclick="closePopup()"> <span aria-hidden="true"><svg aria-hidden="true" focusable="false" height="20" role="presentation" viewbox="0 0 44 44" width="20"> <path d="M0.549989 4.44999L4.44999 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Feedback on these issues are not necessary; they are known and are being worked on.</p> <ul arial-label="Unsupported packages used in this paper"> <li>failed: multibib</li> <li>failed: epic</li> </ul> <p>Authors: achieve the best HTML results from your LaTeX submissions by selecting from this list of <a href="https://corpora.mathweb.org/corpus/arxmliv/tex_to_html/info/loaded_file" target="_blank">supported packages</a>.</p> </div><div class="section" id="target-section"><div id="license-tr">License: CC BY-NC-ND 4.0</div><div id="watermark-tr">arXiv:2312.00311v1 [cs.CV] 01 Dec 2023</div></div> <script> function closePopup() { document.querySelector('.package-alerts').style.display = 'none'; } </script> <article class="ltx_document ltx_authors_1line"><span class="ltx_ERROR undefined" id="id1">\newcites</span> <div class="ltx_para" id="p1"> <p class="ltx_p" id="p1.1">suppReferences <span class="ltx_ERROR undefined" id="p1.1.1">\fail</span> <span class="ltx_ERROR undefined" id="p1.1.2">\fail</span> </p> </div> <h1 class="ltx_title ltx_title_document">3D Face Reconstruction with the Geometric Guidance of <br class="ltx_break"/>Facial Part Segmentation</h1> <div class="ltx_authors"> <span class="ltx_creator ltx_role_author"> <span class="ltx_personname">Zidu Wang<math alttext="{}^{1,2}" class="ltx_Math" display="inline" id="id1.1.m1.2"><semantics id="id1.1.m1.2a"><msup id="id1.1.m1.2.2" xref="id1.1.m1.2.2.cmml"><mi id="id1.1.m1.2.2a" xref="id1.1.m1.2.2.cmml"></mi><mrow id="id1.1.m1.2.2.2.4" xref="id1.1.m1
