{"id":4165,"date":"2026-09-30T09:00:00","date_gmt":"2026-09-30T03:30:00","guid":{"rendered":"https:\/\/martecksolutions.com\/blog\/?p=4165"},"modified":"2026-09-26T17:04:08","modified_gmt":"2026-09-26T11:34:08","slug":"%f0%9d%97%97%f0%9d%97%b2%f0%9d%97%b0%f0%9d%97%bc%f0%9d%97%b1%f0%9d%97%b6%f0%9d%97%bb%f0%9d%97%b4-%f0%9d%97%94%f0%9d%97%bd%f0%9d%97%bc%f0%9d%97%bd%f0%9d%98%81%f0%9d%97%bc%f0%9d%98%81%f0%9d%97%b6","status":"publish","type":"post","link":"https:\/\/martecksolutions.com\/blog\/?p=4165","title":{"rendered":"\ud835\uddd7\ud835\uddf2\ud835\uddf0\ud835\uddfc\ud835\uddf1\ud835\uddf6\ud835\uddfb\ud835\uddf4 \ud835\uddd4\ud835\uddfd\ud835\uddfc\ud835\uddfd\ud835\ude01\ud835\uddfc\ud835\ude01\ud835\uddf6\ud835\uddf0 \ud835\uddd6\ud835\uddf2\ud835\uddf9\ud835\uddf9\ud835\ude00: \ud835\uddd8\ud835\uddfb\ud835\uddee\ud835\uddef\ud835\uddf9\ud835\uddf6\ud835\uddfb\ud835\uddf4 \ud835\udde3\ud835\uddff\ud835\uddf2\ud835\uddf0\ud835\uddf6\ud835\ude00\ud835\uddf2 \ud835\udde0\ud835\uddf2\ud835\uddf1\ud835\uddf6\ud835\uddf0\ud835\uddee\ud835\uddf9 \ud835\uddd4\ud835\udddc"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Apoptotic cells provide valuable insights into disease progression, cancer research, and treatment response. Precise identification and labelling of these cells can help improve the quality of medical imaging research and AI development.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud835\uddea\ud835\uddf5\ud835\ude06 \ud835\uddd4\ud835\uddf0\ud835\uddf0\ud835\ude02\ud835\uddff\ud835\uddee\ud835\ude01\ud835\uddf2 \ud835\uddd4\ud835\uddfb\ud835\uddfb\ud835\uddfc\ud835\ude01\ud835\uddee\ud835\ude01\ud835\uddf6\ud835\uddfc\ud835\uddfb \ud835\udde0\ud835\uddee\ud835\ude01\ud835\ude01\ud835\uddf2\ud835\uddff\ud835\ude00:<br>\u2022 Distinguishes apoptotic, healthy, and necrotic cells<br>\u2022 Captures complex cellular structures with greater precision<br>\u2022 Supports pathology and oncology research<br>\u2022 Enables consistent analysis across large volumes of medical images<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud835\udddb\ud835\uddfc\ud835\ude04 \ud835\udde0\ud835\uddee\ud835\uddff\ud835\udde7\ud835\uddf2\ud835\uddf0\ud835\uddf8 \ud835\udde6\ud835\uddfc\ud835\uddf9\ud835\ude02\ud835\ude01\ud835\uddf6\ud835\uddfc\ud835\uddfb\ud835\ude00 \ud835\uddd6\ud835\uddee\ud835\uddfb \ud835\udddb\ud835\uddf2\ud835\uddf9\ud835\uddfd:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">MarTeck Solutions provides <strong>manual medical annotation and labelling<\/strong>, performed by trained human experts for complex pathology and medical imaging workflows.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Our services can support:<\/strong><br>\u2022 Cell-level and pixel-level annotation of histopathology images<br>\u2022 Identification and classification of cellular structures<br>\u2022 Expert-reviewed medical annotations<br>\u2022 Multi-level quality checks for annotation consistency<br>\u2022 Scalable annotation workflows for research and healthcare applications<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Human expertise. Medical precision. Consistent annotation.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Building a digital pathology or oncology project that requires reliable medical annotation?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Connect with MarTeck Solutions<\/strong> to discuss your <strong>medical annotation and labelling<\/strong> requirements.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Apoptotic cells provide valuable insights into disease progression, cancer research, and treatment response. Precise identification and labelling of these cells can help improve the quality of medical imaging research and AI development. \ud835\uddea\ud835\uddf5\ud835\ude06 \ud835\uddd4\ud835\uddf0\ud835\uddf0\ud835\ude02\ud835\uddff\ud835\uddee\ud835\ude01\ud835\uddf2 \ud835\uddd4\ud835\uddfb\ud835\uddfb\ud835\uddfc\ud835\ude01\ud835\uddee\ud835\ude01\ud835\uddf6\ud835\uddfc\ud835\uddfb \ud835\udde0\ud835\uddee\ud835\ude01\ud835\ude01\ud835\uddf2\ud835\uddff\ud835\ude00:\u2022 Distinguishes apoptotic, healthy, and necrotic cells\u2022 Captures complex cellular structures with greater precision\u2022 Supports pathology and oncology research\u2022 Enables &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/martecksolutions.com\/blog\/?p=4165\"> <span class=\"screen-reader-text\">\ud835\uddd7\ud835\uddf2\ud835\uddf0\ud835\uddfc\ud835\uddf1\ud835\uddf6\ud835\uddfb\ud835\uddf4 \ud835\uddd4\ud835\uddfd\ud835\uddfc\ud835\uddfd\ud835\ude01\ud835\uddfc\ud835\ude01\ud835\uddf6\ud835\uddf0 \ud835\uddd6\ud835\uddf2\ud835\uddf9\ud835\uddf9\ud835\ude00: \ud835\uddd8\ud835\uddfb\ud835\uddee\ud835\uddef\ud835\uddf9\ud835\uddf6\ud835\uddfb\ud835\uddf4 \ud835\udde3\ud835\uddff\ud835\uddf2\ud835\uddf0\ud835\uddf6\ud835\ude00\ud835\uddf2 \ud835\udde0\ud835\uddf2\ud835\uddf1\ud835\uddf6\ud835\uddf0\ud835\uddee\ud835\uddf9 \ud835\uddd4\ud835\udddc<\/span> Read More &raquo;<\/a><\/p>\n","protected":false},"author":1,"featured_media":4166,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_uag_custom_page_level_css":"","site-sidebar-layout":"default","site-content-layout":"default","ast-global-header-display":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","footnotes":""},"categories":[94,8,95,22],"tags":[27,17,12,26,24],"class_list":["post-4165","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence","category-image-annotation","category-marteck-solutions","category-medical-annotation","tag-ai-ml","tag-healthcare","tag-image-annotation","tag-marteck-solutions","tag-medical-annotation"],"jetpack_featured_media_url":"https:\/\/martecksolutions.com\/blog\/wp-content\/uploads\/2026\/09\/ChatGPT-Image-Sep-26-2026-05_03_25-PM.png","uagb_featured_image_src":{"full":["https:\/\/martecksolutions.com\/blog\/wp-content\/uploads\/2026\/09\/ChatGPT-Image-Sep-26-2026-05_03_25-PM.png",1672,940,false],"thumbnail":["https:\/\/martecksolutions.com\/blog\/wp-content\/uploads\/2026\/09\/ChatGPT-Image-Sep-26-2026-05_03_25-PM-150x150.png",150,150,true],"medium":["https:\/\/martecksolutions.com\/blog\/wp-content\/uploads\/2026\/09\/ChatGPT-Image-Sep-26-2026-05_03_25-PM-300x169.png",300,169,true],"medium_large":["https:\/\/martecksolutions.com\/blog\/wp-content\/uploads\/2026\/09\/ChatGPT-Image-Sep-26-2026-05_03_25-PM-768x432.png",768,432,true],"large":["https:\/\/martecksolutions.com\/blog\/wp-content\/uploads\/2026\/09\/ChatGPT-Image-Sep-26-2026-05_03_25-PM-1024x576.png",1024,576,true],"1536x1536":["https:\/\/martecksolutions.com\/blog\/wp-content\/uploads\/2026\/09\/ChatGPT-Image-Sep-26-2026-05_03_25-PM-1536x864.png",1536,864,true],"2048x2048":["https:\/\/martecksolutions.com\/blog\/wp-content\/uploads\/2026\/09\/ChatGPT-Image-Sep-26-2026-05_03_25-PM.png",1672,940,false]},"uagb_author_info":{"display_name":"Rahul Paith","author_link":"https:\/\/martecksolutions.com\/blog\/?author=1"},"uagb_comment_info":0,"uagb_excerpt":"Apoptotic cells provide valuable insights into disease progression, cancer research, and treatment response. Precise identification and labelling of these cells can help improve the quality of medical imaging research and AI development. \ud835\uddea\ud835\uddf5\ud835\ude06 \ud835\uddd4\ud835\uddf0\ud835\uddf0\ud835\ude02\ud835\uddff\ud835\uddee\ud835\ude01\ud835\uddf2 \ud835\uddd4\ud835\uddfb\ud835\uddfb\ud835\uddfc\ud835\ude01\ud835\uddee\ud835\ude01\ud835\uddf6\ud835\uddfc\ud835\uddfb \ud835\udde0\ud835\uddee\ud835\ude01\ud835\ude01\ud835\uddf2\ud835\uddff\ud835\ude00:\u2022 Distinguishes apoptotic, healthy, and necrotic cells\u2022 Captures complex cellular structures with greater precision\u2022 Supports pathology and oncology research\u2022 Enables&hellip;","_links":{"self":[{"href":"https:\/\/martecksolutions.com\/blog\/index.php?rest_route=\/wp\/v2\/posts\/4165","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/martecksolutions.com\/blog\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/martecksolutions.com\/blog\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/martecksolutions.com\/blog\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/martecksolutions.com\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4165"}],"version-history":[{"count":1,"href":"https:\/\/martecksolutions.com\/blog\/index.php?rest_route=\/wp\/v2\/posts\/4165\/revisions"}],"predecessor-version":[{"id":4167,"href":"https:\/\/martecksolutions.com\/blog\/index.php?rest_route=\/wp\/v2\/posts\/4165\/revisions\/4167"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/martecksolutions.com\/blog\/index.php?rest_route=\/wp\/v2\/media\/4166"}],"wp:attachment":[{"href":"https:\/\/martecksolutions.com\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4165"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/martecksolutions.com\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4165"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/martecksolutions.com\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4165"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}