{"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/mobileface-3d-face-reconstruction-with","title":"MobileFace: 3D Face Reconstruction with Efficient CNN Regression","arxiv_id":"1809.08809","date":"2018-09-24","proceeding":null,"authors":["Nikolai Chinaev","Alexander Chigorin","Ivan Laptev"],"abstract":"Estimation of facial shapes plays a central role for face transfer and\nanimation. Accurate 3D face reconstruction, however, often deploys iterative\nand costly methods preventing real-time applications. In this work we design a\ncompact and fast CNN model enabling real-time face reconstruction on mobile\ndevices. For this purpose, we first study more traditional but slow morphable\nface models and use them to automatically annotate a large set of images for\nCNN training. We then investigate a class of efficient MobileNet CNNs and adapt\nsuch models for the task of shape regression. Our evaluation on three datasets\ndemonstrates significant improvements in the speed and the size of our model\nwhile maintaining state-of-the-art reconstruction accuracy.","url_abs":"http://arxiv.org/abs/1809.08809v1","url_pdf":"http://arxiv.org/pdf/1809.08809v1.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":"mobileface-3d-face-reconstruction-with","repo_url":"https://github.com/nchinaev/MobileFace","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"none","reach":null}],"tasks":[{"task_slug":"3d-face-reconstruction","task_name":"3D Face Reconstruction"},{"task_slug":"face-reconstruction","task_name":"Face Reconstruction"},{"task_slug":"face-transfer","task_name":"Face Transfer"},{"task_slug":"regression-1","task_name":"regression"}],"methods":[{"method_slug":"speed","method_name":"SPEED"}],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":"https://syntology.ai/paper/1809.08809","atlas_url":"https://app.syntology.ai/?focus=1809.08809","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}