{"id":4334,"date":"2018-04-12T16:45:48","date_gmt":"2018-04-12T14:45:48","guid":{"rendered":"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/?post_type=portfolio&#038;p=4334"},"modified":"2022-11-23T10:55:13","modified_gmt":"2022-11-23T09:55:13","slug":"gaussian-material-synthesis","status":"publish","type":"portfolio","link":"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/gfx\/gaussian-material-synthesis\/","title":{"rendered":"Gaussian Material Synthesis &#8211; ACM Transactions on Graphics (SIGGRAPH 2018) &#8211; K\u00e1roly Zsolnai-Feh\u00e9r, Peter Wonka, Michael Wimmer"},"content":{"rendered":"<div  class='flex_column av-1zl5vce-955a0db0835387102214e10435329554 av_one_full  avia-builder-el-0  el_before_av_hr  avia-builder-el-first  first flex_column_div  '     ><div  class='avia-slideshow av-1xneie6-0a95c2bc9dc34b2f0faabcfe27c008f8 avia-slideshow-no scaling av_slideshow avia-slide-slider  avia-builder-el-1  avia-builder-el-no-sibling  av-slideshow-ui av-control-default av-slideshow-autoplay av-loop-endless av-loop-manual-endless av-default-height-applied avia-slideshow-1' data-slideshow-options=\"{&quot;animation&quot;:&quot;slide&quot;,&quot;autoplay&quot;:true,&quot;loop_autoplay&quot;:&quot;endless&quot;,&quot;interval&quot;:5,&quot;loop_manual&quot;:&quot;manual-endless&quot;,&quot;autoplay_stopper&quot;:false,&quot;noNavigation&quot;:false,&quot;bg_slider&quot;:false,&quot;keep_padding&quot;:false,&quot;hoverpause&quot;:false,&quot;show_slide_delay&quot;:0}\"  itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" ><ul class='avia-slideshow-inner ' style='padding-bottom: 56.25%;'><li  class='avia-slideshow-slide av-1xneie6-0a95c2bc9dc34b2f0faabcfe27c008f8__0  slide-1 slide-odd'><div data-rel='slideshow-1' class='avia-slide-wrap '   ><img decoding=\"async\" fetchpriority=\"high\" class=\"wp-image-4354 avia-img-lazy-loading-not-4354\"  src=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/microplanet.jpg\" width=\"2688\" height=\"1512\" title='microplanet' alt='Gaussian Material Synthesis and Neural Rendering'  itemprop=\"thumbnailUrl\" srcset=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/microplanet.jpg 2688w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/microplanet-300x169.jpg 300w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/microplanet-768x432.jpg 768w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/microplanet-1030x579.jpg 1030w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/microplanet-1500x844.jpg 1500w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/microplanet-705x397.jpg 705w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/microplanet-450x253.jpg 450w\" sizes=\"(max-width: 2688px) 100vw, 2688px\" \/><\/div><\/li><li  class='avia-slideshow-slide av-1xneie6-0a95c2bc9dc34b2f0faabcfe27c008f8__1  slide-2 slide-even'><div data-rel='slideshow-1' class='avia-slide-wrap '   ><img decoding=\"async\" fetchpriority=\"high\" class=\"wp-image-4368 avia-img-lazy-loading-not-4368\"  src=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/teabags1-1.jpg\" width=\"1142\" height=\"596\" title='teabags1' alt='Gaussian Material Synthesis and Neural Rendering'  itemprop=\"thumbnailUrl\" srcset=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/teabags1-1.jpg 1142w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/teabags1-1-300x157.jpg 300w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/teabags1-1-768x401.jpg 768w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/teabags1-1-1030x538.jpg 1030w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/teabags1-1-705x368.jpg 705w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/teabags1-1-450x235.jpg 450w\" sizes=\"(max-width: 1142px) 100vw, 1142px\" \/><\/div><\/li><li  class='avia-slideshow-slide av-1xneie6-0a95c2bc9dc34b2f0faabcfe27c008f8__2  slide-3 slide-odd'><div data-rel='slideshow-1' class='avia-slide-wrap '   ><img decoding=\"async\" fetchpriority=\"high\" class=\"wp-image-4359 avia-img-lazy-loading-not-4359\"  src=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/wrecking-ball.jpg\" width=\"1728\" height=\"972\" title='wrecking-ball' alt='Gaussian Material Synthesis and Neural Rendering'  itemprop=\"thumbnailUrl\" srcset=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/wrecking-ball.jpg 1728w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/wrecking-ball-300x169.jpg 300w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/wrecking-ball-768x432.jpg 768w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/wrecking-ball-1030x579.jpg 1030w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/wrecking-ball-1500x844.jpg 1500w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/wrecking-ball-705x397.jpg 705w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/wrecking-ball-450x253.jpg 450w\" sizes=\"(max-width: 1728px) 100vw, 1728px\" \/><\/div><\/li><li  class='avia-slideshow-slide av-1xneie6-0a95c2bc9dc34b2f0faabcfe27c008f8__3  slide-4 slide-even'><div data-rel='slideshow-1' class='avia-slide-wrap '   ><img decoding=\"async\" fetchpriority=\"high\" class=\"wp-image-4358 avia-img-lazy-loading-not-4358\"  src=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/vases.jpg\" width=\"3456\" height=\"1944\" title='vases' alt='Gaussian Material Synthesis and Neural Rendering'  itemprop=\"thumbnailUrl\" srcset=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/vases.jpg 3456w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/vases-300x169.jpg 300w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/vases-768x432.jpg 768w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/vases-1030x579.jpg 1030w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/vases-1500x844.jpg 1500w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/vases-705x397.jpg 705w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/vases-450x253.jpg 450w\" sizes=\"(max-width: 3456px) 100vw, 3456px\" \/><\/div><\/li><li  class='avia-slideshow-slide av-1xneie6-0a95c2bc9dc34b2f0faabcfe27c008f8__4  slide-5 slide-odd'><div data-rel='slideshow-1' class='avia-slide-wrap '   ><img decoding=\"async\" fetchpriority=\"high\" class=\"wp-image-4353 avia-img-lazy-loading-not-4353\"  src=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/glitter.jpg\" width=\"1920\" height=\"1080\" title='glitter' alt='Gaussian Material Synthesis and Neural Rendering'  itemprop=\"thumbnailUrl\" srcset=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/glitter.jpg 1920w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/glitter-300x169.jpg 300w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/glitter-768x432.jpg 768w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/glitter-1030x579.jpg 1030w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/glitter-1500x844.jpg 1500w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/glitter-705x397.jpg 705w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/glitter-450x253.jpg 450w\" sizes=\"(max-width: 1920px) 100vw, 1920px\" \/><\/div><\/li><li  class='avia-slideshow-slide av-1xneie6-0a95c2bc9dc34b2f0faabcfe27c008f8__5  slide-6 slide-even'><div data-rel='slideshow-1' class='avia-slide-wrap '   ><img decoding=\"async\" fetchpriority=\"high\" class=\"wp-image-4357 avia-img-lazy-loading-not-4357\"  src=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/translucent-scene.jpg\" width=\"3456\" height=\"1944\" title='translucent-scene' alt='Gaussian Material Synthesis and Neural Rendering'  itemprop=\"thumbnailUrl\" srcset=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/translucent-scene.jpg 3456w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/translucent-scene-300x169.jpg 300w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/translucent-scene-768x432.jpg 768w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/translucent-scene-1030x579.jpg 1030w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/translucent-scene-1500x844.jpg 1500w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/translucent-scene-705x397.jpg 705w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/translucent-scene-450x253.jpg 450w\" sizes=\"(max-width: 3456px) 100vw, 3456px\" \/><\/div><\/li><\/ul><div class='avia-slideshow-arrows avia-slideshow-controls' ><a href='#prev' class='prev-slide  avia-svg-icon avia-font-svg_entypo-fontello' data-av_svg_icon='left-open-big' data-av_iconset='svg_entypo-fontello' tabindex='-1' title=\"Previous\"><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"15\" height=\"32\" viewBox=\"0 0 15 32\" preserveAspectRatio=\"xMidYMid meet\" aria-labelledby='av-svg-title-1' aria-describedby='av-svg-desc-1' 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0l12.544 12.608q0.768 0.832 0 1.6l-12.544 12.608q-0.704 0.832-1.536 0-0.832-0.704 0-1.536z\"><\/path>\n<\/svg><span class='avia_hidden_link_text'>Next<\/span><\/a><\/div><div class='avia-slideshow-dots avia-slideshow-controls'><a href='#1' class='goto-slide active' >1<\/a><a href='#2' class='goto-slide ' >2<\/a><a href='#3' class='goto-slide ' >3<\/a><a href='#4' class='goto-slide ' >4<\/a><a href='#5' class='goto-slide ' >5<\/a><a href='#6' class='goto-slide ' >6<\/a><\/div><\/div><\/div>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-1m2av4e-bce4636e7ff82ae0023d7e3f4492fc18\">\n#top .hr.hr-invisible.av-1m2av4e-bce4636e7ff82ae0023d7e3f4492fc18{\nheight:25px;\n}\n<\/style>\n<div  class='hr av-1m2av4e-bce4636e7ff82ae0023d7e3f4492fc18 hr-invisible  avia-builder-el-2  el_after_av_one_full  el_before_av_one_full '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div>\n<div  class='flex_column av-5q3ptq-f75f29716652316b968bb42772565327 av_one_full  avia-builder-el-3  el_after_av_hr  el_before_av_one_full  first flex_column_div  '     ><p>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-2vqg2m-8a52af2754d929fec2be304d24fc53f0\">\n#top .av-special-heading.av-2vqg2m-8a52af2754d929fec2be304d24fc53f0{\npadding-bottom:10px;\n}\nbody .av-special-heading.av-2vqg2m-8a52af2754d929fec2be304d24fc53f0 .av-special-heading-tag .heading-char{\nfont-size:25px;\n}\n.av-special-heading.av-2vqg2m-8a52af2754d929fec2be304d24fc53f0 .av-subheading{\nfont-size:15px;\n}\n<\/style>\n<div  class='av-special-heading av-2vqg2m-8a52af2754d929fec2be304d24fc53f0 av-special-heading-h3 meta-heading  avia-builder-el-4  el_before_av_textblock  avia-builder-el-first '><h3 class='av-special-heading-tag '  itemprop=\"headline\"  >Gaussian Material Synthesis &#8211; Summary<\/h3><div class=\"special-heading-border\"><div class=\"special-heading-inner-border\"><\/div><\/div><\/div><br \/>\n<section  class='av_textblock_section av-1h5qze6-50bf36876001102230661b797f0a044e '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock'  itemprop=\"text\" ><p style=\"text-align: justify;\">In this paper, we teach an AI the concept of metallic, translucent materials and more. The newly synthesized materials can be visualized in real-time via <strong>neural rendering<\/strong> and we also propose an intuitive variant generation technique to enable the user to fine-tune these recommended materials. <strong>This project took more than 3000 work hours to complete &#8211; I hope you&#8217;ll enjoy the result!<\/strong><\/p>\n<p>Note: This does neural rendering too!<\/p>\n<\/div><\/section><\/p><\/div>\n<div  class='flex_column av-1gplpgu-87888d2b1bf86a6e3276fc409e31771a av_one_full  avia-builder-el-6  el_after_av_one_full  el_before_av_hr  first flex_column_div  column-top-margin'     ><p>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-1dyxbny-65e1fcdd0702306b6b2fae05413d823c\">\n#top .av-special-heading.av-1dyxbny-65e1fcdd0702306b6b2fae05413d823c{\npadding-bottom:10px;\n}\nbody .av-special-heading.av-1dyxbny-65e1fcdd0702306b6b2fae05413d823c .av-special-heading-tag .heading-char{\nfont-size:25px;\n}\n.av-special-heading.av-1dyxbny-65e1fcdd0702306b6b2fae05413d823c .av-subheading{\nfont-size:15px;\n}\n<\/style>\n<div  class='av-special-heading av-1dyxbny-65e1fcdd0702306b6b2fae05413d823c av-special-heading-h3 meta-heading  avia-builder-el-7  el_before_av_textblock  avia-builder-el-first '><h3 class='av-special-heading-tag '  itemprop=\"headline\"  >Abstract<\/h3><div class=\"special-heading-border\"><div class=\"special-heading-inner-border\"><\/div><\/div><\/div><br \/>\n<section  class='av_textblock_section av-1cakm2m-9be7621e0311a5e95da9b0c55080fbeb '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock'  itemprop=\"text\" ><p style=\"text-align: justify;\"><span class='av_dropcap2 av-av_dropcap2-21c86f7a1fbddaa06b9d9923710e6bba'>W<\/span>e present a learning-based system for rapid mass-scale material synthesis that is useful for novice and expert users alike. The user preferences are learned via Gaussian Process Regression and can be easily sampled for new recommendations. Typically, each recommendation takes 40-60 seconds to render with global illumination, which makes this process impracticable for real-world workflows. Our neural network eliminates this bottleneck by providing high-quality image predictions in real time, after which it is possible to pick the desired materials from a gallery and assign them to a scene in an intuitive manner. Workflow timings against Disney&#8217;s &#8220;principled&#8221; shader reveal that our system scales well with the number of sought materials, thus empowering even novice users to generate hundreds of high-quality material models without any expertise in material modeling. Similarly, expert users experience a significant decrease in the total modeling time when populating a scene with materials. Furthermore, our proposed solution also offers controllable recommendations and a novel latent space variant generation step to enable the real-time fine-tuning of materials without requiring any domain expertise.<\/p>\n<p style=\"text-align: justify;\"><em>Keywords: neural networks, photorealistic rendering, neural rendering, gaussian process regression, latent variables, gaussian material synthesis<\/em><\/p>\n<p style=\"text-align: justify;\"><strong>This paper is under the permissive <span style=\"color: #0000ff;\"><a style=\"color: #0000ff;\" href=\"https:\/\/tldrlegal.com\/license\/creative-commons-attribution-4.0-international-(cc-by-4)\">CC-BY<\/a><\/span> license. The source code is under the even more permissive <span style=\"color: #0000ff;\"><a style=\"color: #0000ff;\" href=\"https:\/\/tldrlegal.com\/license\/mit-license\">MIT<\/a><\/span> license. Feel free to reuse the materials and hack away at the code! If you built something on top of this, please drop me a message &#8211; I&#8217;d love to see where others take these ideas and will leave links to the best ones here.<br \/>\n<\/strong><\/p>\n<\/div><\/section><\/p><\/div>\n<div  class='hr av-1bxu5fy-89654737ef8e4634c95782b859c841bc hr-default  avia-builder-el-9  el_after_av_one_full  el_before_av_one_full '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div>\n<div  class='flex_column av-1a2cvqm-0b663c3c79937f5ef1bca6dd1e0aae56 av_one_full  avia-builder-el-10  el_after_av_hr  el_before_av_video  first flex_column_div  '     ><style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-17x7bge-059269cb2f0a68d56f6642c68236978d\">\n#top .av-special-heading.av-17x7bge-059269cb2f0a68d56f6642c68236978d{\npadding-bottom:10px;\n}\nbody .av-special-heading.av-17x7bge-059269cb2f0a68d56f6642c68236978d .av-special-heading-tag .heading-char{\nfont-size:25px;\n}\n.av-special-heading.av-17x7bge-059269cb2f0a68d56f6642c68236978d .av-subheading{\nfont-size:15px;\n}\n<\/style>\n<div  class='av-special-heading av-17x7bge-059269cb2f0a68d56f6642c68236978d av-special-heading-h3 meta-heading  avia-builder-el-11  avia-builder-el-no-sibling '><h3 class='av-special-heading-tag '  itemprop=\"headline\"  >Resources<\/h3><div class=\"special-heading-border\"><div class=\"special-heading-inner-border\"><\/div><\/div><\/div><\/div>\n<div  class='avia-video av-15j3ly6-e8d43608e83d6b876ad2c0122a680cd8 avia-video-16-9 av-no-preview-image avia-video-load-always av-lazyload-immediate av-lazyload-video-embed'  itemprop=\"video\" itemtype=\"https:\/\/schema.org\/VideoObject\"  data-original_url='https:\/\/www.youtube.com\/watch?v=cnquEovq1I4'><script type='text\/html' class='av-video-tmpl'><div class='avia-iframe-wrap'><iframe loading=\"lazy\" title=\"We Taught an AI To Synthesize Materials \ud83d\udd2e\" width=\"1500\" height=\"844\" src=\"https:\/\/www.youtube.com\/embed\/cnquEovq1I4?feature=oembed&autoplay=0&loop=0&controls=1&mute=0\" frameborder=\"0\" allow=\"accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen><\/iframe><\/div><\/script><div class='av-click-to-play-overlay'><div class=\"avia_playpause_icon\"><\/div><\/div><\/div>\n<div  class='avia-video av-15j3ly6-3bcd3488b60048a9156d9eebc1b2465b avia-video-16-9 av-no-preview-image avia-video-load-always av-lazyload-immediate av-lazyload-video-embed'  itemprop=\"video\" itemtype=\"https:\/\/schema.org\/VideoObject\"  data-original_url='https:\/\/www.youtube.com\/watch?v=6FzVhIV_t3s'><script type='text\/html' class='av-video-tmpl'><div class='avia-iframe-wrap'><iframe loading=\"lazy\" title=\"Gaussian Material Synthesis (SIGGRAPH 2018)\" width=\"1500\" height=\"844\" src=\"https:\/\/www.youtube.com\/embed\/6FzVhIV_t3s?feature=oembed&autoplay=0&loop=0&controls=1&mute=0\" frameborder=\"0\" allow=\"accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen><\/iframe><\/div><\/script><div class='av-click-to-play-overlay'><div class=\"avia_playpause_icon\"><\/div><\/div><\/div>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-13120f2-edeca93095f16a87c91f48637adc90d4\">\n#top .hr.hr-invisible.av-13120f2-edeca93095f16a87c91f48637adc90d4{\nheight:6px;\n}\n<\/style>\n<div  class='hr av-13120f2-edeca93095f16a87c91f48637adc90d4 hr-invisible  avia-builder-el-14  el_after_av_video  el_before_av_one_third '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div>\n<div  class='flex_column av-10pteby-37cadc7b1b0ef35e71c0b2bbf86f3799 av_one_third  avia-builder-el-15  el_after_av_hr  el_before_av_one_third  first flex_column_div  '     ><style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-zvwkwe-e1afaadd567c0c405416d78b825d99da\">\n.avia-image-container.av-zvwkwe-e1afaadd567c0c405416d78b825d99da img.avia_image{\nbox-shadow:none;\n}\n.avia-image-container.av-zvwkwe-e1afaadd567c0c405416d78b825d99da .av-caption-image-overlay-bg{\nopacity:0.4;\nbackground-color:#000000;\n}\n.avia-image-container.av-zvwkwe-e1afaadd567c0c405416d78b825d99da .av-image-caption-overlay-center{\ncolor:#ffffff;\n}\n<\/style>\n<div  class='avia-image-container av-zvwkwe-e1afaadd567c0c405416d78b825d99da av-styling- av-img-linked avia_animated_image av-animated-when-visible-95 left-to-right avia-align-center  avia-builder-el-16  avia-builder-el-no-sibling  noHover av-overlay-hover-deactivate'   itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" ><div class=\"avia-image-container-inner\"><div class=\"avia-image-overlay-wrap\"><a href=\"https:\/\/users.cg.tuwien.ac.at\/~zsolnai\/wp\/wp-content\/uploads\/2018\/04\/gms.pdf\" class='avia_image '  target=\"_blank\"  rel=\"noopener noreferrer\" aria-label='gms-cover'><div class=\"av-image-caption-overlay\"><div class=\"av-caption-image-overlay-bg\"><\/div><div class=\"av-image-caption-overlay-position\"><div class=\"av-image-caption-overlay-center\"><p>Paper (52 MB)<\/p>\n<\/div><\/div><\/div><img decoding=\"async\" fetchpriority=\"high\" class='wp-image-4343 avia-img-lazy-loading-not-4343 avia_image ' src=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/gms-cover.jpg\" alt='Gaussian Material Synthesis and Neural Rendering' title='gms-cover'  height=\"1240\" width=\"958\"  itemprop=\"thumbnailUrl\" srcset=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/gms-cover.jpg 958w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/gms-cover-232x300.jpg 232w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/gms-cover-768x994.jpg 768w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/gms-cover-796x1030.jpg 796w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/gms-cover-545x705.jpg 545w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/gms-cover-450x582.jpg 450w\" sizes=\"(max-width: 958px) 100vw, 958px\" \/><\/a><\/div><\/div><\/div><\/div>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-xe7uby-9d831b9ba41c03fb3c7d552265516612\">\n.flex_column.av-xe7uby-9d831b9ba41c03fb3c7d552265516612{\nborder-radius:0px 0px 0px 0px;\npadding:0px 0px 0px 0px;\n}\n<\/style>\n<div  class='flex_column av-xe7uby-9d831b9ba41c03fb3c7d552265516612 av_one_third  avia-builder-el-17  el_after_av_one_third  el_before_av_one_third  flex_column_div av-zero-column-padding  '     ><style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-wezmgu-82e6b41ff41d0fa03132beae9a451223\">\n.avia-image-container.av-wezmgu-82e6b41ff41d0fa03132beae9a451223 img.avia_image{\nbox-shadow:none;\n}\n.avia-image-container.av-wezmgu-82e6b41ff41d0fa03132beae9a451223 .av-caption-image-overlay-bg{\nopacity:0.4;\nbackground-color:#000000;\n}\n.avia-image-container.av-wezmgu-82e6b41ff41d0fa03132beae9a451223 .av-image-caption-overlay-center{\ncolor:#ffffff;\n}\n<\/style>\n<div  class='avia-image-container av-wezmgu-82e6b41ff41d0fa03132beae9a451223 av-styling- av-img-linked avia_animated_image av-animated-when-visible-95 left-to-right avia-align-center  avia-builder-el-18  avia-builder-el-no-sibling  noHover av-overlay-hover-deactivate'   itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" ><div class=\"avia-image-container-inner\"><div class=\"avia-image-overlay-wrap\"><a href=\"https:\/\/arxiv.org\/abs\/1804.08369\" class='avia_image '  target=\"_blank\"  rel=\"noopener noreferrer\" aria-label='gms-cover'><div class=\"av-image-caption-overlay\"><div class=\"av-caption-image-overlay-bg\"><\/div><div class=\"av-image-caption-overlay-position\"><div class=\"av-image-caption-overlay-center\"><p>Paper &#8211; lower quality (6 MB)<\/p>\n<\/div><\/div><\/div><img decoding=\"async\" fetchpriority=\"high\" class='wp-image-4343 avia-img-lazy-loading-not-4343 avia_image ' src=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/gms-cover.jpg\" alt='Gaussian Material Synthesis and Neural Rendering' title='gms-cover'  height=\"1240\" width=\"958\"  itemprop=\"thumbnailUrl\" srcset=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/gms-cover.jpg 958w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/gms-cover-232x300.jpg 232w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/gms-cover-768x994.jpg 768w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/gms-cover-796x1030.jpg 796w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/gms-cover-545x705.jpg 545w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/gms-cover-450x582.jpg 450w\" sizes=\"(max-width: 958px) 100vw, 958px\" \/><\/a><\/div><\/div><\/div><\/div>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-uvf0v2-0e713f796416ec6ce42b9ddc348d991f\">\n.flex_column.av-uvf0v2-0e713f796416ec6ce42b9ddc348d991f{\nborder-radius:0px 0px 0px 0px;\npadding:0px 0px 0px 0px;\n}\n<\/style>\n<div  class='flex_column av-uvf0v2-0e713f796416ec6ce42b9ddc348d991f av_one_third  avia-builder-el-19  el_after_av_one_third  el_before_av_one_third  flex_column_div av-zero-column-padding  '     ><style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-shygou-aea11788dfd19e825f0e017dd0984e65\">\n.avia-image-container.av-shygou-aea11788dfd19e825f0e017dd0984e65 img.avia_image{\nbox-shadow:none;\n}\n.avia-image-container.av-shygou-aea11788dfd19e825f0e017dd0984e65 .av-caption-image-overlay-bg{\nopacity:0.4;\nbackground-color:#000000;\n}\n.avia-image-container.av-shygou-aea11788dfd19e825f0e017dd0984e65 .av-image-caption-overlay-center{\ncolor:#ffffff;\n}\n<\/style>\n<div  class='avia-image-container av-shygou-aea11788dfd19e825f0e017dd0984e65 av-styling- av-img-linked avia_animated_image av-animated-when-visible-95 left-to-right avia-align-center  avia-builder-el-20  avia-builder-el-no-sibling  noHover av-overlay-hover-deactivate'   itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" ><div class=\"avia-image-container-inner\"><div class=\"avia-image-overlay-wrap\"><a href=\"https:\/\/users.cg.tuwien.ac.at\/~zsolnai\/wp\/wp-content\/uploads\/2018\/04\/gms-supp.pdf\" class='avia_image '  target=\"_blank\"  rel=\"noopener noreferrer\" aria-label='adaptivemetro_eg'><div class=\"av-image-caption-overlay\"><div class=\"av-caption-image-overlay-bg\"><\/div><div class=\"av-image-caption-overlay-position\"><div class=\"av-image-caption-overlay-center\"><p>Supplementary materials (19 MB)<\/p>\n<\/div><\/div><\/div><img decoding=\"async\" fetchpriority=\"high\" class='wp-image-2434 avia-img-lazy-loading-not-2434 avia_image ' src=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/gms-supp-cover-1.png\" alt='Automatic Parameter Control For Metropolis Light Transport' title='adaptivemetro_eg'   itemprop=\"thumbnailUrl\"  \/><\/a><\/div><\/div><\/div><\/div>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-r5vhvi-afabfbe47a551049e4709ddebe55315c\">\n.flex_column.av-r5vhvi-afabfbe47a551049e4709ddebe55315c{\nborder-radius:0px 0px 0px 0px;\npadding:0px 0px 0px 0px;\n}\n<\/style>\n<div  class='flex_column av-r5vhvi-afabfbe47a551049e4709ddebe55315c av_one_third  avia-builder-el-21  el_after_av_one_third  el_before_av_one_third  first flex_column_div av-zero-column-padding  column-top-margin'     ><style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-pcnvzi-7d144f98604a48b4f6172e3ca9a83c66\">\n.avia-image-container.av-pcnvzi-7d144f98604a48b4f6172e3ca9a83c66 img.avia_image{\nbox-shadow:none;\n}\n.avia-image-container.av-pcnvzi-7d144f98604a48b4f6172e3ca9a83c66 .av-caption-image-overlay-bg{\nopacity:0.4;\nbackground-color:#000000;\n}\n.avia-image-container.av-pcnvzi-7d144f98604a48b4f6172e3ca9a83c66 .av-image-caption-overlay-center{\ncolor:#ffffff;\n}\n<\/style>\n<div  class='avia-image-container av-pcnvzi-7d144f98604a48b4f6172e3ca9a83c66 av-styling- av-img-linked avia_animated_image av-animated-when-visible-95 left-to-right avia-align-center  avia-builder-el-22  avia-builder-el-no-sibling  noHover av-overlay-hover-deactivate'   itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" ><div class=\"avia-image-container-inner\"><div class=\"avia-image-overlay-wrap\"><a href=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/gms-supplementary.zip\" class='avia_image '  target=\"_blank\"  rel=\"noopener noreferrer\" aria-label='code-icon'><div class=\"av-image-caption-overlay\"><div class=\"av-caption-image-overlay-bg\"><\/div><div class=\"av-image-caption-overlay-position\"><div class=\"av-image-caption-overlay-center\"><p>Code + data (926 MB)<\/p>\n<\/div><\/div><\/div><img decoding=\"async\" fetchpriority=\"high\" class='wp-image-2653 avia-img-lazy-loading-not-2653 avia_image ' src=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2014\/02\/code-icon.png\" alt='' title='code-icon'  height=\"665\" width=\"714\"  itemprop=\"thumbnailUrl\" srcset=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2014\/02\/code-icon.png 714w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2014\/02\/code-icon-300x279.png 300w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2014\/02\/code-icon-705x656.png 705w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2014\/02\/code-icon-450x419.png 450w\" sizes=\"(max-width: 714px) 100vw, 714px\" \/><\/a><\/div><\/div><\/div><\/div>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-o4wj0u-a130008c3fbfe74545110a7a6387a00d\">\n.flex_column.av-o4wj0u-a130008c3fbfe74545110a7a6387a00d{\nborder-radius:0px 0px 0px 0px;\npadding:0px 0px 0px 0px;\n}\n<\/style>\n<div  class='flex_column av-o4wj0u-a130008c3fbfe74545110a7a6387a00d av_one_third  avia-builder-el-23  el_after_av_one_third  el_before_av_one_third  flex_column_div av-zero-column-padding  column-top-margin'     ><style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-m9em66-b7ade9891154d5ee5e48b4ffdadd69e2\">\n.avia-image-container.av-m9em66-b7ade9891154d5ee5e48b4ffdadd69e2 img.avia_image{\nbox-shadow:none;\n}\n.avia-image-container.av-m9em66-b7ade9891154d5ee5e48b4ffdadd69e2 .av-caption-image-overlay-bg{\nopacity:0.4;\nbackground-color:#000000;\n}\n.avia-image-container.av-m9em66-b7ade9891154d5ee5e48b4ffdadd69e2 .av-image-caption-overlay-center{\ncolor:#ffffff;\n}\n<\/style>\n<div  class='avia-image-container av-m9em66-b7ade9891154d5ee5e48b4ffdadd69e2 av-styling- av-img-linked avia_animated_image av-animated-when-visible-95 left-to-right avia-align-center  avia-builder-el-24  avia-builder-el-no-sibling  noHover av-overlay-hover-deactivate'   itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" ><div class=\"avia-image-container-inner\"><div class=\"avia-image-overlay-wrap\"><a href=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/gms-pretrained.zip\" class='avia_image '  target=\"_blank\"  rel=\"noopener noreferrer\" aria-label='code-icon'><div class=\"av-image-caption-overlay\"><div class=\"av-caption-image-overlay-bg\"><\/div><div class=\"av-image-caption-overlay-position\"><div class=\"av-image-caption-overlay-center\"><p>Pre-trained neural renderer (3.3 GB)<\/p>\n<\/div><\/div><\/div><img decoding=\"async\" fetchpriority=\"high\" class='wp-image-2653 avia-img-lazy-loading-not-2653 avia_image ' src=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2014\/02\/code-icon.png\" alt='' title='code-icon'  height=\"665\" width=\"714\"  itemprop=\"thumbnailUrl\" srcset=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2014\/02\/code-icon.png 714w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2014\/02\/code-icon-300x279.png 300w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2014\/02\/code-icon-705x656.png 705w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2014\/02\/code-icon-450x419.png 450w\" sizes=\"(max-width: 714px) 100vw, 714px\" \/><\/a><\/div><\/div><\/div><\/div>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-o4wj0u-a130008c3fbfe74545110a7a6387a00d\">\n.flex_column.av-o4wj0u-a130008c3fbfe74545110a7a6387a00d{\nborder-radius:0px 0px 0px 0px;\npadding:0px 0px 0px 0px;\n}\n<\/style>\n<div  class='flex_column av-o4wj0u-a130008c3fbfe74545110a7a6387a00d av_one_third  avia-builder-el-25  el_after_av_one_third  el_before_av_hr  flex_column_div av-zero-column-padding  column-top-margin'     ><style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-m9em66-9b8d35dd40fa8d13b397822c361d7115\">\n.avia-image-container.av-m9em66-9b8d35dd40fa8d13b397822c361d7115 img.avia_image{\nbox-shadow:none;\n}\n.avia-image-container.av-m9em66-9b8d35dd40fa8d13b397822c361d7115 .av-caption-image-overlay-bg{\nopacity:0.4;\nbackground-color:#000000;\n}\n.avia-image-container.av-m9em66-9b8d35dd40fa8d13b397822c361d7115 .av-image-caption-overlay-center{\ncolor:#ffffff;\n}\n<\/style>\n<div  class='avia-image-container av-m9em66-9b8d35dd40fa8d13b397822c361d7115 av-styling- av-img-linked avia_animated_image av-animated-when-visible-95 left-to-right avia-align-center  avia-builder-el-26  avia-builder-el-no-sibling  noHover av-overlay-hover-deactivate'   itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" ><div class=\"avia-image-container-inner\"><div class=\"avia-image-overlay-wrap\"><a href=\"https:\/\/github.com\/vladvrabie\/material_recommender\" class='avia_image '  target=\"_blank\"  rel=\"noopener noreferrer\" aria-label='code-icon'><div class=\"av-image-caption-overlay\"><div class=\"av-caption-image-overlay-bg\"><\/div><div class=\"av-image-caption-overlay-position\"><div class=\"av-image-caption-overlay-center\"><p>Blender addon (by Vlad Vrabie)<\/p>\n<\/div><\/div><\/div><img decoding=\"async\" fetchpriority=\"high\" class='wp-image-2653 avia-img-lazy-loading-not-2653 avia_image ' src=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2014\/02\/code-icon.png\" alt='' title='code-icon'  height=\"665\" width=\"714\"  itemprop=\"thumbnailUrl\" srcset=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2014\/02\/code-icon.png 714w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2014\/02\/code-icon-300x279.png 300w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2014\/02\/code-icon-705x656.png 705w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2014\/02\/code-icon-450x419.png 450w\" sizes=\"(max-width: 714px) 100vw, 714px\" \/><\/a><\/div><\/div><\/div><\/div>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-kv9pbi-47cefb022c533df31dd16343a3346b53\">\n#top .hr.hr-invisible.av-kv9pbi-47cefb022c533df31dd16343a3346b53{\nheight:20px;\n}\n<\/style>\n<div  class='hr av-kv9pbi-47cefb022c533df31dd16343a3346b53 hr-invisible  avia-builder-el-27  el_after_av_one_third  el_before_av_textblock '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div>\n<section  class='av_textblock_section av-jh02pq-8898d425924d32ccfcaaf4ae9ec0d258 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock'  itemprop=\"text\" ><p>If you experience any issues running it, have a look at <a href=\"https:\/\/github.com\/vladvrabie\/material_recommender\"><strong>these<\/strong><\/a> workarounds. If you have played with the code and have any comments that could help others pick this up, please let me know, I&#8217;ll be happy to add it here. Thank you! The publisher&#8217;s version is available <a href=\"https:\/\/dl.acm.org\/citation.cfm?doid=3197517.3201307\"><strong>here<\/strong><\/a>.<\/p>\n<p><em>Changelog:<\/em><br \/>\n<em>2018\/05\/07 &#8211; Added a material loader scene to the supplementary source code to ease the process of importing the recommended materials into your Blender scenes. Make sure to read the README file!<br \/>\n2019\/09\/24 &#8211; This work has been implemented as a <strong><a href=\"https:\/\/github.com\/vladvrabie\/material_recommender\">Blender add-on<\/a><\/strong>! Thank you so much Vlad Vrabie! Give it a try. This is what it looks like:<br \/>\n<\/em><\/p>\n<\/div><\/section>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-k166916h-229527dcd458831d61294eabac8c8f5b\">\n#top .hr.hr-invisible.av-k166916h-229527dcd458831d61294eabac8c8f5b{\nmargin-top:-50px;\nheight:1px;\n}\n<\/style>\n<div  class='hr av-k166916h-229527dcd458831d61294eabac8c8f5b hr-invisible  avia-builder-el-29  el_after_av_textblock  el_before_av_one_full '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div>\n<div  class='flex_column av-1zl5vce-955a0db0835387102214e10435329554 av_one_full  avia-builder-el-30  el_after_av_hr  el_before_av_hr  first flex_column_div  '     ><style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-k1663mb3-01b57ec57d715001430f46636c81e9cd\">\n.av-horizontal-gallery.av-k1663mb3-01b57ec57d715001430f46636c81e9cd{\npadding:7.5% 0px;;\n}\n.av-horizontal-gallery.av-k1663mb3-01b57ec57d715001430f46636c81e9cd 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noHover\"><img decoding=\"async\" loading=\"lazy\" class='wp-image-4755 avia-img-lazy-loading-4755 av-horizontal-gallery-img' width=\"420\" height=\"523\" src=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2019\/09\/tab_recomm_crop.jpg\" title='tab_recomm_crop' alt='' srcset=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2019\/09\/tab_recomm_crop.jpg 420w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2019\/09\/tab_recomm_crop-241x300.jpg 241w\" sizes=\"auto, (max-width: 420px) 100vw, 420px\" \/><a href=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2019\/09\/tab_recomm_crop.jpg\" data-srcset=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2019\/09\/tab_recomm_crop.jpg 420w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2019\/09\/tab_recomm_crop-241x300.jpg 241w\" data-sizes=\"(max-width: 420px) 100vw, 420px\" class='av-horizontal-gallery-link avia-svg-icon 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src=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2019\/09\/tab_prefs_crop.png\" title='tab_prefs_crop' alt='' srcset=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2019\/09\/tab_prefs_crop.png 455w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2019\/09\/tab_prefs_crop-214x300.png 214w\" sizes=\"auto, (max-width: 455px) 100vw, 455px\" \/><a href=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2019\/09\/tab_prefs_crop.png\" data-srcset=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2019\/09\/tab_prefs_crop.png 455w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2019\/09\/tab_prefs_crop-214x300.png 214w\" data-sizes=\"(max-width: 455px) 100vw, 455px\" class='av-horizontal-gallery-link avia-svg-icon avia-font-svg_entypo-fontello' data-av_svg_icon='resize-full' data-av_iconset='svg_entypo-fontello' title='tab_prefs_crop' alt='' aria-label='Open image in lightbox: tab_prefs_crop'><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"25\" height=\"32\" viewBox=\"0 0 25 32\" preserveAspectRatio=\"xMidYMid meet\" aria-labelledby='av-svg-title-6' aria-describedby='av-svg-desc-6' role=\"graphics-symbol\" aria-hidden=\"true\">\n<title id='av-svg-title-6'>Open image in lightbox: tab_prefs_crop<\/title>\n<desc id='av-svg-desc-6'>Open image in lightbox: tab_prefs_crop<\/desc>\n<path d=\"M15.232 3.328h10.112v10.112l-3.2-3.968-4.672 4.864-3.2-3.2 4.864-4.672zM7.872 17.536l3.2 3.2-4.864 4.672 3.904 3.2h-10.112v-10.112l3.2 3.904z\"><\/path>\n<\/svg><\/a><\/div><div class=\"av-horizontal-gallery-wrap noHover\"><img decoding=\"async\" loading=\"lazy\" class='wp-image-4753 avia-img-lazy-loading-4753 av-horizontal-gallery-img' width=\"417\" height=\"659\" src=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2019\/09\/latent_space_3.jpg\" title='latent_space_3' alt='' srcset=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2019\/09\/latent_space_3.jpg 417w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2019\/09\/latent_space_3-190x300.jpg 190w\" sizes=\"auto, (max-width: 417px) 100vw, 417px\" \/><a href=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2019\/09\/latent_space_3.jpg\" data-srcset=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2019\/09\/latent_space_3.jpg 417w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2019\/09\/latent_space_3-190x300.jpg 190w\" data-sizes=\"(max-width: 417px) 100vw, 417px\" class='av-horizontal-gallery-link avia-svg-icon avia-font-svg_entypo-fontello' data-av_svg_icon='resize-full' data-av_iconset='svg_entypo-fontello' title='latent_space_3' alt='' aria-label='Open image in lightbox: latent_space_3'><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"25\" height=\"32\" viewBox=\"0 0 25 32\" preserveAspectRatio=\"xMidYMid meet\" aria-labelledby='av-svg-title-7' aria-describedby='av-svg-desc-7' role=\"graphics-symbol\" aria-hidden=\"true\">\n<title id='av-svg-title-7'>Open image in lightbox: latent_space_3<\/title>\n<desc id='av-svg-desc-7'>Open image in lightbox: latent_space_3<\/desc>\n<path d=\"M15.232 3.328h10.112v10.112l-3.2-3.968-4.672 4.864-3.2-3.2 4.864-4.672zM7.872 17.536l3.2 3.2-4.864 4.672 3.904 3.2h-10.112v-10.112l3.2 3.904z\"><\/path>\n<\/svg><\/a><\/div><div class=\"av-horizontal-gallery-wrap noHover\"><img decoding=\"async\" loading=\"lazy\" class='wp-image-4751 avia-img-lazy-loading-4751 av-horizontal-gallery-img' width=\"417\" height=\"625\" src=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2019\/09\/latent_space_2.png\" title='latent_space_2' alt='' srcset=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2019\/09\/latent_space_2.png 417w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2019\/09\/latent_space_2-200x300.png 200w\" sizes=\"auto, (max-width: 417px) 100vw, 417px\" \/><a href=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2019\/09\/latent_space_2.png\" data-srcset=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2019\/09\/latent_space_2.png 417w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2019\/09\/latent_space_2-200x300.png 200w\" data-sizes=\"(max-width: 417px) 100vw, 417px\" class='av-horizontal-gallery-link avia-svg-icon avia-font-svg_entypo-fontello' data-av_svg_icon='resize-full' data-av_iconset='svg_entypo-fontello' title='latent_space_2' alt='' aria-label='Open image in lightbox: latent_space_2'><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"25\" height=\"32\" viewBox=\"0 0 25 32\" preserveAspectRatio=\"xMidYMid meet\" aria-labelledby='av-svg-title-8' aria-describedby='av-svg-desc-8' role=\"graphics-symbol\" aria-hidden=\"true\">\n<title id='av-svg-title-8'>Open image in lightbox: latent_space_2<\/title>\n<desc id='av-svg-desc-8'>Open image in lightbox: latent_space_2<\/desc>\n<path d=\"M15.232 3.328h10.112v10.112l-3.2-3.968-4.672 4.864-3.2-3.2 4.864-4.672zM7.872 17.536l3.2 3.2-4.864 4.672 3.904 3.2h-10.112v-10.112l3.2 3.904z\"><\/path>\n<\/svg><\/a><\/div><\/div><\/div><\/div><\/div>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-kv9pbi-47cefb022c533df31dd16343a3346b53\">\n#top .hr.hr-invisible.av-kv9pbi-47cefb022c533df31dd16343a3346b53{\nheight:20px;\n}\n<\/style>\n<div  class='hr av-kv9pbi-47cefb022c533df31dd16343a3346b53 hr-invisible  avia-builder-el-32  el_after_av_one_full  el_before_av_one_full '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div>\n<div  class='flex_column av-h7o1ri-0ed6832395a544e9afa82664e42890ba av_one_full  avia-builder-el-33  el_after_av_hr  el_before_av_one_full  first flex_column_div  '     ><p>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-ghr9im-d608f1b00ce64674a2c724b0ef3f60fa\">\n#top .av-special-heading.av-ghr9im-d608f1b00ce64674a2c724b0ef3f60fa{\npadding-bottom:10px;\n}\nbody .av-special-heading.av-ghr9im-d608f1b00ce64674a2c724b0ef3f60fa .av-special-heading-tag .heading-char{\nfont-size:25px;\n}\n.av-special-heading.av-ghr9im-d608f1b00ce64674a2c724b0ef3f60fa .av-subheading{\nfont-size:15px;\n}\n<\/style>\n<div  class='av-special-heading av-ghr9im-d608f1b00ce64674a2c724b0ef3f60fa av-special-heading-h3 meta-heading  avia-builder-el-34  el_before_av_textblock  avia-builder-el-first '><h3 class='av-special-heading-tag '  itemprop=\"headline\"  >Acknowledgments<\/h3><div class=\"special-heading-border\"><div class=\"special-heading-inner-border\"><\/div><\/div><\/div><br \/>\n<section  class='av_textblock_section av-dqyt3y-c320df99d6ebab84b7286d09a749311e '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock'  itemprop=\"text\" ><p style=\"text-align: justify;\">We would like to thank Robin Marin for the material test scene and Vlad Miller for his help with geometry modeling, Fel\u00edcia Zsolnai-Feh\u00e9r for improving the design of many figures, Hiroyuki Sakai, Christian Freude, Johannes Unterguggenberger, Pranav Shyam and Minh Dang for their useful comments, and Silvana Podaras for her help with a previous version of this work. We also thank NVIDIA for providing the GPU used to train our neural networks. This work was partially funded by Austrian Science Fund (FWF), project number P27974. Scene and geometry credits: Gold Bars &#8211; JohnsonMartin, Christmas Ornaments &#8211; oenvoyage, Banana &#8211; sgamusse, Bowl &#8211; metalix, Grapes &#8211; PickleJones, Glass Fruits &#8211; BobReed64, Ice cream &#8211; b2przemo, Vases &#8211; Technausea, Break Time &#8211; Jay-Artist, Wrecking Ball &#8211; floydkids, Italian Still Life &#8211; aXel, Microplanet &#8211; marekv, Microplanet vegetation &#8211; macio.<\/p>\n<\/div><\/section><\/p><\/div>\n<div  class='flex_column av-cf0cby-7685d88e3eabcbb8059525bced75d89e av_one_full  avia-builder-el-36  el_after_av_one_full  el_before_av_one_full  first flex_column_div  column-top-margin'     ><p>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-buma6-21af8ade486620b45748bb439b8395a9\">\n#top .av-special-heading.av-buma6-21af8ade486620b45748bb439b8395a9{\npadding-bottom:10px;\n}\nbody .av-special-heading.av-buma6-21af8ade486620b45748bb439b8395a9 .av-special-heading-tag .heading-char{\nfont-size:25px;\n}\n.av-special-heading.av-buma6-21af8ade486620b45748bb439b8395a9 .av-subheading{\nfont-size:15px;\n}\n<\/style>\n<div  class='av-special-heading av-buma6-21af8ade486620b45748bb439b8395a9 av-special-heading-h3 meta-heading  avia-builder-el-37  el_before_av_textblock  avia-builder-el-first '><h3 class='av-special-heading-tag '  itemprop=\"headline\"  >Bibtex<\/h3><div class=\"special-heading-border\"><div class=\"special-heading-inner-border\"><\/div><\/div><\/div><br \/>\n<section  class='av_textblock_section av-98ybz2-1806c0bd904eb9b89d4765424885dc50 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock'  itemprop=\"text\" ><pre class=\"verbatim select-on-click\" title=\"click to select text\">@article{zsolnaifeher18gms,\n  author    = {K{\\'{a}}roly Zsolnai{-}Feh{\\'{e}}r and\n               Peter Wonka and\n               Michael Wimmer},\n  title     = {Gaussian material synthesis},\n  journal   = {{ACM} Trans. Graph.},\n  volume    = {37},\n  number    = {4},\n  pages     = {76:1--76:14},\n  year      = {2018},\n  url       = {https:\/\/doi.org\/10.1145\/3197517.3201307},\n  doi       = {10.1145\/3197517.3201307},\n  timestamp = {Wed, 21 Nov 2018 12:44:28 +0100},\n  biburl    = {https:\/\/dblp.org\/rec\/bib\/journals\/tog\/Zsolnai-FeherWW18},\n  bibsource = {dblp computer science bibliography, https:\/\/dblp.org}\n}<\/pre>\n<p>Or, if you experience any issues with this bibtex record, look <a href=\"https:\/\/dblp.uni-trier.de\/rec\/bibtex\/journals\/tog\/Zsolnai-FeherWW18\"><strong>here<\/strong><\/a> or <strong><a href=\"https:\/\/arxiv.org\/abs\/1804.08369\">here<\/a><\/strong>.<\/p>\n<\/div><\/section><\/p><\/div>\n<div  class='flex_column av-80w1hq-12b9c0148235ac28eada926b6985b1b1 av_one_full  avia-builder-el-39  el_after_av_one_full  avia-builder-el-last  first flex_column_div  column-top-margin'     ><p>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-29mmdq-77cf22ee594213f5153c814babbf54d5\">\n#top .av-special-heading.av-29mmdq-77cf22ee594213f5153c814babbf54d5{\npadding-bottom:10px;\n}\nbody .av-special-heading.av-29mmdq-77cf22ee594213f5153c814babbf54d5 .av-special-heading-tag .heading-char{\nfont-size:25px;\n}\n.av-special-heading.av-29mmdq-77cf22ee594213f5153c814babbf54d5 .av-subheading{\nfont-size:15px;\n}\n<\/style>\n<div  class='av-special-heading av-29mmdq-77cf22ee594213f5153c814babbf54d5 av-special-heading-h3 meta-heading  avia-builder-el-40  el_before_av_textblock  avia-builder-el-first '><h3 class='av-special-heading-tag '  itemprop=\"headline\"  >Media Coverage<\/h3><div class=\"special-heading-border\"><div class=\"special-heading-inner-border\"><\/div><\/div><\/div><br \/>\n<section  class='av_textblock_section av-3zfmou-00dd909eacc5aeae4f9863a4f7200cfb '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock'  itemprop=\"text\" ><ul>\n<li>This work has appeared in <a href=\"https:\/\/www.blendernation.com\/2018\/04\/18\/gaussian-material-synthesis-mass-scale-material-synthesis-within-blender\/\"><strong>BlenderNation<\/strong><\/a>. Thank you!<\/li>\n<li>It has been showcased in the <a href=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/were-featured-in-the-siggraph-2018-teaser-video\/\"><strong>SIGGRAPH 2018 Technical Papers Teaser video<\/strong><\/a>. Huge honor, thank you so much!<\/li>\n<li>We are showcased in the <a href=\"https:\/\/www.tuwien.ac.at\/en\/news\/news_detail\/article\/126415\/\"><strong>TU Wien Press<\/strong><\/a>.<\/li>\n<li><span data-offset-key=\"8tupp-0-0\">Samuel Hatin wrote a <a href=\"https:\/\/medium.com\/@samuel.hatin48\/a-summary-of-gaussian-material-synthesis-44a4e0f7356c\"><strong>nice summary<\/strong><\/a> of this paper. Thank you!<\/span><\/li>\n<li>Out of more than 120 articles, our teaser image was used as the cover art for <strong>ACM Transactions on Graphics, Volume 37 Issue 4, August 2018. <\/strong>See it <strong><a href=\"https:\/\/dl.acm.org\/citation.cfm?doid=3197517.3201307\">here<\/a><\/strong> or <strong><a href=\"https:\/\/portalparts.acm.org\/3200000\/3197517\/fm\/frontmatter.pdf?ip=185.9.18.99\">here<\/a><\/strong> in original or below.<\/li>\n<\/ul>\n<p><a href=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/acmtog.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-medium wp-image-4504\" src=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/acmtog-232x300.jpg\" alt=\"\" width=\"232\" height=\"300\" srcset=\"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/acmtog-232x300.jpg 232w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/acmtog-545x705.jpg 545w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/acmtog-450x582.jpg 450w, https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp\/wp-content\/uploads\/2018\/04\/acmtog.jpg 743w\" sizes=\"auto, (max-width: 232px) 100vw, 232px\" \/><\/a><\/p>\n<\/div><\/section><br \/>\n<div  class='hr av-2sihou-64d3432a5bd00af7c6d9fe361cdd23f3 hr-default  avia-builder-el-42  el_after_av_textblock  avia-builder-el-last '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div><\/p><\/div>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":4394,"template":"","meta":{"jetpack_post_was_ever_published":false,"footnotes":""},"tags":[167,255,259,257,256,258],"portfolio_category":[],"portfolio_tag":[252,253,254],"portfolio_entries":[],"class_list":["post-4334","portfolio","type-portfolio","status-publish","has-post-thumbnail","hentry","tag-blender","tag-gaussian-material-synthesis","tag-neural-material-synthesis","tag-neural-network-rendering","tag-neural-rendering","tag-siggraph-2018","portfolio_tag-gaussian-material-synthesis","portfolio_tag-neural-rendering","portfolio_tag-siggraph-2018"],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp-json\/wp\/v2\/portfolio\/4334","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp-json\/wp\/v2\/portfolio"}],"about":[{"href":"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp-json\/wp\/v2\/types\/portfolio"}],"author":[{"embeddable":true,"href":"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp-json\/wp\/v2\/users\/1"}],"version-history":[{"count":89,"href":"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp-json\/wp\/v2\/portfolio\/4334\/revisions"}],"predecessor-version":[{"id":5126,"href":"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp-json\/wp\/v2\/portfolio\/4334\/revisions\/5126"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp-json\/wp\/v2\/media\/4394"}],"wp:attachment":[{"href":"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp-json\/wp\/v2\/media?parent=4334"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp-json\/wp\/v2\/tags?post=4334"},{"taxonomy":"portfolio_category","embeddable":true,"href":"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp-json\/wp\/v2\/portfolio_category?post=4334"},{"taxonomy":"portfolio_tag","embeddable":true,"href":"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp-json\/wp\/v2\/portfolio_tag?post=4334"},{"taxonomy":"portfolio_entries","embeddable":true,"href":"https:\/\/users.cg.tuwien.ac.at\/zsolnai\/wp-json\/wp\/v2\/portfolio_entries?post=4334"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}