{"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/mri-to-ct-translation-with-gans","title":"MRI to CT Translation with GANs","arxiv_id":"1901.05259","date":"2019-01-16","proceeding":null,"authors":["Bodo Kaiser","Shadi Albarqouni"],"abstract":"We present a detailed description and reference implementation of\npreprocessing steps necessary to prepare the public Retrospective Image\nRegistration Evaluation (RIRE) dataset for the task of magnetic resonance\nimaging (MRI) to X-ray computed tomography (CT) translation. Furthermore we\ndescribe and implement three state of the art convolutional neural network\n(CNN) and generative adversarial network (GAN) models where we report\nstatistics and visual results of two of them.","url_abs":"http://arxiv.org/abs/1901.05259v1","url_pdf":"http://arxiv.org/pdf/1901.05259v1.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":"mri-to-ct-translation-with-gans","repo_url":"https://github.com/bodokaiser/mrtoct-pytorch","is_official":1,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":null},{"paper_slug":"mri-to-ct-translation-with-gans","repo_url":"https://github.com/bodokaiser/mrtoct-scripts","is_official":1,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"none","reach":null},{"paper_slug":"mri-to-ct-translation-with-gans","repo_url":"https://github.com/bodokaiser/mrtoct-tensorflow","is_official":1,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"tf","reach":null}],"tasks":[{"task_slug":"computed-tomography-ct","task_name":"Computed Tomography (CT)"},{"task_slug":null,"task_name":"Generative Adversarial Network"},{"task_slug":"image-registration","task_name":"Image Registration"},{"task_slug":"translation","task_name":"Translation"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}