{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/infrared-colorization-using-deep","title":"Infrared Colorization Using Deep Convolutional Neural Networks","arxiv_id":"1604.02245","date":"2016-04-08","proceeding":null,"authors":["Matthias Limmer","Hendrik P. A. Lensch"],"abstract":"This paper proposes a method for transferring the RGB color spectrum to\nnear-infrared (NIR) images using deep multi-scale convolutional neural\nnetworks. A direct and integrated transfer between NIR and RGB pixels is\ntrained. The trained model does not require any user guidance or a reference\nimage database in the recall phase to produce images with a natural appearance.\nTo preserve the rich details of the NIR image, its high frequency features are\ntransferred to the estimated RGB image. The presented approach is trained and\nevaluated on a real-world dataset containing a large amount of road scene\nimages in summer. The dataset was captured by a multi-CCD NIR/RGB camera, which\nensures a perfect pixel to pixel registration.","url_abs":"http://arxiv.org/abs/1604.02245v3","url_pdf":"http://arxiv.org/pdf/1604.02245v3.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"infrared-colorization-using-deep","repo_url":"https://github.com/Lycanthropeus/Infrared-Image-Colorization-using-Deep-Neural-Networks","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":null},{"paper_slug":"infrared-colorization-using-deep","repo_url":"https://github.com/raoniranjan/Infrared-Image-Colorization-using-Deep-Neural-Networks","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":null}],"tasks":[{"task_slug":"colorization","task_name":"Colorization"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1604.02245","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}