{"id":18353,"date":"2022-10-20T15:36:04","date_gmt":"2022-10-20T15:36:04","guid":{"rendered":"http:\/\/beyondconference.org\/?page_id=18353"},"modified":"2023-04-23T14:07:14","modified_gmt":"2023-04-23T13:07:14","slug":"lowlight-video-footage-and-ground-truth-collection","status":"publish","type":"page","link":"https:\/\/beyondconference.org\/b22\/posters\/lowlight-video-footage-and-ground-truth-collection\/","title":{"rendered":"Low-light video footage and ground truth collection"},"content":{"rendered":"<div class=\"cepBody\"><div class=\"cepColumns\"><div class=\"col2-3\"><h1 class=\"title be19-purple\">Poster<\/h1><h1 class=\"heading-left be19-purple outline1 white\">Poster<\/h1><h1 style=\"margin:4rem 0;\">Low-light video footage and ground truth collection<\/h1><p><p>Ideal lighting conditions are not always on hand when capturing scenes. This is especially true when filming the natural environment, which can result in low-light footage. Consequently, sequences can suffer spatial temporal incoherent noise, flicker and blurring of moving objects.&nbsp;&nbsp;Furthermore, scenes are complicated, and objects of interest may not be contained within the focal point of interest, which further degrades the quality of the scene. Manual correction using experts is both expensive and time consuming and cannot be easily scaled up.&nbsp;This poster will give an overview of our novel technique&nbsp;utilising deep learning architectures to resolve many of these issues. We&nbsp;will also highlight some of its limitations, including datasets, and recommendations to overcome these.<\/p><\/p><\/div><div class=\"col1-3\"><p style=\"margin-block-end: 0;padding-bottom:0.5rem;\">Justin Worsey<\/p><div style=\"background-image:url(\/wp-content\/uploads\/cep\/mail.png)\" class=\"icon\" onclick=\"window.open('mailto:justin.worsey@bristol.ac.uk?subject=Audience of the Future 2021')\"><\/div><hr class=\"cep-left-to-right\" style=\"margin: 1rem 0;\"><p style=\"margin-block-end: 0;padding-bottom: 0.5rem;\">Bristol<\/p><div style=\"background-image:url(\/wp-content\/uploads\/cep\/link.png)\" class=\"icon\" onclick=\"window.open('www.bristol.ac.uk')\"><\/div><h4 style=\"position:relative;margin-top: 1.5rem;padding: 0;\" onclick=\"var tmpNext=this.nextElementSibling;var tmpToggle=this.querySelector('.toggleShowHide');if(tmpNext.classList.contains('show')){tmpNext.classList.remove('show');tmpToggle.innerHTML='+';}else{tmpNext.classList.add('show');tmpToggle.innerHTML='\u2212';}\">Biography<div class=\"toggleShowHide red\">\u2212<\/div><\/h4><div class=\"toggleContent show\"><p>A post-doctural researcher working within the MyWorld research group at Bristol university investigating techniques to improve the quality of video footage captured in low-light conditions.<\/p><\/div><\/div><\/div><\/div><div class=\"breakBack\"><div class=\"cepBody\"><div class=\"cepGridParent\"><div class=\"cepColumns\"><div class=\"col3-4\"><h3 style=\"width:100%;margin:1rem 0 0;\">Low-light video footage and ground truth collection<\/h3><\/div><div class=\"col1-4\"><p style=\"text-align: right;position: relative;top: 50%;transform: translateY(-50%);\"><a class=\"btn\" href=\"\/b22\/posters\">Show all<\/a><\/p><\/div><\/div><\/div><\/div><\/div><div class=\"cepBody\"><h4 style=\"margin:2rem 0;\">Gallery<\/h4><div class=\"main-carousel cepPictureGallery\" data-flickity='{\"imagesLoaded\":true, \"fullscreen\": true, \"wrapAround\": true, \"autoPlay\": 5000}'><img decoding=\"async\" class=\"picItem\" src=\"\/wp-content\/uploads\/cet-2022\/Beyond2020JustinWorsey.jpg\"><\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>Poster Poster Low-light video footage and ground truth collection Ideal lighting conditions are not always on hand when capturing scenes. This is especially true when filming the natural environment, which can result in low-light footage. Consequently, sequences can suffer spatial temporal incoherent noise, flicker and blurring of moving objects.&nbsp;&nbsp;Furthermore, scenes are complicated, and objects of [&hellip;]<\/p>\n","protected":false},"author":926,"featured_media":0,"parent":18348,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-template-full-width.php","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"1053"},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.13 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Low-light video footage and ground truth collection - Beyond Conference<\/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:\/\/beyondconference.org\/b22\/posters\/lowlight-video-footage-and-ground-truth-collection\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Low-light video footage and ground truth collection - Beyond Conference\" \/>\n<meta property=\"og:description\" content=\"Poster Poster Low-light video footage and ground truth collection Ideal lighting conditions are not always on hand when capturing scenes. This is especially true when filming the natural environment, which can result in low-light footage. 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