{"id":73566,"date":"2025-07-14T09:33:54","date_gmt":"2025-07-14T02:33:54","guid":{"rendered":"https:\/\/bap-software.net\/?post_type=products&p=73566"},"modified":"2025-07-14T09:35:45","modified_gmt":"2025-07-14T02:35:45","slug":"ai-surveillance-system-for-retail","status":"publish","type":"products","link":"https:\/\/bap-software.net\/vi\/case-study\/ai-surveillance-system-for-retail\/","title":{"rendered":"H\u1ec7 Th\u1ed1ng Gi\u00e1m S\u00e1t AI Cho Ng\u00e0nh B\u00e1n L\u1ebb: K\u1ebft H\u1ee3p \u0110\u1ebfm S\u1ed1 L\u01b0\u1ee3ng Kh\u00e1ch V\u00e0 Ph\u00e1t Hi\u1ec7n \u0110eo Kh\u1ea9u Trang Trong Th\u1eddi Gian Th\u1ef1c"},"content":{"rendered":"

<\/p>\n

B\u1ed1i c\u1ea3nh<\/strong><\/h3>\n

Trong b\u1ed1i c\u1ea3nh c\u00e1c c\u1eeda h\u00e0ng b\u00e1n l\u1ebb c\u1ea7n t\u1ed1i \u01b0u hi\u1ec7u qu\u1ea3 v\u1eadn h\u00e0nh, vi\u1ec7c gi\u00e1m s\u00e1t s\u1ed1 l\u01b0\u1ee3ng kh\u00e1ch gh\u00e9 th\u0103m v\u00e0 \u0111\u1ea3m b\u1ea3o tu\u00e2n th\u1ee7 quy \u0111\u1ecbnh an to\u00e0n (nh\u01b0 \u0111eo kh\u1ea9u trang trong \u0111\u1ea1i d\u1ecbch COVID-19) tr\u1edf n\u00ean v\u00f4 c\u00f9ng quan tr\u1ecdng. Kh\u00e1ch h\u00e0ng mong mu\u1ed1n c\u00f3 m\u1ed9t gi\u1ea3i ph\u00e1p AI to\u00e0n di\u1ec7n, v\u1eeba c\u00f3 kh\u1ea3 n\u0103ng th\u1ed1ng k\u00ea l\u01b0\u1ee3t kh\u00e1ch h\u00e0ng th\u00e1ng, v\u1eeba nh\u1eadn di\u1ec7n t\u00ecnh tr\u1ea1ng \u0111eo kh\u1ea9u trang c\u1ee7a ng\u01b0\u1eddi ra v\u00e0o.<\/p>\n

Gi\u1ea3i ph\u00e1p<\/strong><\/h3>\n

Ch\u00fang t\u00f4i \u0111\u00e3 ph\u00e1t tri\u1ec3n m\u1ed9t h\u1ec7 th\u1ed1ng gi\u00e1m s\u00e1t th\u00f4ng minh, t\u00edch h\u1ee3p hai ch\u1ee9c n\u0103ng ch\u00ednh:<\/p>\n

\u0110\u1ebfm l\u01b0\u1ee3t kh\u00e1ch ra v\u00e0o c\u1eeda h\u00e0ng<\/strong><\/p>\n

\"\"\"\"<\/p>\n

    \n
  • Tri\u1ec3n khai nhi\u1ec1u camera t\u1ea1i c\u00e1c \u0111i\u1ec3m v\u00e0o\/ra.<\/li>\n
  • \u1ee8ng d\u1ee5ng m\u00f4 h\u00ecnh YOLOv3 \u0111\u1ec3 ph\u00e1t hi\u1ec7n con ng\u01b0\u1eddi theo th\u1eddi gian th\u1ef1c.<\/li>\n
  • Ph\u00e2n t\u00edch v\u1ecb tr\u00ed (trong ho\u1eb7c ngo\u00e0i c\u1eeda h\u00e0ng) v\u00e0 th\u1ed1ng k\u00ea l\u01b0\u1ee3t kh\u00e1ch theo ng\u00e0y, tu\u1ea7n, th\u00e1ng.<\/li>\n<\/ul>\n

    Ph\u00e1t hi\u1ec7n ng\u01b0\u1eddi \u0111eo kh\u1ea9u trang<\/strong><\/p>\n

    \"\"\"\"<\/p>\n

      \n
    • X\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh YOLOv5 t\u00f9y ch\u1ec9nh \u0111\u1ec3 nh\u1eadn di\u1ec7n t\u00ecnh tr\u1ea1ng \u0111eo kh\u1ea9u trang.<\/li>\n
    • Hu\u1ea5n luy\u1ec7n tr\u00ean t\u1eadp d\u1eef li\u1ec7u l\u1edbn, \u0111\u1ea1t Precision v\u00e0 Recall tr\u00ean 95%.<\/li>\n
    • H\u1ec7 th\u1ed1ng ho\u1ea1t \u0111\u1ed9ng \u1ed5n \u0111\u1ecbnh tr\u00ean c\u1ea3 n\u1ec1n t\u1ea3ng cloud v\u00e0 thi\u1ebft b\u1ecb bi\u00ean NVIDIA Jetson Xavier, \u0111\u1ea3m b\u1ea3o hi\u1ec7u qu\u1ea3 theo d\u00f5i th\u1eddi gian th\u1ef1c.<\/li>\n<\/ul>\n

      K\u1ebft qu\u1ea3 \u0111\u1ea1t \u0111\u01b0\u1ee3c<\/strong><\/h3>\n
        \n
      • T\u1ef1 \u0111\u1ed9ng h\u00f3a ho\u00e0n to\u00e0n vi\u1ec7c th\u1ed1ng k\u00ea l\u01b0u l\u01b0\u1ee3ng kh\u00e1ch h\u00e0ng.<\/li>\n
      • H\u1ed7 tr\u1ee3 doanh nghi\u1ec7p ki\u1ec3m so\u00e1t tu\u00e2n th\u1ee7 quy \u0111\u1ecbnh an to\u00e0n trong m\u00f9a d\u1ecbch.<\/li>\n
      • T\u1ed1i \u01b0u chi ph\u00ed nh\u00e2n s\u1ef1 gi\u00e1m s\u00e1t v\u00e0 n\u00e2ng cao hi\u1ec7u qu\u1ea3 qu\u1ea3n l\u00fd v\u1eadn h\u00e0nh.<\/li>\n<\/ul>\n

        <\/p>","protected":false},"featured_media":76194,"template":"","product":[65],"cs_tag":[],"class_list":["post-73566","products","type-products","status-publish","has-post-thumbnail","hentry","product-ai"],"acf":[],"yoast_head":"\nH\u1ec7 Th\u1ed1ng Gi\u00e1m S\u00e1t AI Cho Ng\u00e0nh B\u00e1n L\u1ebb<\/title>\n<meta name=\"description\" content=\"Trong b\u1ed1i c\u1ea3nh c\u00e1c c\u1eeda h\u00e0ng b\u00e1n l\u1ebb c\u1ea7n t\u1ed1i \u01b0u hi\u1ec7u qu\u1ea3 v\u1eadn h\u00e0nh, vi\u1ec7c gi\u00e1m s\u00e1t s\u1ed1 l\u01b0\u1ee3ng kh\u00e1ch gh\u00e9 th\u0103m v\u00e0 \u0111\u1ea3m b\u1ea3o tu\u00e2n th\u1ee7 quy \u0111\u1ecbnh an to\u00e0n tr\u1edf n\u00ean v\u00f4 c\u00f9ng quan tr\u1ecdng. 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