{"id":24355,"date":"2026-05-23T11:19:18","date_gmt":"2026-05-23T11:19:18","guid":{"rendered":"https:\/\/umang.pk\/2026\/05\/23\/%d8%b7%d8%a8%db%8c-%d8%aa%d8%ad%d9%82%db%8c%d9%82-%da%a9%db%92-%d9%84%db%8c%db%92-ai-%d9%be%d8%b1-%d9%85%d8%a8%d9%86%db%8c-%d9%85%db%8c%da%88%db%8c%da%a9%d9%84-%d8%a7%d9%85%db%8c%d8%ac-%da%88%db%8c\/"},"modified":"2026-05-23T11:19:26","modified_gmt":"2026-05-23T11:19:26","slug":"%d8%b7%d8%a8%db%8c-%d8%aa%d8%ad%d9%82%db%8c%d9%82-%da%a9%db%92-%d9%84%db%8c%db%92-ai-%d9%be%d8%b1-%d9%85%d8%a8%d9%86%db%8c-%d9%85%db%8c%da%88%db%8c%da%a9%d9%84-%d8%a7%d9%85%db%8c%d8%ac-%da%88%db%8c","status":"publish","type":"post","link":"https:\/\/umang.pk\/en_us\/2026\/05\/23\/%d8%b7%d8%a8%db%8c-%d8%aa%d8%ad%d9%82%db%8c%d9%82-%da%a9%db%92-%d9%84%db%8c%db%92-ai-%d9%be%d8%b1-%d9%85%d8%a8%d9%86%db%8c-%d9%85%db%8c%da%88%db%8c%da%a9%d9%84-%d8%a7%d9%85%db%8c%d8%ac-%da%88%db%8c\/","title":{"rendered":"\u0637\u0628\u06cc \u062a\u062d\u0642\u06cc\u0642 \u06a9\u06d2 \u0644\u06cc\u06d2 AI \u067e\u0631 \u0645\u0628\u0646\u06cc \u0645\u06cc\u0688\u06cc\u06a9\u0644 \u0627\u0645\u06cc\u062c \u0688\u06cc-\u0622\u0626\u06cc\u0688\u06cc\u0646\u0679\u06cc\u0641\u06cc\u06a9\u06cc\u0634\u0646 \u067e\u0627\u0626\u067e \u0644\u0627\u0626\u0646 \u06a9\u06cc\u0633\u06d2 \u0628\u0646\u0627\u0626\u06cc \u062c\u0627\u0626\u06d2\u06d4"},"content":{"rendered":"\n<div id=\"\">\n<p>\u0645\u06cc\u0688\u06cc\u06a9\u0644 \u0627\u0645\u06cc\u062c\u0646\u06af \u0635\u062d\u062a \u06a9\u06cc \u062f\u06cc\u06a9\u06be \u0628\u06be\u0627\u0644 \u06a9\u0648 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631 \u0631\u06c1\u06cc \u06c1\u06d2\u06d4 \u0645\u062d\u0642\u0642\u06cc\u0646 \u0633\u06cc\u0646\u06d2 \u06a9\u06d2 \u0627\u06cc\u06a9\u0633 \u0631\u06d2 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u0646\u0645\u0648\u0646\u06cc\u0627 \u06a9\u0627 \u067e\u062a\u06c1 \u0644\u06af\u0627\u0646\u06d2\u060c \u0627\u06cc\u06a9\u0648 \u06a9\u0627\u0631\u0688\u06cc\u0648\u06af\u0631\u0627\u0641\u06cc \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u062f\u0644 \u06a9\u06d2 \u06a9\u0627\u0645 \u06a9\u0627 \u0627\u0646\u062f\u0627\u0632\u06c1 \u0644\u06af\u0627\u0646\u06d2\u060c \u0627\u0648\u0631 MRI \u0627\u0633\u06a9\u06cc\u0646\u0648\u06ba \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u0679\u06cc\u0648\u0645\u0631 \u06a9\u06cc \u0634\u0646\u0627\u062e\u062a \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06af\u06c1\u0631\u06d2 \u0633\u06cc\u06a9\u06be\u0646\u06d2 \u06a9\u06d2 \u0645\u0627\u0688\u0644\u0632 \u06a9\u0648 \u062a\u0631\u0628\u06cc\u062a \u062f\u06d2 \u0631\u06c1\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0644\u06cc\u06a9\u0646 \u0627\u0633 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u06a9\u06c1 \u0627\u0646 \u062a\u0635\u0627\u0648\u06cc\u0631 \u06a9\u0648 \u0645\u062d\u0642\u0642\u06cc\u0646 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0634\u06cc\u0626\u0631 \u06a9\u06cc\u0627 \u062c\u0627\u0626\u06d2 \u06cc\u0627 \u0645\u0634\u06cc\u0646 \u0644\u0631\u0646\u0646\u06af \u0645\u0627\u0688\u0644\u0632 \u06a9\u0648 \u062a\u0631\u0628\u06cc\u062a \u062f\u06cc\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u06cc\u0627 \u062c\u0627\u0626\u06d2\u060c \u0627\u06cc\u06a9 \u0627\u06c1\u0645 \u0686\u06cc\u0644\u0646\u062c \u0633\u06d2 \u0646\u0645\u0679\u0646\u0627 \u0636\u0631\u0648\u0631\u06cc \u06c1\u06d2\u06d4<\/p>\n<p><em><strong>\u0622\u067e \u0645\u0631\u06cc\u0636 \u06a9\u06cc \u0630\u0627\u062a\u06cc \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u06a9\u06cc \u062d\u0641\u0627\u0638\u062a \u06a9\u06cc\u0633\u06d2 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u061f<\/strong><\/em><\/p>\n<p>\u0637\u0628\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0645\u06cc\u06ba \u0627\u06a9\u062b\u0631 \u062d\u0633\u0627\u0633 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u06c1\u0648\u062a\u06cc \u06c1\u06cc\u06ba \u062c\u06cc\u0633\u06d2 \u0645\u0631\u06cc\u0636 \u06a9\u0627 \u0646\u0627\u0645\u060c \u062a\u0627\u0631\u06cc\u062e \u067e\u06cc\u062f\u0627\u0626\u0634\u060c \u06c1\u0633\u067e\u062a\u0627\u0644 \u06a9\u0627 \u0634\u0646\u0627\u062e\u062a \u06a9\u0646\u0646\u062f\u06c1\u060c \u0627\u0648\u0631 \u0627\u0644\u062d\u0627\u0642 \u0646\u0645\u0628\u0631\u06d4 \u0627\u0633 \u0645\u06cc\u06ba \u0633\u06d2 \u06a9\u0686\u06be \u0645\u0639\u0644\u0648\u0645\u0627\u062a DICOM (<strong>\u0637\u0628 \u0645\u06cc\u06ba \u0688\u06cc\u062c\u06cc\u0679\u0644 \u0627\u0645\u06cc\u062c\u0646\u06af \u0627\u0648\u0631 \u0645\u0648\u0627\u0635\u0644\u0627\u062a)<\/strong> \u06cc\u06c1 \u0645\u06cc\u0679\u0627 \u0688\u06cc\u0679\u0627 \u06c1\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u0627\u0633 \u06a9\u0627 \u0632\u06cc\u0627\u062f\u06c1 \u062a\u0631 \u062d\u0635\u06c1 \u0628\u0631\u0627\u06c1 \u0631\u0627\u0633\u062a \u062a\u0635\u0648\u06cc\u0631\u06cc \u067e\u06a9\u0633\u0644\u0632 \u0645\u06cc\u06ba \u0628\u06cc\u06a9 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u0633 \u0679\u06cc\u0648\u0679\u0648\u0631\u06cc\u0644 \u0645\u06cc\u06ba\u060c AI \u067e\u0631 \u0645\u0628\u0646\u06cc \u06af\u0645\u0646\u0627\u0645 \u067e\u0627\u0626\u067e \u0644\u0627\u0626\u0646 \u0628\u0646\u0627\u0646\u06d2 \u06a9\u0627 \u0637\u0631\u06cc\u0642\u06c1 \u0633\u06cc\u06a9\u06be\u06cc\u06ba \u062c\u0648 \u067e\u06cc \u0627\u06cc\u0686 \u0622\u0626\u06cc \u06a9\u0648 \u0645\u06cc\u0679\u0627 \u0688\u06cc\u0679\u0627 \u0627\u0648\u0631 \u0627\u0645\u06cc\u062c \u067e\u06a9\u0633\u0644\u0632 \u062f\u0648\u0646\u0648\u06ba \u0633\u06d2 \u06c1\u0679\u0627\u062a\u06cc \u06c1\u06d2\u06d4 \u0631\u0627\u0633\u062a\u06d2 \u0645\u06cc\u06ba\u060c \u06c1\u0645 \u0622\u067e\u0679\u06cc\u06a9\u0644 \u06a9\u0631\u06cc\u06a9\u0679\u0631 \u0631\u06cc\u06a9\u06af\u0646\u06cc\u0634\u0646 (OCR)\u060c \u0646\u0627\u0645 \u0634\u062f\u06c1 \u06c1\u0633\u062a\u06cc \u06a9\u06cc \u0634\u0646\u0627\u062e\u062a (NER)\u060c \u0627\u0648\u0631 \u0645\u0639\u06cc\u0627\u0631\u0627\u062a \u067e\u0631 \u0645\u0628\u0646\u06cc DICOM \u067e\u0631\u0648\u0633\u06cc\u0633\u0646\u06af \u06a9\u0648 \u062f\u06cc\u06a9\u06be\u06cc\u06ba \u06af\u06d2\u06d4<\/p>\n<p>\u0622\u062e\u0631 \u0645\u06cc\u06ba\u060c \u0645\u06cc\u06ba \u0622\u067e \u06a9\u0648 \u062f\u06a9\u06be\u0627\u0624\u06ba \u06af\u0627 \u06a9\u06c1 \u0627\u0646 \u062e\u06cc\u0627\u0644\u0627\u062a \u06a9\u0648 \u0627\u06cc\u06a9 \u0627\u0648\u067e\u0646 \u0633\u0648\u0631\u0633 PyTorch \u067e\u0631\u0648\u062c\u06cc\u06a9\u0679 \u0645\u06cc\u06ba \u06a9\u06cc\u0633\u06d2 \u06cc\u06a9\u062c\u0627 \u06a9\u06cc\u0627 \u062c\u0627\u0626\u06d2 \u062c\u0633\u06d2 Aegis \u06a9\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<h2 id=\"heading-what-youll-build\">\u06a9\u06cc\u0627 \u062a\u0639\u0645\u06cc\u0631 \u06a9\u0631\u0646\u0627 \u06c1\u06d2<\/h2>\n<p>\u0627\u0633 \u0679\u06cc\u0648\u0679\u0648\u0631\u06cc\u0644 \u0645\u06cc\u06ba\u060c \u0622\u067e \u0627\u067e\u0646\u06cc \u0645\u0631\u0636\u06cc \u06a9\u06d2 \u0645\u0637\u0627\u0628\u0642 MONAI (PyTorch) \u067e\u0631\u06cc \u067e\u0631\u0648\u0633\u06cc\u0633\u0646\u06af \u067e\u0627\u0626\u067e \u0644\u0627\u0626\u0646 \u0628\u0646\u0627\u062a\u06d2 \u06c1\u06cc\u06ba \u062c\u0648 \u0637\u0628\u06cc \u0627\u0645\u06cc\u062c\u0632 \u06a9\u0648 \u0637\u0628\u06cc \u062a\u062d\u0642\u06cc\u0642 \u06cc\u0627 AI \u0645\u0627\u0688\u0644 \u0679\u0631\u06cc\u0646\u0646\u06af \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u062e\u0648\u062f \u0628\u062e\u0648\u062f \u06af\u0645\u0646\u0627\u0645 \u06a9\u0631 \u062f\u06cc\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<p>\u067e\u0627\u0626\u067e \u0644\u0627\u0626\u0646 \u0645\u0646\u062f\u0631\u062c\u06c1 \u0630\u06cc\u0644 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u06cc \u06c1\u06d2:<\/p>\n<ul>\n<li>\n<p>DICOM \u062a\u062d\u0642\u06cc\u0642 \u06a9\u0648 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<li>\n<p>\u0645\u06cc\u0679\u0627 \u0688\u06cc\u0679\u0627 \u0627\u0648\u0631 \u067e\u06a9\u0633\u0644 \u0688\u06cc\u0679\u0627 \u0644\u0648\u0688 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<li>\n<p>OCR \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u062c\u0644\u06d2 \u06c1\u0648\u0626\u06d2 \u0645\u062a\u0646 \u06a9\u0627 \u067e\u062a\u06c1 \u0644\u06af\u0627\u0626\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<li>\n<p>\u0645\u062a\u0646 \u06a9\u0648 PHI \u06cc\u0627 \u063a\u06cc\u0631 PHI \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u062f\u0631\u062c\u06c1 \u0628\u0646\u062f\u06cc \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<li>\n<p>\u062d\u0633\u0627\u0633 \u067e\u06a9\u0633\u0644 \u0627\u06cc\u0631\u06cc\u0627\u0632 \u0645\u06cc\u06ba \u062a\u0631\u0645\u06cc\u0645 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<li>\n<p>DICOM \u0645\u06cc\u0679\u0627 \u0688\u06cc\u0679\u0627 \u0627\u0648\u0631 \u067e\u06a9\u0633\u0644 \u0688\u06cc\u0679\u0627 \u0633\u06d2 PHI \u06a9\u0648 \u06c1\u0679\u0627 \u062f\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<li>\n<p>\u0688\u0627\u0624\u0646 \u0627\u0633\u0679\u0631\u06cc\u0645 AI \u0648\u0631\u06a9 \u0641\u0644\u0648 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0631\u0627\u0632\u062f\u0627\u0631\u06cc \u06a9\u0648 \u0645\u062d\u0641\u0648\u0638 \u0631\u06a9\u06be\u0646\u06d2 \u0648\u0627\u0644\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u06a9\u0648 \u0627\u0633\u0679\u0648\u0631 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<\/ul>\n<p>\u0628\u0627\u0644\u0622\u062e\u0631\u060c \u0622\u067e \u06a9\u06d2 \u067e\u0627\u0633 \u062f\u0648\u0628\u0627\u0631\u06c1 \u0642\u0627\u0628\u0644 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 MONAI \u062a\u0628\u062f\u06cc\u0644\u06cc \u06c1\u0648\u06af\u06cc \u062c\u0633\u06d2 \u062a\u062d\u0642\u06cc\u0642 \u0627\u0648\u0631 \u06af\u06c1\u0631\u06cc \u0633\u06cc\u06a9\u06be\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0631\u0627\u0632\u062f\u0627\u0631\u06cc \u06a9\u06d2 \u062a\u062d\u0641\u0638 \u06a9\u06d2 \u0688\u06cc\u0679\u0627\u0633\u06cc\u0679\u0633 \u06a9\u0648 \u062a\u06cc\u0627\u0631 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06a9\u0633\u06cc \u0628\u06be\u06cc \u0637\u0628\u06cc \u0627\u0645\u06cc\u062c\u0646\u06af \u0648\u0631\u06a9 \u0641\u0644\u0648 \u0645\u06cc\u06ba \u0628\u0631\u0627\u06c1 \u0631\u0627\u0633\u062a \u0636\u0645 \u06a9\u06cc\u0627 \u062c\u0627 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<h2 id=\"heading-prerequisites\">\u0634\u0631\u0637\u06cc\u06ba<\/h2>\n<p>\u0627\u0633 \u0679\u06cc\u0648\u0679\u0648\u0631\u06cc\u0644 \u067e\u0631 \u0639\u0645\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0622\u067e \u06a9\u0648 \u0636\u0631\u0648\u0631\u062a \u06c1\u0648 \u06af\u06cc:<\/p>\n<ul>\n<li>\n<p>\u0627\u0646\u0679\u0631\u0645\u06cc\u0688\u06cc\u0679 \u0627\u0632\u06af\u0631 \u06a9\u0627 \u062a\u062c\u0631\u0628\u06c1<\/p>\n<\/li>\n<li>\n<p>PyTorch \u06a9\u06cc \u0628\u0646\u06cc\u0627\u062f\u06cc \u062a\u0641\u06c1\u06cc\u0645<\/p>\n<\/li>\n<li>\n<p>\u0645\u06cc\u0688\u06cc\u06a9\u0644 \u0627\u0645\u06cc\u062c\u0646\u06af \u06a9\u06d2 \u062a\u0635\u0648\u0631\u0627\u062a \u06a9\u0648 \u0633\u0645\u062c\u06be\u0646\u0627<\/p>\n<\/li>\n<li>\n<p>Python 3.10 \u06cc\u0627 \u0627\u0633 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1<\/p>\n<\/li>\n<\/ul>\n<p>\u06c1\u0645 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u06cc\u06ba \u06af\u06d2:<\/p>\n<ul>\n<li>\n<p>\u0631\u0627\u06c1\u0628<\/p>\n<\/li>\n<li>\n<p>\u067e\u0627\u0626\u06cc\u06a9 \u06a9\u06d2 \u0633\u0627\u062a\u06be<\/p>\n<\/li>\n<li>\n<p>\u0627\u06cc\u0632\u06cc \u0627\u0648 \u0633\u06cc \u0622\u0631<\/p>\n<\/li>\n<li>\n<p>NumPy<\/p>\n<\/li>\n<li>\n<p>\u0679\u0631\u0627\u0646\u0633\u0641\u0627\u0631\u0645\u0631<\/p>\n<\/li>\n<li>\n<p>\u0633\u0679\u06cc\u0646\u0641\u0648\u0631\u0688 NER<\/p>\n<\/li>\n<\/ul>\n<p><em><strong>\u062a\u0631\u062c\u06cc\u062d\u0627\u062a<\/strong><\/em><\/p>\n<pre><code class=\"language-python\"># Create and activate a virtual environment\npython -m venv venv\nsource venv\/bin\/activate        # On Windows: venvScriptsactivate\n\n# Upgrade pip\npip install --upgrade pip\n\n# Install the core libraries used in this tutorial\npip install \n    monai \n    pydicom \n    easyocr \n    numpy \n    transformers \n    torch \n\n# Download the Stanford medical de-identification model from Hugging Face\npython -c \"\nfrom transformers import AutoTokenizer, AutoModelForTokenClassification\n\nmodel_name=\"StanfordAIMI\/stanford-deidentifier-base\"\nAutoTokenizer.from_pretrained(model_name)\nAutoModelForTokenClassification.from_pretrained(model_name)\nprint('Stanford NER model downloaded successfully.')\n\"\n<\/code><\/pre>\n<h2 id=\"heading-why-privacy-matters-in-medical-imaging\"><strong>\u0637\u0628\u06cc \u0627\u0645\u06cc\u062c\u0646\u06af \u0645\u06cc\u06ba \u0631\u0627\u0632\u062f\u0627\u0631\u06cc \u06a9\u06cc\u0648\u06ba \u0627\u06c1\u0645 \u06c1\u06d2\u06d4<\/strong><\/h2>\n<p>\u0635\u062d\u062a \u06a9\u06cc \u062f\u06cc\u06a9\u06be \u0628\u06be\u0627\u0644 \u06a9\u0631\u0646\u06d2 \u0648\u0627\u0644\u06cc \u062a\u0646\u0638\u06cc\u0645\u06cc\u06ba \u06c1\u0631 \u0631\u0648\u0632 \u0628\u06c1\u062a \u0632\u06cc\u0627\u062f\u06c1 \u0627\u0645\u06cc\u062c\u0646\u06af \u0688\u06cc\u0679\u0627 \u062a\u06cc\u0627\u0631 \u06a9\u0631\u062a\u06cc \u06c1\u06cc\u06ba\u06d4 \u06cc\u06c1 \u0688\u06cc\u0679\u0627 \u0633\u06cc\u0679 \u0627\u0633 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0628\u06c1\u062a \u0627\u06c1\u0645 \u06c1\u06cc\u06ba:<\/p>\n<p>\u062a\u0627\u06c1\u0645\u060c \u0631\u06cc\u0627\u0633\u062a\u06c1\u0627\u0626\u06d2 \u0645\u062a\u062d\u062f\u06c1 \u0645\u06cc\u06ba \u06c1\u06cc\u0644\u062a\u06be \u0627\u0646\u0634\u0648\u0631\u0646\u0633 \u067e\u0648\u0631\u0679\u06cc\u0628\u0644\u0679\u06cc \u0627\u06cc\u0646\u0688 \u0627\u06a9\u0627\u0648\u0646\u0679\u06cc\u0628\u0644\u0679\u06cc \u0627\u06cc\u06a9\u0679 (HIPAA) \u062c\u06cc\u0633\u06d2 \u0631\u0627\u0632\u062f\u0627\u0631\u06cc \u06a9\u06d2 \u0636\u0648\u0627\u0628\u0637 \u06a9\u0627 \u062a\u0642\u0627\u0636\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0688\u06cc\u0679\u0627 \u0634\u06cc\u0626\u0631 \u06a9\u0631\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u0645\u062d\u0641\u0648\u0638 \u0634\u062f\u06c1 \u0635\u062d\u062a \u06a9\u06cc \u0645\u0639\u0644\u0648\u0645\u0627\u062a (PHI) \u06a9\u0648 \u06c1\u0679\u0627 \u062f\u06cc\u0627 \u062c\u0627\u0626\u06d2\u06d4 \u06cc\u06c1 \u0627\u06cc\u06a9 \u0633\u0646\u06af\u06cc\u0646 \u0631\u06a9\u0627\u0648\u0679 \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0628\u06c1\u062a \u0633\u06d2 \u06c1\u0633\u067e\u062a\u0627\u0644 \u0627\u0628 \u0628\u06be\u06cc \u06c1\u0632\u0627\u0631\u0648\u06ba \u062a\u0635\u0627\u0648\u06cc\u0631 \u06a9\u0648 \u0627\u0633\u06a9\u06cc\u0646 \u06a9\u0631\u0646\u06d2 \u0627\u0648\u0631 \u0645\u06cc\u0679\u0627 \u0688\u06cc\u0679\u0627 \u0627\u0648\u0631 \u062a\u0635\u0648\u06cc\u0631\u06cc \u062a\u0634\u0631\u06cc\u062d\u0627\u062a \u0645\u06cc\u06ba \u0686\u06be\u067e\u06d2 \u06c1\u0648\u0626\u06d2 \u0645\u0631\u06cc\u0636 \u06a9\u06d2 \u0634\u0646\u0627\u062e\u062a \u06a9\u0646\u0646\u062f\u06af\u0627\u0646 \u06a9\u0648 \u062a\u0644\u0627\u0634 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u062f\u0633\u062a\u06cc \u062c\u0627\u0626\u0632\u06d2 \u067e\u0631 \u0627\u0646\u062d\u0635\u0627\u0631 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u06cc\u06c1 \u0639\u0645\u0644 \u0633\u0633\u062a\u060c \u0645\u06c1\u0646\u06af\u0627 \u0627\u0648\u0631 \u0627\u0646\u0633\u0627\u0646\u06cc \u063a\u0644\u0637\u06cc \u06a9\u0627 \u0634\u06a9\u0627\u0631 \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u0633 \u0645\u0633\u0626\u0644\u06d2 \u06a9\u0648 \u062d\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0688\u06cc-\u0622\u0626\u06cc\u0688\u06cc\u0646\u0679\u06cc\u0641\u06cc\u06a9\u06cc\u0634\u0646 \u0633\u0627\u0641\u0679 \u0648\u06cc\u0626\u0631 \u0627\u0646\u062c\u06cc\u0646\u0626\u0631\u0646\u06af\u060c \u06a9\u0645\u067e\u06cc\u0648\u0679\u0631 \u0648\u06cc\u0698\u0646\u060c \u0627\u0648\u0631 \u0642\u062f\u0631\u062a\u06cc \u0632\u0628\u0627\u0646 \u06a9\u06cc \u067e\u0631\u0648\u0633\u06cc\u0633\u0646\u06af \u06a9\u0648 \u06cc\u06a9\u062c\u0627 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<h2 id=\"heading-understanding-phi-hipaa-and-dicom\">PHI\u060c HIPAA\u060c \u0627\u0648\u0631 DICOM \u06a9\u0648 \u0633\u0645\u062c\u06be\u0646\u0627<\/h2>\n<h2 id=\"heading-what-is-phi\"><strong>PHI \u06a9\u06cc\u0627 \u06c1\u06d2\u061f<\/strong><\/h2>\n<p>\u067e\u0631\u0648\u0679\u06cc\u06a9\u0679\u0688 \u06c1\u06cc\u0644\u062a\u06be \u0627\u0646\u0641\u0627\u0631\u0645\u06cc\u0634\u0646 (PHI) \u0645\u06cc\u06ba \u0627\u06cc\u0633\u06cc \u06a9\u0648\u0626\u06cc \u0628\u06be\u06cc \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0634\u0627\u0645\u0644 \u06c1\u0648\u062a\u06cc \u06c1\u06d2 \u062c\u0648 \u0645\u0631\u06cc\u0636 \u06a9\u06cc \u0634\u0646\u0627\u062e\u062a \u06a9\u0631\u062a\u06cc \u06c1\u0648\u060c \u062c\u06cc\u0633\u06d2:<\/p>\n<pre><code class=\"language-plaintext\">Name\nMedical record number\nDate of birth\nStudy date\nHospital ID\nAccession number\n<\/code><\/pre>\n<h3 id=\"heading-what-is-hipaa\"><strong>HIPAA \u06a9\u06cc\u0627 \u06c1\u06d2\u061f<\/strong><\/h3>\n<p>\u06c1\u06cc\u0644\u062a\u06be \u0627\u0646\u0634\u0648\u0631\u0646\u0633 \u067e\u0648\u0631\u0679\u06cc\u0628\u0644\u0679\u06cc \u0627\u06cc\u0646\u0688 \u0627\u06a9\u0627\u0648\u0646\u0679\u06cc\u0628\u0644\u0679\u06cc \u0627\u06cc\u06a9\u0679 (HIPAA) \u0645\u0631\u06cc\u0636\u0648\u06ba \u06a9\u06d2 \u0688\u06cc\u0679\u0627 \u06a9\u06cc \u062d\u0641\u0627\u0638\u062a \u06a9\u06d2 \u0644\u06cc\u06d2 \u0642\u0648\u0627\u0639\u062f \u06a9\u06cc \u0648\u0636\u0627\u062d\u062a \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u06cc\u06a9 \u0639\u0627\u0645 \u0637\u0631\u06cc\u0642\u06c1 \u0633\u06cc\u0641 \u06c1\u0627\u0631\u0628\u0631 \u0637\u0631\u06cc\u0642\u06c1 \u06c1\u06d2\u060c \u062c\u0633 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0636\u0631\u0648\u0631\u06cc \u06c1\u06d2 \u06a9\u06c1 \u0688\u06cc\u0679\u0627 \u0634\u06cc\u0626\u0631 \u06a9\u0631\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u0645\u062e\u0635\u0648\u0635 \u0634\u0646\u0627\u062e\u062a \u06a9\u0646\u0646\u062f\u06af\u0627\u0646 \u06a9\u0648 \u06c1\u0679\u0627 \u062f\u06cc\u0627 \u062c\u0627\u0626\u06d2\u06d4<\/p>\n<h3 id=\"heading-what-is-dicom\"><strong>DICOM \u06a9\u06cc\u0627 \u06c1\u06d2\u061f<\/strong><\/h3>\n<p>\u0637\u0628\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631\u060c \u0648\u063a\u06cc\u0631\u06c1 <strong>\u06a9\u0645\u067e\u06cc\u0648\u0679\u06cc\u0688 \u0679\u0648\u0645\u0648\u06af\u0631\u0627\u0641\u06cc (CT)<\/strong>, <strong>\u0645\u0642\u0646\u0627\u0637\u06cc\u0633\u06cc \u06af\u0648\u0646\u062c \u0627\u0645\u06cc\u062c\u0646\u06af (MRI)<\/strong>\u0627\u0648\u0631 <strong>\u0627\u0644\u0679\u0631\u0627\u0633\u0627\u0624\u0646\u0688 (\u0627\u0645\u0631\u06cc\u06a9\u06c1)<\/strong> \u0639\u0627\u0645 \u0637\u0648\u0631 \u067e\u0631 DICOM \u0645\u06cc\u06ba \u0645\u062d\u0641\u0648\u0638 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4 <strong>(\u0637\u0628 \u0645\u06cc\u06ba \u0688\u06cc\u062c\u06cc\u0679\u0644 \u0627\u0645\u06cc\u062c\u0646\u06af \u0627\u0648\u0631 \u0645\u0648\u0627\u0635\u0644\u0627\u062a)<\/strong> \u0645\u06cc\u0688\u06cc\u06a9\u0644 \u0627\u0645\u06cc\u062c\u0646\u06af \u0688\u06cc\u0679\u0627 \u06a9\u0648 \u0630\u062e\u06cc\u0631\u06c1 \u06a9\u0631\u0646\u06d2 \u0627\u0648\u0631 \u062a\u0628\u0627\u062f\u0644\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0628\u06cc\u0646 \u0627\u0644\u0627\u0642\u0648\u0627\u0645\u06cc \u0645\u0639\u06cc\u0627\u0631\u06cc \u0641\u0627\u0631\u0645\u06cc\u0679\u06d4<\/p>\n<p>JPEG \u06cc\u0627 PNG \u062c\u06cc\u0633\u06d2 \u0639\u0627\u0645 \u062a\u0635\u0648\u06cc\u0631\u06cc \u0641\u0627\u0631\u0645\u06cc\u0679\u0633 \u06a9\u06d2 \u0628\u0631\u0639\u06a9\u0633\u060c DICOM \u0641\u0627\u0626\u0644\u0648\u06ba \u0645\u06cc\u06ba \u062e\u0648\u062f \u062a\u0635\u0648\u06cc\u0631 \u0627\u0648\u0631 \u0645\u0631\u06cc\u0636\u060c \u0645\u0637\u0627\u0644\u0639\u06c1 \u0627\u0648\u0631 \u0627\u0645\u06cc\u062c\u0646\u06af \u06a9\u06d2 \u0637\u0631\u06cc\u0642\u06c1 \u06a9\u0627\u0631 \u06a9\u0648 \u0628\u06cc\u0627\u0646 \u06a9\u0631\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u0633\u0627\u062e\u062a\u06cc \u0645\u06cc\u0679\u0627 \u0688\u06cc\u0679\u0627 \u06a9\u0627 \u0627\u06cc\u06a9 \u0628\u06be\u0631\u067e\u0648\u0631 \u0645\u062c\u0645\u0648\u0639\u06c1 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u06cc\u06a9 \u0639\u0627\u0645 DICOM \u0641\u0627\u0626\u0644 \u0645\u06cc\u06ba \u062f\u0648 \u0627\u06c1\u0645 \u0627\u062c\u0632\u0627\u0621 \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba:<\/p>\n<ol>\n<li>\n<p><strong>\u067e\u06a9\u0633\u0644 \u0688\u06cc\u0679\u0627<\/strong> &#8211; \u0627\u0635\u0644\u06cc \u0637\u0628\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0634\u0645\u0648\u0644 CT \u0633\u0644\u0627\u0626\u0633\u0633\u060c MRI \u0648\u0627\u0644\u06cc\u0648\u0645\u060c \u0627\u0644\u0679\u0631\u0627\u0633\u0627\u0624\u0646\u0688 \u0641\u0631\u06cc\u0645 \u0648\u063a\u06cc\u0631\u06c1\u06d4<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u06cc\u0679\u0627 \u0688\u06cc\u0679\u0627<\/strong> &#8211; \u0633\u0679\u0631\u06a9\u0686\u0631\u0688 \u0641\u06cc\u0644\u0688\u0632 \u062c\u0646 \u0645\u06cc\u06ba \u0634\u0627\u0645\u0644 \u06c1\u0648 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba:<\/p>\n<ul>\n<li>\n<p>\u0645\u0631\u06cc\u0636 \u06a9\u0627 \u0646\u0627\u0645 \u0627\u0648\u0631 \u0645\u06cc\u0688\u06cc\u06a9\u0644 \u0631\u06cc\u06a9\u0627\u0631\u0688 \u0646\u0645\u0628\u0631<\/p>\n<\/li>\n<li>\n<p>\u0633\u0627\u0644\u06af\u0631\u06c1<\/p>\n<\/li>\n<li>\n<p>\u0645\u0637\u0627\u0644\u0639\u06c1 \u0627\u0648\u0631 \u062d\u0635\u0648\u0644 \u06a9\u06cc \u062a\u0627\u0631\u06cc\u062e<\/p>\n<\/li>\n<li>\n<p>\u0627\u0645\u06cc\u062c\u0646\u06af \u062a\u06a9\u0646\u06cc\u06a9 (CT\u060c MRI\u060c USA)<\/p>\n<\/li>\n<li>\n<p>\u0633\u06a9\u06cc\u0646\u0631 \u06a9\u0627\u0631\u062e\u0627\u0646\u06c1 \u062f\u0627\u0631 \u0627\u0648\u0631 \u0679\u06cc\u06a9\u0646\u0627\u0644\u0648\u062c\u06cc \u06a9\u06d2 \u062d\u0635\u0648\u0644 \u06a9\u06d2 \u067e\u06cc\u0631\u0627\u0645\u06cc\u0679\u0631\u0632<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>\u06cc\u06c1 \u0645\u062c\u0645\u0648\u0639\u06c1 DICOM \u06a9\u0648 \u0635\u0631\u0641 \u0627\u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631\u06cc \u0634\u06a9\u0644 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u0628\u0646\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0627\u06cc\u06a9 \u0645\u0639\u06cc\u0627\u0631\u06cc \u06a9\u0646\u0679\u06cc\u0646\u0631 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u062c\u0648 \u0627\u0645\u06cc\u062c\u0646\u06af \u0622\u0644\u0627\u062a\u060c \u06c1\u0633\u067e\u062a\u0627\u0644 \u06a9\u06d2 \u0646\u0638\u0627\u0645\u060c \u0627\u0648\u0631 \u062a\u062d\u0642\u06cc\u0642\u06cc \u0633\u0627\u0641\u0679 \u0648\u06cc\u0626\u0631 \u06a9\u0648 \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f \u0627\u0648\u0631 \u0645\u0633\u062a\u0642\u0644 \u0637\u0648\u0631 \u067e\u0631 \u0688\u06cc\u0679\u0627 \u06a9\u0627 \u062a\u0628\u0627\u062f\u0644\u06c1 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0627\u062c\u0627\u0632\u062a \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0686\u0648\u0646\u06a9\u06c1 DICOM \u0645\u06cc\u0679\u0627 \u0688\u06cc\u0679\u0627 \u0645\u06cc\u06ba \u0627\u06a9\u062b\u0631 \u0645\u062d\u0641\u0648\u0638 \u0634\u062f\u06c1 \u0635\u062d\u062a \u06a9\u06cc \u0645\u0639\u0644\u0648\u0645\u0627\u062a (PHI) \u0634\u0627\u0645\u0644 \u06c1\u0648\u062a\u06cc \u06c1\u06d2 \u0627\u0648\u0631\u060c \u062e\u0627\u0635 \u0637\u0648\u0631 \u067e\u0631 \u0627\u0644\u0679\u0631\u0627\u0633\u0627\u0624\u0646\u0688 \u0627\u0633\u0679\u0688\u06cc\u0632 \u0645\u06cc\u06ba\u060c \u0634\u0646\u0627\u062e\u062a \u06a9\u0646\u0646\u062f\u06af\u0627\u0646 \u06a9\u0648 \u0628\u0631\u0627\u06c1 \u0631\u0627\u0633\u062a \u062a\u0635\u0648\u06cc\u0631\u06cc \u067e\u06a9\u0633\u0644\u0632 \u0645\u06cc\u06ba \u0628\u06cc\u06a9 \u06a9\u06cc\u0627 \u062c\u0627 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0633 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u06a9\u06c1 \u0637\u0628\u06cc \u062a\u062d\u0642\u06cc\u0642 \u06cc\u0627 AI \u0688\u06cc\u0648\u0644\u067e\u0645\u0646\u0679 \u06a9\u06d2 \u0644\u06cc\u06d2 \u062a\u0635\u0627\u0648\u06cc\u0631 \u06a9\u0648 \u0645\u062d\u0641\u0648\u0638 \u0637\u0631\u06cc\u0642\u06d2 \u0633\u06d2 \u0634\u06cc\u0626\u0631 \u06a9\u06cc\u0627 \u062c\u0627 \u0633\u06a9\u06d2\u060c \u0645\u06cc\u0679\u0627 \u0688\u06cc\u0679\u0627 \u0627\u0648\u0631 \u067e\u06a9\u0633\u0644 \u0688\u06cc\u0679\u0627 \u062f\u0648\u0646\u0648\u06ba \u06a9\u0648 \u0688\u06cc \u0622\u0626\u06cc\u0688\u06cc\u0646\u0679\u06cc\u0641\u06cc\u06a9\u06cc\u0634\u0646 \u06a9\u06d2 \u0639\u0645\u0644 \u0645\u06cc\u06ba \u067e\u0631\u0648\u0633\u06cc\u0633 \u06a9\u06cc\u0627 \u062c\u0627\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2\u06d4<\/p>\n<p>\u0628\u06c1\u062a \u0633\u06d2 \u0679\u0648\u0644\u0632 \u0635\u0631\u0641 \u067e\u06cc \u0627\u06cc\u0686 \u0622\u0626\u06cc \u06a9\u0648 \u0645\u06cc\u0679\u0627 \u0688\u06cc\u0679\u0627 \u0633\u06d2 \u06c1\u0679\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0645\u062b\u0627\u0644 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631\u060c PatientName \u0679\u06cc\u06af \u06a9\u0648 \u062d\u0630\u0641 \u06a9\u0631\u0646\u0627 \u06a9\u0627\u0641\u06cc \u0644\u06af\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u062a\u0627\u06c1\u0645\u060c \u0627\u0644\u0679\u0631\u0627\u0633\u0627\u0624\u0646\u0688\u060c \u0641\u0644\u0648\u0631\u0648\u0633\u06a9\u0648\u067e\u06cc\u060c \u0627\u0648\u0631 \u06a9\u0686\u06be \u0627\u06cc\u06a9\u0633 \u0631\u06d2 \u0648\u0631\u06a9 \u0641\u0644\u0648 \u062c\u06cc\u0633\u06d2 \u0637\u0631\u06cc\u0642\u0648\u06ba \u0645\u06cc\u06ba\u060c \u0634\u0646\u0627\u062e\u062a\u06cc \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u06a9\u062b\u0631 \u0628\u0631\u0627\u06c1 \u0631\u0627\u0633\u062a \u062a\u0635\u0648\u06cc\u0631 \u0645\u06cc\u06ba \u0644\u06a9\u06be\u06cc \u062c\u0627\u062a\u06cc \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0639\u0627\u0645 \u0645\u062b\u0627\u0644\u0648\u06ba \u0645\u06cc\u06ba \u0634\u0627\u0645\u0644 \u06c1\u06cc\u06ba:<\/p>\n<pre><code class=\"language-plaintext\">NAME: JOHN DOE\nDOB: 01\/01\/1980\nMRN: 123456\nHOSPITAL: ABC\n<\/code><\/pre>\n<p>\u0627\u06af\u0631 \u06cc\u06c1 \u062a\u0628\u0635\u0631\u06d2 \u0628\u0627\u0642\u06cc \u0631\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba \u062a\u0648 \u067e\u06be\u0631 \u0628\u06be\u06cc \u0622\u067e \u06a9\u06cc \u0631\u0627\u0632\u062f\u0627\u0631\u06cc \u0633\u06d2 \u0633\u0645\u062c\u06be\u0648\u062a\u06c1 \u06a9\u06cc\u0627 \u062c\u0627\u0626\u06d2 \u06af\u0627\u06d4 \u0627\u0633 \u06a9\u0627 \u0645\u0637\u0644\u0628 \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u0645\u06a9\u0645\u0644 \u062d\u0644 \u062f\u0648\u0646\u0648\u06ba \u06a9\u0648 \u0686\u06cc\u06a9 \u06a9\u0631\u0646\u0627 \u0636\u0631\u0648\u0631\u06cc \u06c1\u06d2:<\/p>\n<ul>\n<li>\n<p>DICOM \u0645\u06cc\u0679\u0627 \u0688\u06cc\u0679\u0627<\/p>\n<\/li>\n<li>\n<p>\u062a\u0635\u0648\u06cc\u0631 \u067e\u06a9\u0633\u0644<\/p>\n<\/li>\n<\/ul>\n<h2 id=\"heading-ocr-and-ai-for-identifying-phi\"><strong>PHI \u0634\u0646\u0627\u062e\u062a \u06a9\u06d2 \u0644\u06cc\u06d2 OCR \u0627\u0648\u0631 AI<\/strong><\/h2>\n<p>\u067e\u06a9\u0633\u0644 \u0645\u06cc\u06ba \u0645\u0648\u062c\u0648\u062f PHI \u06a9\u0627 \u067e\u062a\u06c1 \u0644\u06af\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2\u060c \u0622\u067e \u06a9\u0648 \u067e\u06c1\u0644\u06d2 \u062a\u0645\u0627\u0645 \u0645\u0631\u0626\u06cc \u0645\u062a\u0646 \u06a9\u0648 \u062a\u0644\u0627\u0634 \u06a9\u0631\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2\u06d4<\/p>\n<h3 id=\"heading-step-1-optical-character-recognition-ocr\"><strong>\u0645\u0631\u062d\u0644\u06c1 1: \u0622\u067e\u0679\u06cc\u06a9\u0644 \u06a9\u0631\u06cc\u06a9\u0679\u0631 \u0631\u06cc\u06a9\u06af\u0646\u06cc\u0634\u0646 (OCR)<\/strong><\/h3>\n<p>OCR \u062a\u0635\u0648\u06cc\u0631\u06cc \u0645\u062a\u0646 \u06a9\u0648 \u0645\u0634\u06cc\u0646 \u06a9\u06d2 \u067e\u0691\u06be\u0646\u06d2 \u06a9\u06d2 \u0642\u0627\u0628\u0644 \u062a\u0627\u0631\u0648\u06ba \u0645\u06cc\u06ba \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<pre><code class=\"language-python\">import easyocr\nreader = easyocr.Reader(['en'])\nresults = reader.readtext('ultrasound.png')\n<\/code><\/pre>\n<p>\u06c1\u0631 OCR \u0646\u062a\u06cc\u062c\u06c1 \u0645\u06cc\u06ba \u0639\u0627\u0645 \u0637\u0648\u0631 \u067e\u0631 \u0634\u0627\u0645\u0644 \u06c1\u06cc\u06ba:<\/p>\n<ul>\n<li>\n<p>\u0628\u0627\u0624\u0646\u0688\u0646\u06af \u0628\u0627\u06a9\u0633 \u06a9\u0648\u0622\u0631\u0688\u06cc\u0646\u06cc\u0679 &#8211; \u062c\u06c1\u0627\u06ba \u062a\u0635\u0648\u06cc\u0631 \u0645\u06cc\u06ba \u0645\u062a\u0646 \u0638\u0627\u06c1\u0631 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p>\u0646\u06a9\u0627\u0644\u0627 \u06c1\u0648\u0627 \u0645\u062a\u0646 &#8211; \u067e\u06c1\u0686\u0627\u0646\u06d2 \u06af\u0626\u06d2 \u062d\u0631\u0648\u0641<\/p>\n<\/li>\n<li>\n<p>\u0627\u0639\u062a\u0645\u0627\u062f \u06a9\u0627 \u0627\u0633\u06a9\u0648\u0631 &#8211; \u0645\u0627\u0688\u0644 \u0627\u067e\u0646\u06d2 \u0646\u062a\u0627\u0626\u062c \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u06a9\u062a\u0646\u0627 \u06cc\u0642\u06cc\u0646\u06cc \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<\/ul>\n<p>\u06c1\u0627\u06ba:<\/p>\n<pre><code class=\"language-python\">[\n\u00a0\u00a0([[10, 20], [120, 20], [120, 45], [10, 45]], 'JOHN DOE', 0.98)\n]\n<\/code><\/pre>\n<h3 id=\"heading-step-2-determine-whether-the-text-is-phi\"><strong>\u0645\u0631\u062d\u0644\u06c1 2: \u0686\u06cc\u06a9 \u06a9\u0631\u06cc\u06ba \u06a9\u06c1 \u0622\u06cc\u0627 \u0645\u062a\u0646 PHI \u06c1\u06d2\u06d4<\/strong><\/h3>\n<p>\u062a\u0645\u0627\u0645 \u062f\u0631\u06cc\u0627\u0641\u062a \u0634\u062f\u06c1 \u0645\u062a\u0646 \u06a9\u0648 \u06c1\u0679\u0627\u06cc\u0627 \u0646\u06c1\u06cc\u06ba \u062c\u0627\u0646\u0627 \u0686\u0627\u06c1\u0626\u06d2.<\/p>\n<p>\u0637\u0628\u06cc \u0627\u0645\u06cc\u062c\u0632 \u0645\u06cc\u06ba \u0637\u0628\u06cc \u0644\u062d\u0627\u0638 \u0633\u06d2 \u0645\u062a\u0639\u0644\u0642\u06c1 \u0644\u06cc\u0628\u0644 \u0628\u06be\u06cc \u0634\u0627\u0645\u0644 \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u062c\u06cc\u0633\u06d2:<\/p>\n<pre><code class=\"language-plaintext\">LEFT VENTRICLE\nAPICAL VIEW\nB-MODE\n<\/code><\/pre>\n<p>PHI \u06a9\u0648 \u062c\u0627\u0626\u0632 \u0637\u0628\u06cc \u0645\u062a\u0646 \u0633\u06d2 \u0645\u0645\u062a\u0627\u0632 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2\u060c \u0622\u067e \u06cc\u06a9\u062c\u0627 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba:<\/p>\n<ol>\n<li>\n<p>\u0645\u0639\u0644\u0648\u0645 \u0637\u0628\u06cc \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u06a9\u06cc \u0633\u0641\u06cc\u062f \u0641\u06c1\u0631\u0633\u062a<\/p>\n<\/li>\n<li>\n<p>\u0631\u06cc\u06af\u0648\u0644\u0631 \u0627\u06cc\u06a9\u0633\u067e\u0631\u06cc\u0634\u0646 \u06c1\u06cc\u0648\u0631\u0633\u0679\u06a9<\/p>\n<\/li>\n<li>\n<p>\u0646\u0627\u0645\u0632\u062f \u06c1\u0633\u062a\u06cc \u06a9\u06cc \u0634\u0646\u0627\u062e\u062a (NER)<\/p>\n<\/li>\n<\/ol>\n<h3 id=\"heading-step-3-named-entity-recognition\"><strong>\u0645\u0631\u062d\u0644\u06c1 3: \u0646\u0627\u0645\u0632\u062f \u0627\u062f\u0627\u0631\u0648\u06ba \u06a9\u0648 \u067e\u06c1\u0686\u0627\u0646\u06cc\u06ba\u06d4<\/strong><\/h3>\n<p>NER \u0645\u0627\u0688\u0644 \u062f\u0631\u062c \u0630\u06cc\u0644 \u0627\u062f\u0627\u0631\u0648\u06ba \u06a9\u06cc \u0634\u0646\u0627\u062e\u062a \u06a9\u0631\u062a\u0627 \u06c1\u06d2:<\/p>\n<pre><code class=\"language-plaintext\">PERSON\nDATE\nLOCATION\nID\n<\/code><\/pre>\n<pre><code class=\"language-python\">def contains_phi(text): \n    if looks_like_date(text): \n    return True \n    if looks_like_identifier(text): \n    return True \n    return ner_model.predict(text) \n<\/code><\/pre>\n<p>\u06cc\u06c1 \u06c1\u0627\u0626\u0628\u0631\u0688 \u0646\u0642\u0637\u06c1 \u0646\u0638\u0631 \u063a\u0644\u0637 \u0645\u062b\u0628\u062a \u0627\u0648\u0631 \u063a\u0644\u0637 \u0645\u0646\u0641\u06cc \u062f\u0648\u0646\u0648\u06ba \u06a9\u0648 \u06a9\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p><strong>\u067e\u06a9\u0633\u0644 \u0627\u06cc\u0688\u06cc\u0679\u0646\u06af<\/strong><\/p>\n<p>\u0627\u06cc\u06a9 \u0628\u0627\u0631 \u062c\u0628 PHI \u06a9\u0627 \u067e\u062a\u06c1 \u0686\u0644 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u060c \u062a\u0648 \u062a\u0635\u0648\u06cc\u0631 \u06a9\u06d2 \u0627\u0633 \u062d\u0635\u06d2 \u06a9\u0648 \u0645\u0627\u0633\u06a9 \u06a9\u06cc\u0627 \u062c\u0627 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<pre><code class=\"language-python\">image[y1:y2, x1:x2] = 0\n<\/code><\/pre>\n<p>\u06cc\u06c1 \u062d\u0633\u0627\u0633 \u0639\u0644\u0627\u0642\u0648\u06ba \u06a9\u0648 \u0628\u0644\u06cc\u06a9 \u067e\u06a9\u0633\u0644\u0632 \u0633\u06d2 \u0628\u062f\u0644 \u062f\u06d2 \u06af\u0627\u06d4<\/p>\n<h3 id=\"heading-dicom-metadata-scrubbing\"><strong>DICOM \u0645\u06cc\u0679\u0627 \u0688\u06cc\u0679\u0627 \u0627\u0633\u06a9\u0631\u0628\u0646\u06af<\/strong><\/h3>\n<p>pydicom \u0622\u067e \u06a9\u0648 \u0645\u06cc\u0679\u0627 \u0688\u06cc\u0679\u0627 \u0641\u06cc\u0644\u0688\u0632 \u0645\u06cc\u06ba \u062a\u0631\u0645\u06cc\u0645 \u06cc\u0627 \u06c1\u0679\u0627\u0646\u06d2 \u06a9\u06cc \u0627\u062c\u0627\u0632\u062a \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<pre><code class=\"language-python\">import pydicom\n\nds = pydicom.dcmread('study.dcm')\nds.PatientName=\"ANONYMIZED\"\ndel ds.PatientBirthDate\n<\/code><\/pre>\n<p>\u0627\u0636\u0627\u0641\u06cc \u0627\u0642\u062f\u0627\u0645\u0627\u062a \u0645\u06cc\u06ba \u0634\u0627\u0645\u0644 \u06c1\u0648\u0633\u06a9\u062a\u0627 \u06c1\u06d2:<\/p>\n<p>\u0645\u06cc\u0679\u0627 \u0688\u06cc\u0679\u0627 \u0627\u0633\u06a9\u0631\u0628\u0646\u06af \u0627\u0648\u0631 \u067e\u06a9\u0633\u0644 \u062a\u0631\u0645\u06cc\u0645 \u06a9\u0627 \u0627\u0645\u062a\u0632\u0627\u062c \u062c\u0627\u0645\u0639 \u0688\u06cc-\u0634\u0646\u0627\u062e\u062a \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<h2 id=\"heading-building-the-complete-pipeline\"><strong>\u0645\u06a9\u0645\u0644 \u067e\u0627\u0626\u067e \u0644\u0627\u0626\u0646 \u06a9\u06cc \u062a\u0639\u0645\u06cc\u0631<\/strong><\/h2>\n<p>\u0645\u06a9\u0645\u0644 \u0648\u0631\u06a9 \u0641\u0644\u0648 \u0645\u0646\u062f\u0631\u062c\u06c1 \u0630\u06cc\u0644 \u06c1\u06d2:<\/p>\n<ol>\n<li>\n<p>\u0637\u0628\u06cc \u062a\u0635\u0648\u06cc\u0631\u06cc \u0641\u0627\u0626\u0644\u0648\u06ba \u06a9\u0648 \u062a\u0644\u0627\u0634 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<li>\n<p>DICOM \u0645\u06cc\u0679\u0627 \u0688\u06cc\u0679\u0627 \u0627\u0648\u0631 \u067e\u06a9\u0633\u0644 \u0688\u06cc\u0679\u0627 \u0644\u0648\u0688 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<li>\n<p>\u062a\u0634\u0631\u06cc\u062d \u06a9\u06d2 \u0639\u0644\u0627\u0642\u06d2 \u0645\u06cc\u06ba OCR \u0686\u0644\u0627\u0626\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<li>\n<p>\u0645\u062a\u0646 \u06a9\u0648 PHI \u06cc\u0627 \u063a\u06cc\u0631 PHI \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u062f\u0631\u062c\u06c1 \u0628\u0646\u062f\u06cc \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<li>\n<p>\u062d\u0633\u0627\u0633 \u067e\u06a9\u0633\u0644 \u0627\u06cc\u0631\u06cc\u0627\u0632 \u0645\u06cc\u06ba \u062a\u0631\u0645\u06cc\u0645 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<li>\n<p>\u0645\u06cc\u0679\u0627 \u0688\u06cc\u0679\u0627 \u0633\u06d2 \u067e\u06cc \u0627\u06cc\u0686 \u0622\u0626\u06cc \u06a9\u0648 \u06c1\u0679\u0627 \u062f\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<li>\n<p>\u06af\u0645\u0646\u0627\u0645 \u0622\u0624\u0679 \u067e\u0679 \u0627\u0633\u0679\u0648\u0631 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<\/li>\n<\/ol>\n<h2 id=\"heading-challenges-and-lessons-learned\"><strong>\u0686\u06cc\u0644\u0646\u062c\u0632 \u0627\u0648\u0631 \u0627\u0633\u0628\u0627\u0642<\/strong><\/h2>\n<p>\u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u06d2 \u0644\u06cc\u06d2 \u062a\u06cc\u0627\u0631 \u0688\u06cc-\u0634\u0646\u0627\u062e\u062a\u06cc \u0646\u0638\u0627\u0645 \u06a9\u06cc \u062a\u0639\u0645\u06cc\u0631 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0628\u06c1\u062a \u0633\u06d2 \u0639\u0645\u0644\u06cc \u0686\u06cc\u0644\u0646\u062c\u0632 \u062f\u0631\u06a9\u0627\u0631 \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p><strong>\u0637\u0628\u06cc \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a<\/strong><\/p>\n<p>OCR \u062c\u0627\u0626\u0632 \u0644\u06cc\u0628\u0644\u0632 \u06a9\u0627 \u067e\u062a\u06c1 \u0644\u06af\u0627 \u0633\u06a9\u062a\u0627 \u06c1\u06d2 \u062c\u0646\u06c1\u06cc\u06ba \u06c1\u0679\u0627\u06cc\u0627 \u0646\u06c1\u06cc\u06ba \u062c\u0627\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2\u06d4<\/p>\n<p><strong>OCR \u062e\u0631\u0627\u0628\u06cc\u06d4<\/strong><\/p>\n<p>\u06a9\u0645 \u06a9\u0646\u0679\u0631\u0627\u0633\u0679 \u0679\u06cc\u06a9\u0633\u0679 \u0627\u0648\u0631 \u0627\u0644\u0679\u0631\u0627\u0633\u0627\u0624\u0646\u0688 \u0627\u0648\u0648\u0631\u0644\u06cc\u0632 \u063a\u0644\u0637 \u06a9\u06be\u0648\u062c \u067e\u06cc\u062f\u0627 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p><strong>\u0646\u06cc\u0633\u0679\u0688 DICOM \u062a\u0631\u062a\u06cc\u0628<\/strong><\/p>\n<p>\u067e\u06cc \u0627\u06cc\u0686 \u0622\u0626\u06cc \u06af\u06c1\u0631\u06d2 \u0646\u06cc\u0633\u0679\u0688 \u0645\u06cc\u0679\u0627 \u0688\u06cc\u0679\u0627 \u0688\u06be\u0627\u0646\u0686\u06d2 \u0645\u06cc\u06ba \u0638\u0627\u06c1\u0631 \u06c1\u0648 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p><strong>\u0645\u0644\u0679\u06cc \u0641\u0631\u06cc\u0645 \u0627\u0633\u0679\u0688\u06cc<\/strong><\/p>\n<p>\u0627\u0644\u0679\u0631\u0627\u0633\u0627\u0624\u0646\u0688 \u0633\u06cc\u0646 \u0644\u0648\u067e \u0645\u06cc\u06ba \u062f\u0633\u06cc\u0648\u06ba \u06cc\u0627 \u0633\u06cc\u0646\u06a9\u0691\u0648\u06ba \u0641\u0631\u06cc\u0645 \u06c1\u0648 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p><strong>\u0642\u0637\u0639\u06cc \u062a\u062e\u0644\u0635<\/strong><\/p>\n<p>\u0645\u062d\u0642\u0642\u06cc\u0646 \u06a9\u0648 \u0627\u06a9\u062b\u0631 \u0645\u0637\u0627\u0644\u0639\u06c1 \u06a9\u06d2 \u062f\u0648\u0631\u0627\u0646 \u0627\u06cc\u06a9 \u06c1\u06cc \u0645\u062a\u0628\u0627\u062f\u0644 \u0634\u0646\u0627\u062e\u062a \u06a9\u0646\u0646\u062f\u06c1 \u062d\u0627\u0635\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u06c1\u06cc \u0645\u0631\u06cc\u0636\u0648\u06ba \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u0646 \u0686\u06cc\u0644\u0646\u062c\u0648\u06ba \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0645\u0634\u06cc\u0646 \u0644\u0631\u0646\u0646\u06af \u0645\u0627\u0688\u0644 \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2 \u0633\u0648\u0686 \u0633\u0645\u062c\u06be \u06a9\u0631 \u0627\u0646\u062c\u06cc\u0646\u0626\u0631\u0646\u06af \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<h2 id=\"heading-how-i-built-aegis\"><strong>\u0645\u06cc\u06ba \u0646\u06d2 \u0627\u06cc\u062c\u0633 \u06a9\u06cc\u0633\u06d2 \u0628\u0646\u0627\u06cc\u0627<\/strong><\/h2>\n<p>\u0627\u0633 \u0645\u0633\u0626\u0644\u06d2 \u06a9\u0648 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2\u060c \u0645\u06cc\u06ba \u0646\u06d2 \u0645\u0646\u062f\u0631\u062c\u06c1 \u0630\u06cc\u0644 \u0627\u0648\u067e\u0646 \u0633\u0648\u0631\u0633 MONAI (PyTorch-based) \u067e\u0631\u0648\u062c\u06cc\u06a9\u0679 \u062a\u06cc\u0627\u0631 \u06a9\u06cc\u0627\u06d4 <strong>\u062d\u0641\u0627\u0638\u062a<\/strong>.<\/p>\n<p>\u0627\u06cc\u062c\u0633 \u06cc\u06a9\u062c\u0627 \u06a9\u0631\u062a\u0627 \u06c1\u06d2:<\/p>\n<ul>\n<li>\n<p>OCR \u067e\u0631 \u0645\u0628\u0646\u06cc \u0645\u062a\u0646 \u06a9\u0627 \u067e\u062a\u06c1 \u0644\u06af\u0627\u0646\u0627<\/p>\n<\/li>\n<li>\n<p>AI \u067e\u0631 \u0645\u0628\u0646\u06cc PHI \u06a9\u06cc \u062f\u0631\u062c\u06c1 \u0628\u0646\u062f\u06cc<\/p>\n<\/li>\n<li>\n<p>\u067e\u06a9\u0633\u0644 \u06a9\u06cc \u0633\u0637\u062d \u06a9\u06cc \u062a\u0628\u062f\u06cc\u0644\u06cc\u0627\u06ba<\/p>\n<\/li>\n<li>\n<p>\u0645\u0639\u06cc\u0627\u0631\u0627\u062a \u067e\u0631 \u0645\u0628\u0646\u06cc DICOM \u0688\u06cc-\u0634\u0646\u0627\u062e\u062a<\/p>\n<\/li>\n<li>\n<p>\u062a\u062d\u0642\u06cc\u0642\u06cc \u06a9\u0627\u0645 \u06a9\u06d2 \u0628\u06c1\u0627\u0624 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0628\u06cc\u0686 \u067e\u0631\u0648\u0633\u06cc\u0633\u0646\u06af<\/p>\n<\/li>\n<\/ul>\n<h2 id=\"heading-key-design-decisions\"><strong>\u06a9\u0644\u06cc\u062f\u06cc \u0688\u06cc\u0632\u0627\u0626\u0646 \u06a9\u06d2 \u0641\u06cc\u0635\u0644\u06d2<\/strong><\/h2>\n<p><strong>\u067e\u06c1\u0644\u06d2 \u0645\u0639\u06cc\u0627\u0631\u0627\u062a<\/strong><\/p>\n<p>\u0635\u062d\u062a \u06a9\u06cc \u062f\u06cc\u06a9\u06be \u0628\u06be\u0627\u0644 \u06a9\u06d2 \u0642\u0627\u0626\u0645 \u06a9\u0631\u062f\u06c1 \u0645\u0639\u06cc\u0627\u0631\u0627\u062a \u067e\u0631 \u0639\u0645\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2\u060c \u0645\u06cc\u0679\u0627 \u0688\u06cc\u0679\u0627 \u0627\u0633\u06a9\u0631\u0628\u0646\u06af \u06a9\u0648 DICOM \u0631\u0627\u0632\u062f\u0627\u0631\u06cc \u06a9\u06d2 \u067e\u0631\u0648\u0641\u0627\u0626\u0644\u0632 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u062c\u0648\u0691\u0627 \u06af\u06cc\u0627 \u062a\u06be\u0627\u06d4<\/p>\n<p><strong>\u06c1\u0627\u0626\u0628\u0631\u0688 AI + \u0642\u0648\u0627\u0639\u062f<\/strong><\/p>\n<p>\u06a9\u0644\u06cc\u0646\u06cc\u06a9\u0644 \u0648\u0627\u0626\u0679 \u0644\u0633\u0679\u0646\u06af\u060c \u06c1\u06cc\u0648\u0631\u0633\u0679\u06a9\u0633\u060c \u0627\u0648\u0631 NER \u0645\u0627\u0688\u0644\u0632 \u062f\u0631\u0633\u062a\u06af\u06cc \u06a9\u0648 \u0628\u06c1\u062a\u0631 \u0628\u0646\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u0644 \u06a9\u0631 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p><strong>\u0627\u0644\u0679\u0631\u0627\u0633\u0627\u0624\u0646\u0688 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u062e\u0635\u0648\u0635 \u0627\u0635\u0644\u0627\u062d<\/strong><\/p>\n<p>\u0627\u06cc\u062c\u0633 \u06a9\u06d2 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 <code>SequenceOfUltrasoundRegions<\/code> \u067e\u0648\u0631\u06cc \u062a\u0635\u0648\u06cc\u0631 \u06a9\u0648 \u0627\u0633\u06a9\u06cc\u0646 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2\u060c OCR \u062a\u0634\u0631\u06cc\u062d \u0634\u062f\u06c1 \u062c\u06af\u06c1 \u067e\u0631 \u0641\u0648\u06a9\u0633 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p><strong>\u0688\u06cc\u0679\u0631\u0645\u0646\u0633\u0679\u06a9 \u0634\u0646\u0627\u062e\u062a \u06a9\u0627 \u0627\u0646\u062a\u0638\u0627\u0645<\/strong><\/p>\n<p>\u0645\u0633\u0644\u0633\u0644 \u062a\u062e\u0644\u0635 \u0631\u0627\u0632\u062f\u0627\u0631\u06cc \u06a9\u06cc \u062d\u0641\u0627\u0638\u062a \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u0637\u0648\u0644\u0627\u0646\u06cc \u062a\u062d\u0642\u06cc\u0642 \u06a9\u0648 \u0642\u0627\u0628\u0644 \u0628\u0646\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p><strong>\u0627\u0648\u067e\u0646 \u0633\u0648\u0631\u0633 \u0641\u0646 \u062a\u0639\u0645\u06cc\u0631<\/strong><\/p>\n<p>\u06cc\u06c1 \u067e\u0631\u0648\u062c\u06cc\u06a9\u0679 \u0645\u0627\u0688\u06cc\u0648\u0644\u0631\u060c \u0642\u0627\u0628\u0644 \u062c\u0627\u0646\u0686\u060c \u0627\u0648\u0631 \u062a\u062d\u0642\u06cc\u0642\u06cc \u067e\u0627\u0626\u067e \u0644\u0627\u0626\u0646\u0632 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0636\u0645 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0688\u06cc\u0632\u0627\u0626\u0646 \u06a9\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0622\u067e \u0627\u06cc\u062c\u0633 \u06af\u0679 \u06c1\u0628 \u0631\u06cc\u067e\u0648\u0632\u0679\u0631\u06cc \u0645\u06cc\u06ba \u0645\u06a9\u0645\u0644 \u0646\u0641\u0627\u0630 \u06a9\u0648 \u062a\u0644\u0627\u0634 \u06a9\u0631\u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>https:\/\/github.com\/lakshmi-mahabaleshwara\/aegis<\/p>\n<h2 id=\"heading-future-directions\"><strong>\u0645\u0633\u062a\u0642\u0628\u0644 \u06a9\u06cc \u0633\u0645\u062a<\/strong><\/h2>\n<p>\u062e\u0648\u062f\u06a9\u0627\u0631 \u0688\u06cc-\u0634\u0646\u0627\u062e\u062a \u06a9\u0627 \u0639\u0645\u0644 \u062c\u0627\u0631\u06cc \u06c1\u06d2\u06d4<\/p>\n<p>\u0645\u0633\u062a\u0642\u0628\u0644 \u06a9\u06cc \u0628\u06c1\u062a\u0631\u06cc \u0645\u06cc\u06ba \u0634\u0627\u0645\u0644 \u06c1\u06cc\u06ba:<\/p>\n<p>\u062c\u06cc\u0633\u06d2 \u062c\u06cc\u0633\u06d2 \u06c1\u06cc\u0644\u062a\u06be \u06a9\u06cc\u0626\u0631 AI \u067e\u06be\u06cc\u0644\u062a\u0627 \u06c1\u06d2\u060c \u0688\u06cc\u0679\u0627 \u06a9\u06cc \u062a\u06cc\u0627\u0631\u06cc \u062c\u0648 \u0631\u0627\u0632\u062f\u0627\u0631\u06cc \u06a9\u06cc \u062d\u0641\u0627\u0638\u062a \u06a9\u0631\u062a\u06cc \u06c1\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u0627\u06c1\u0645 \u06c1\u0648 \u062c\u0627\u0626\u06d2 \u06af\u06cc\u06d4<\/p>\n<h2 id=\"heading-conclusion\"><strong>\u0646\u062a\u06cc\u062c\u06c1<\/strong><\/h2>\n<p>\u0637\u0628\u06cc \u062a\u062d\u0642\u06cc\u0642 \u06a9\u0627 \u0627\u0646\u062d\u0635\u0627\u0631 \u0627\u0639\u0644\u06cc\u0670 \u0645\u0639\u06cc\u0627\u0631 \u06a9\u06d2 \u0637\u0628\u06cc \u0627\u0645\u06cc\u062c\u0646\u06af \u0688\u06cc\u0679\u0627 \u062a\u06a9 \u0631\u0633\u0627\u0626\u06cc \u067e\u0631 \u06c1\u06d2\u06d4<\/p>\n<p>\u062a\u0627\u06c1\u0645\u060c \u0631\u0627\u0632\u062f\u0627\u0631\u06cc \u06a9\u06d2 \u0636\u0648\u0627\u0628\u0637 \u06a9\u06d2 \u0645\u0637\u0627\u0628\u0642 \u0645\u0631\u06cc\u0636 \u06a9\u06d2 \u0634\u0646\u0627\u062e\u062a \u06a9\u0646\u0646\u062f\u06af\u0627\u0646 \u06a9\u0648 DICOM \u0645\u06cc\u0679\u0627 \u0688\u06cc\u0679\u0627 \u0627\u0648\u0631 \u062a\u0635\u0648\u06cc\u0631\u06cc \u067e\u06a9\u0633\u0644\u0632 \u062f\u0648\u0646\u0648\u06ba \u0633\u06d2 \u06c1\u0679\u0627 \u062f\u06cc\u0627 \u062c\u0627\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2\u06d4<\/p>\n<p>OCR\u060c \u0646\u0627\u0645 \u0634\u062f\u06c1 \u06c1\u0633\u062a\u06cc \u06a9\u06cc \u0634\u0646\u0627\u062e\u062a\u060c \u067e\u06a9\u0633\u0644 \u0627\u06cc\u0688\u06cc\u0679\u0646\u06af\u060c \u0627\u0648\u0631 \u0645\u0639\u06cc\u0627\u0631\u0627\u062a \u067e\u0631 \u0645\u0628\u0646\u06cc DICOM \u067e\u0631\u0648\u0633\u06cc\u0633\u0646\u06af \u06a9\u0648 \u06cc\u06a9\u062c\u0627 \u06a9\u0631 \u06a9\u06d2\u060c \u0622\u067e \u0627\u0633 \u06a9\u0627\u0645 \u06a9\u0648 \u062e\u0648\u062f\u06a9\u0627\u0631 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba \u0627\u0648\u0631 \u062f\u0633\u062a\u06cc \u062c\u0627\u0626\u0632\u06d2 \u06a9\u06d2 \u0628\u0648\u062c\u06be \u06a9\u0648 \u0646\u0645\u0627\u06cc\u0627\u06ba \u0637\u0648\u0631 \u067e\u0631 \u06a9\u0645 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0627\u0633 \u0679\u06cc\u0648\u0679\u0648\u0631\u06cc\u0644 \u0645\u06cc\u06ba \u0634\u0627\u0645\u0644 \u062a\u06a9\u0646\u06cc\u06a9 \u0627\u06cc\u06a9 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u067e\u0631\u0648\u062c\u06cc\u06a9\u0679 \u067e\u0631 \u0644\u0627\u06af\u0648 \u06c1\u0648\u062a\u06cc \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0686\u0627\u06c1\u06d2 \u0622\u067e \u06c1\u0633\u067e\u062a\u0627\u0644 \u06a9\u06cc \u0688\u06cc\u0679\u0627 \u067e\u0627\u0626\u067e \u0644\u0627\u0626\u0646 \u0628\u0646\u0627 \u0631\u06c1\u06d2 \u06c1\u0648\u06ba\u060c \u062a\u062d\u0642\u06cc\u0642\u06cc \u0688\u06cc\u0679\u0627 \u0633\u06cc\u0679\u0633 \u062a\u06cc\u0627\u0631 \u06a9\u0631 \u0631\u06c1\u06d2 \u06c1\u0648\u06ba\u060c \u06cc\u0627 \u0635\u062d\u062a \u06a9\u06cc \u062f\u06cc\u06a9\u06be \u0628\u06be\u0627\u0644 \u06a9\u06d2 AI \u0645\u0627\u0688\u0644\u0632 \u06a9\u06cc \u0627\u06af\u0644\u06cc \u0646\u0633\u0644 \u06a9\u0648 \u062a\u0631\u0628\u06cc\u062a \u062f\u06d2 \u0631\u06c1\u06d2 \u06c1\u0648\u06ba\u060c \u062e\u0648\u062f\u06a9\u0627\u0631 \u0688\u06cc-\u0634\u0646\u0627\u062e\u062a \u0627\u06cc\u06a9 \u0628\u0646\u06cc\u0627\u062f\u06cc \u062e\u0635\u0648\u0635\u06cc\u062a \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u0646 \u062e\u06cc\u0627\u0644\u0627\u062a \u06a9\u0648 \u0639\u0645\u0644\u06cc \u062c\u0627\u0645\u06c1 \u067e\u06c1\u0646\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2\u060c \u0645\u06cc\u06ba \u0646\u06d2 Aegis \u06a9\u0648 \u0627\u0648\u067e\u0646 \u0633\u0648\u0631\u0633 \u0631\u06cc\u0641\u0631\u0646\u0633 \u06a9\u06d2 \u0646\u0641\u0627\u0630 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0628\u0646\u0627\u06cc\u0627\u06d4<\/p>\n<p>\u0645\u0632\u06cc\u062f \u0627\u06c1\u0645 \u0628\u0627\u062a \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u0628\u0646\u06cc\u0627\u062f\u06cc \u062a\u0635\u0648\u0631\u0627\u062a \u0688\u0648\u06cc\u0644\u067e\u0631\u0632 \u0627\u0648\u0631 \u0645\u062d\u0642\u0642\u06cc\u0646 \u06a9\u0648 \u0631\u0627\u0632\u062f\u0627\u0631\u06cc \u06a9\u0648 \u0645\u062d\u0641\u0648\u0638 \u0631\u06a9\u06be\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u0648\u0631\u06a9 \u0641\u0644\u0648 \u0628\u0646\u0627\u0646\u06d2 \u0645\u06cc\u06ba \u0645\u062f\u062f \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba \u062c\u0648 \u0645\u0631\u06cc\u0636 \u06a9\u06cc \u0631\u0627\u0632\u062f\u0627\u0631\u06cc \u06a9\u0627 \u0627\u062d\u062a\u0631\u0627\u0645 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u062c\u062f\u062a \u06a9\u0648 \u062a\u06cc\u0632 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<h2 id=\"heading-references\"><strong>\u062d\u0648\u0627\u0644\u06c1 \u062c\u0627\u062a<\/strong><\/h2>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0645\u06cc\u0688\u06cc\u06a9\u0644 \u0627\u0645\u06cc\u062c\u0646\u06af \u0635\u062d\u062a \u06a9\u06cc \u062f\u06cc\u06a9\u06be \u0628\u06be\u0627\u0644 \u06a9\u0648 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631 \u0631\u06c1\u06cc \u06c1\u06d2\u06d4 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\u0644\u06cc\u06a9\u0646 \u0627\u0633 \u0633\u06d2 [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":24356,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","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":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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