{"id":15038,"date":"2024-01-18T10:24:56","date_gmt":"2024-01-18T09:24:56","guid":{"rendered":"https:\/\/sano.science\/?post_type=research&#038;p=15038"},"modified":"2024-01-18T10:24:57","modified_gmt":"2024-01-18T09:24:57","slug":"minimal-data-requirement-for-realistic-endoscopic-image-generation-with-stable-diffusion","status":"publish","type":"research","link":"https:\/\/sano.science\/research\/minimal-data-requirement-for-realistic-endoscopic-image-generation-with-stable-diffusion\/","title":{"rendered":"Minimal data requirement for realistic endoscopic image generation with Stable Diffusion"},"content":{"rendered":"\n<h2 class=\"wp-block-heading eplus-wrapper\">Joanna Kaleta, Diego Dall\u2019Alba, Szymon P\u0142otka, Przemys\u0142aw Korzeniowski<\/h2>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n\n\n\n<p class=\" eplus-wrapper\">Computer-assisted surgical systems provide support information to the surgeon, which can improve the execution and overall outcome of the procedure. These systems are based on deep learning models that are trained on complex and challenging-to-annotate data. Generating synthetic data can overcome these limitations, but it is necessary to reduce the domain gap between real and synthetic data.<\/p>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n\n\n\n\t\n    \n        \n\t\t\t<a href=\"https:\/\/link.springer.com\/article\/10.1007\/s11548-023-03030-w?utm_source=rct_congratemailt&#038;utm_medium=email&#038;utm_campaign=oa_20231107&#038;utm_content=10.1007\/s11548-023-03030-w&#038;fbclid=IwAR2GsWKZwJLqcP5wjhvqyHlHnHeughXGMz0l4xLmub2QrXHHr6VxxQxiJ-o\" target=\"_blank\" rel= \"noopener noreferrer nofollow\" class=\"button primary \">\n\n\t\t\t\t<span>\n\t\t\t\t\tREAD HERE\n\t\t\t\t<\/span>\n\n\t\t\t<\/a>\n\n        \n    \n","protected":false},"excerpt":{"rendered":"<p>In: International Journal of Computer Assisted Radiology and Surgery, 2023.<\/p>\n","protected":false},"featured_media":0,"template":"","research_type":[8],"research_team":[17],"class_list":["post-15038","research","type-research","status-publish","hentry","research_type-publications","research_team-health-informatics-group-higs"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.3 (Yoast SEO v27.3) - 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