{"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/high-quality-face-image-sr-using-conditional","title":"High-Quality Face Image SR Using Conditional Generative Adversarial Networks","arxiv_id":"1707.00737","date":"2017-07-04","proceeding":null,"authors":["Huang Bin","Chen Weihai","Wu Xingming","Lin Chun-Liang"],"abstract":"We propose a novel single face image super-resolution method, which named\nFace Conditional Generative Adversarial Network(FCGAN), based on boundary\nequilibrium generative adversarial networks. Without taking any facial prior\ninformation, our method can generate a high-resolution face image from a\nlow-resolution one. Compared with existing studies, both our training and\ntesting phases are end-to-end pipeline with little pre/post-processing. To\nenhance the convergence speed and strengthen feature propagation, skip-layer\nconnection is further employed in the generative and discriminative networks.\nExtensive experiments demonstrate that our model achieves competitive\nperformance compared with state-of-the-art models.","url_abs":"http://arxiv.org/abs/1707.00737v1","url_pdf":"http://arxiv.org/pdf/1707.00737v1.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":"high-quality-face-image-sr-using-conditional","repo_url":"https://github.com/nikhilsu/SuperPixel","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":null}],"tasks":[{"task_slug":null,"task_name":"Generative Adversarial Network"},{"task_slug":"image-super-resolution","task_name":"Image Super-Resolution"},{"task_slug":"super-resolution","task_name":"Super-Resolution"},{"task_slug":"high","task_name":"Vocal Bursts Intensity Prediction"}],"methods":[{"method_slug":"speed","method_name":"SPEED"}],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}