{"id":8480,"date":"2015-10-03T20:42:30","date_gmt":"2015-10-03T20:42:30","guid":{"rendered":"https:\/\/voxelvid.com\/?p=8480"},"modified":"2025-11-19T18:41:13","modified_gmt":"2025-11-19T18:41:13","slug":"creating-photographs-using-deep-learning-two-minute-papers-13","status":"publish","type":"post","link":"https:\/\/voxelvid.com\/?p=8480","title":{"rendered":"Creating Photographs Using Deep Learning | Two Minute Papers #13"},"content":{"rendered":"<p>Machine learning techniques such as deep learning artificial neural networks had proven to be extremely useful for a variety of tasks that were previously deemed very difficult, or even impossible to solve. In this work, a deep learning technique is used to learn how different light source positions affect a scene and create (&#8220;guess&#8221;) new photographs with unknown light source positions. The results are absolutely stunning. The promised links for artificial neural networks follow below.<\/p>\n<p>__________________________________<\/p>\n<p>The paper &#8220;Image Based Relighting Using Neural Networks&#8221; is available here:<br \/>\nhttp:\/\/research.microsoft.com\/en-us\/um\/people\/yuedong\/project\/neuralibr\/neuralibr.htm<br \/>\nDisclaimer: I was not part of this research project, I am merely providing commentary on this work.<\/p>\n<p>Recommended for you:<br \/>\nArtificial Neural Networks and Deep Learning &#8211; https:\/\/www.youtube.com\/watch?v=rCWTOOgVXyE<br \/>\nDeep Neural Network Learns Van Gogh&#8217;s Art &#8211; https:\/\/www.youtube.com\/watch?v=-R9bJGNHltQ<\/p>\n<p>Music: &#8220;The Place Inside&#8221; by Silent Partner<\/p>\n<p>Subscribe if you would like to see more of these! &#8211; http:\/\/www.youtube.com\/subscription_center?add_user=keeroyz<\/p>\n<p>Splash screen\/thumbnail design: Fel\u00edcia Feh\u00e9r &#8211; http:\/\/felicia.hu<br \/>\nThe thumbnail background was taken from the paper &#8220;Image Based Relighting Using Neural Networks&#8221;.<\/p>\n<p>K\u00e1roly Zsolnai-Feh\u00e9r&#8217;s links:<br \/>\nPatreon \u2192 https:\/\/www.patreon.com\/TwoMinutePapers<br \/>\nFacebook \u2192 https:\/\/www.facebook.com\/TwoMinutePapers\/<br \/>\nWeb \u2192 https:\/\/cg.tuwien.ac.at\/~zsolnai\/<br \/>\nTwitter \u2192 https:\/\/twitter.com\/karoly_zsolnai<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Machine learning techniques such as deep learning artificial neural networks had proven to be extremely useful for a variety of tasks that were previously deemed very difficult, or even impossible to solve. In this work, a deep learning technique is used to learn how different light source positions affect a scene and create (&#8220;guess&#8221;) new [&hellip;]<\/p>\n","protected":false},"author":0,"featured_media":8481,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"video","meta":{"yasr_overall_rating":0,"yasr_post_is_review":"","yasr_auto_insert_disabled":"","yasr_review_type":"","footnotes":""},"categories":[23],"tags":[2900,2899,2774,2906,2905,2786,2904,2903,2901,2898,2897,2910,2831,2908,2909,2907,2861,2793,2902],"class_list":["post-8480","post","type-post","status-publish","format-video","has-post-thumbnail","hentry","category-ai_tech","tag-artificial-intelligence","tag-artificial-neural-network","tag-deep-learning","tag-deep-learning-computer-graphics","tag-deep-learning-relighting","tag-deep-neural-network","tag-how-deep-learning-works","tag-how-does-deep-learning-work","tag-image-based-relighting-using-neural-networks","tag-image-relighting","tag-machine-learning","tag-machine-learning-computer-graphics","tag-neural-network","tag-neural-network-computer-graphics","tag-neural-network-photo","tag-neural-network-relighting","tag-siggraph","tag-two-minute-papers","tag-what-is-deep-learning","post_format-post-format-video"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Creating Photographs Using Deep Learning | Two Minute Papers #13 - voxelvid<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/voxelvid.com\/?p=8480\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Creating Photographs Using Deep Learning | Two Minute Papers #13 - voxelvid\" \/>\n<meta property=\"og:description\" content=\"Machine learning techniques such as deep learning artificial neural networks had proven to be extremely useful for a variety of tasks that were previously deemed very difficult, or even impossible to solve. In this work, a deep learning technique is used to learn how different light source positions affect a scene and create (&#8220;guess&#8221;) new [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/voxelvid.com\/?p=8480\" \/>\n<meta property=\"og:site_name\" content=\"voxelvid\" \/>\n<meta property=\"article:published_time\" content=\"2015-10-03T20:42:30+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-11-19T18:41:13+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/voxelvid.com\/wp-content\/uploads\/2025\/11\/private-id-holopgtzv6g-youtube-a.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1280\" \/>\n\t<meta property=\"og:image:height\" content=\"720\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/voxelvid.com\\\/?p=8480#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/voxelvid.com\\\/?p=8480\"},\"author\":{\"name\":\"\",\"@id\":\"\"},\"headline\":\"Creating Photographs Using Deep Learning | Two Minute Papers #13\",\"datePublished\":\"2015-10-03T20:42:30+00:00\",\"dateModified\":\"2025-11-19T18:41:13+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/voxelvid.com\\\/?p=8480\"},\"wordCount\":241,\"commentCount\":15,\"image\":{\"@id\":\"https:\\\/\\\/voxelvid.com\\\/?p=8480#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/voxelvid.com\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/private-id-holopgtzv6g-youtube-a.jpg\",\"keywords\":[\"artificial intelligence\",\"artificial neural network\",\"deep learning\",\"deep learning computer graphics\",\"deep learning relighting\",\"deep neural network\",\"how deep learning works\",\"how does deep learning work\",\"Image Based Relighting Using Neural Networks\",\"image relighting\",\"machine learning\",\"machine learning computer graphics\",\"neural network\",\"neural network computer graphics\",\"neural network photo\",\"neural network relighting\",\"siggraph\",\"two minute papers\",\"what is deep learning\"],\"articleSection\":[\"AI &amp; Tech\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/voxelvid.com\\\/?p=8480#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/voxelvid.com\\\/?p=8480\",\"url\":\"https:\\\/\\\/voxelvid.com\\\/?p=8480\",\"name\":\"Creating Photographs Using Deep Learning | Two Minute Papers #13 - voxelvid\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/voxelvid.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/voxelvid.com\\\/?p=8480#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/voxelvid.com\\\/?p=8480#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/voxelvid.com\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/private-id-holopgtzv6g-youtube-a.jpg\",\"datePublished\":\"2015-10-03T20:42:30+00:00\",\"dateModified\":\"2025-11-19T18:41:13+00:00\",\"author\":{\"@id\":\"\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/voxelvid.com\\\/?p=8480#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/voxelvid.com\\\/?p=8480\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/voxelvid.com\\\/?p=8480#primaryimage\",\"url\":\"https:\\\/\\\/voxelvid.com\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/private-id-holopgtzv6g-youtube-a.jpg\",\"contentUrl\":\"https:\\\/\\\/voxelvid.com\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/private-id-holopgtzv6g-youtube-a.jpg\",\"width\":1280,\"height\":720},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/voxelvid.com\\\/?p=8480#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/voxelvid.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Creating Photographs Using Deep Learning | Two Minute Papers #13\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/voxelvid.com\\\/#website\",\"url\":\"https:\\\/\\\/voxelvid.com\\\/\",\"name\":\"voxelvid\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/voxelvid.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},false]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Creating Photographs Using Deep Learning | Two Minute Papers #13 - voxelvid","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/voxelvid.com\/?p=8480","og_locale":"en_US","og_type":"article","og_title":"Creating Photographs Using Deep Learning | Two Minute Papers #13 - voxelvid","og_description":"Machine learning techniques such as deep learning artificial neural networks had proven to be extremely useful for a variety of tasks that were previously deemed very difficult, or even impossible to solve. In this work, a deep learning technique is used to learn how different light source positions affect a scene and create (&#8220;guess&#8221;) new [&hellip;]","og_url":"https:\/\/voxelvid.com\/?p=8480","og_site_name":"voxelvid","article_published_time":"2015-10-03T20:42:30+00:00","article_modified_time":"2025-11-19T18:41:13+00:00","og_image":[{"width":1280,"height":720,"url":"https:\/\/voxelvid.com\/wp-content\/uploads\/2025\/11\/private-id-holopgtzv6g-youtube-a.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/voxelvid.com\/?p=8480#article","isPartOf":{"@id":"https:\/\/voxelvid.com\/?p=8480"},"author":{"name":"","@id":""},"headline":"Creating Photographs Using Deep Learning | Two Minute Papers #13","datePublished":"2015-10-03T20:42:30+00:00","dateModified":"2025-11-19T18:41:13+00:00","mainEntityOfPage":{"@id":"https:\/\/voxelvid.com\/?p=8480"},"wordCount":241,"commentCount":15,"image":{"@id":"https:\/\/voxelvid.com\/?p=8480#primaryimage"},"thumbnailUrl":"https:\/\/voxelvid.com\/wp-content\/uploads\/2025\/11\/private-id-holopgtzv6g-youtube-a.jpg","keywords":["artificial intelligence","artificial neural network","deep learning","deep learning computer graphics","deep learning relighting","deep neural network","how deep learning works","how does deep learning work","Image Based Relighting Using Neural Networks","image relighting","machine learning","machine learning computer graphics","neural network","neural network computer graphics","neural network photo","neural network relighting","siggraph","two minute papers","what is deep learning"],"articleSection":["AI &amp; Tech"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/voxelvid.com\/?p=8480#respond"]}]},{"@type":"WebPage","@id":"https:\/\/voxelvid.com\/?p=8480","url":"https:\/\/voxelvid.com\/?p=8480","name":"Creating Photographs Using Deep Learning | Two Minute Papers #13 - voxelvid","isPartOf":{"@id":"https:\/\/voxelvid.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/voxelvid.com\/?p=8480#primaryimage"},"image":{"@id":"https:\/\/voxelvid.com\/?p=8480#primaryimage"},"thumbnailUrl":"https:\/\/voxelvid.com\/wp-content\/uploads\/2025\/11\/private-id-holopgtzv6g-youtube-a.jpg","datePublished":"2015-10-03T20:42:30+00:00","dateModified":"2025-11-19T18:41:13+00:00","author":{"@id":""},"breadcrumb":{"@id":"https:\/\/voxelvid.com\/?p=8480#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/voxelvid.com\/?p=8480"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/voxelvid.com\/?p=8480#primaryimage","url":"https:\/\/voxelvid.com\/wp-content\/uploads\/2025\/11\/private-id-holopgtzv6g-youtube-a.jpg","contentUrl":"https:\/\/voxelvid.com\/wp-content\/uploads\/2025\/11\/private-id-holopgtzv6g-youtube-a.jpg","width":1280,"height":720},{"@type":"BreadcrumbList","@id":"https:\/\/voxelvid.com\/?p=8480#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/voxelvid.com\/"},{"@type":"ListItem","position":2,"name":"Creating Photographs Using Deep Learning | Two Minute Papers #13"}]},{"@type":"WebSite","@id":"https:\/\/voxelvid.com\/#website","url":"https:\/\/voxelvid.com\/","name":"voxelvid","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/voxelvid.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},false]}},"yasr_visitor_votes":{"stars_attributes":{"read_only":true,"span_bottom":"<div class='yasr-small-block-bold'><span class='yasr-visitor-votes-must-sign-in'>You must sign in to vote<\/span><\/div>"},"number_of_votes":0,"sum_votes":0},"cmb2":{"poster_feature_image":{"vid_m_player_background":"","vid_m_poster_image":"","vid_m_poster_image_id":""},"gif_feature_image":{"vid_m_gif_image":"","vid_m_gif_image_id":""},"video_movie_settings":{"vid_m_director":"","vid_m_actor":"","vid_m_imdb_ratings":"","vid_m_amazon_associates":"","vid_m_vid_tmdb_movie":"","vid_m_vid_tmdb_tv_shows":"","vid_m_vid_tmdb_thumb":""},"vid_ads_m_videoads_settings_post":{"vid_ads_m_video_ads":"","vid_ads_m_video_ads_type":"","vid_ads_m_group_google_ima":"","vid_ads_m_group_image":"","vid_ads_m_group_html5_video":"","vid_ads_m_group_html":"","vid_ads_m_vpaid_mode":"","vid_ads_m_vast_preroll":"","vid_ads_m_vast_postroll":"","vid_ads_m_vast_pauseroll":"","vid_ads_m_vast_midroll":"","vid_ads_m_group_dynamic":"","vid_ads_m_time_to_show_ads":"","vid_ads_m_time_skip_ads":"","vid_ads_m_time_to_hide_ads":""},"feature_image_settings":{"feature_image_position":""},"video_player_settings":{"single_video_style":"","video_player_position":"","vm_video_url_btn_choose":"","vm_video_url_btn_choose_id":"","vm_video_url":"https:\/\/www.youtube.com\/watch?v=HOLoPgTzV6g","vm_video_ratio":"","vm_video_ratio_mobile":"","video_player_library":"","plyr_player":"","video_streaming":"","vm_video_shortcode":"","vm_video_timelapse":"","vm_media_subtitles":"","vm_media_sources":"","vid_vtt_preview":"","vid_vtt_preview_vtt_file":"","vid_vtt_preview_vtt_file_id":"","vid_vtt_preview_sprite_image":"","vid_vtt_preview_sprite_image_id":"","vid_auto_play":"","vid_preview_mode":"","vm_video_trailer_manl_url":"","vm_screenshot_preview":"","vid_tags":"","vid_p_sync_playlist":"","vid_c_sync_channel":"","get_post_format":"","multiple_links_structure":"","multi_links_title":"","original_video_title":"","multi_links_series":"","vm_video_multi_links":"","vm_duration":"03:16","vid_social_locker":"","vid_locker_mode":"","vid_social_locker_id":"","vid_social_email_locker_id":"","vid_social_signin_locker_id":"","sv_login_to_watch":"","vid_membership_action":"","vm_video_trailer_url":"","vid_download_type":"","vid_download_target":"","vid_woo_product":"","vid_download_mode":"","vid_download_mode_trailer":"","vm_media_download":"","user_rating":"","user_rating_position":"","user_rating_mode":"","user_rating_multi_sets":"","ads_above_single_player":""},"video_auto_fetch_settings":{"vm_video_fetch":""},"video_fake_views_likes":{"vm_fake_views":"","vm_fake_likes":"","vm_fake_dislikes":""},"gallery_settings":{"gallery_position":""},"quote_settings":{"quote_position":""},"post_options":{"main_layout":"","main_logo":"","main_logo_id":"","main_logo_retina":"","main_logo_retina_id":"","main_logo_mobile":"","main_logo_mobile_id":"","main_logo_mobile_retina":"","main_logo_mobile_retina_id":"","sticky_logo":"","sticky_logo_id":"","sticky_logo_retina":"","sticky_logo_retina_id":"","main_nav_layout":"","header_background":"","theme_sidebar":"","single_post_comment_type":"","theme_background":""}},"_links":{"self":[{"href":"https:\/\/voxelvid.com\/index.php?rest_route=\/wp\/v2\/posts\/8480","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/voxelvid.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/voxelvid.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/voxelvid.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=8480"}],"version-history":[{"count":1,"href":"https:\/\/voxelvid.com\/index.php?rest_route=\/wp\/v2\/posts\/8480\/revisions"}],"predecessor-version":[{"id":8482,"href":"https:\/\/voxelvid.com\/index.php?rest_route=\/wp\/v2\/posts\/8480\/revisions\/8482"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/voxelvid.com\/index.php?rest_route=\/wp\/v2\/media\/8481"}],"wp:attachment":[{"href":"https:\/\/voxelvid.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8480"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/voxelvid.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8480"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/voxelvid.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8480"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}