{"id":73702,"date":"2025-07-14T10:14:38","date_gmt":"2025-07-14T03:14:38","guid":{"rendered":"https:\/\/bap-software.net\/?post_type=products&p=73702"},"modified":"2025-07-14T10:15:11","modified_gmt":"2025-07-14T03:15:11","slug":"ai-based-car-attribute-detection-via-interior","status":"publish","type":"products","link":"https:\/\/bap-software.net\/vi\/case-study\/ai-based-car-attribute-detection-via-interior\/","title":{"rendered":"Ph\u00e1t hi\u1ec7n thu\u1ed9c t\u00ednh xe \u00f4 t\u00f4 b\u1eb1ng AI th\u00f4ng qua ph\u00e2n lo\u1ea1i h\u00ecnh \u1ea3nh n\u1ed9i th\u1ea5t\/ngo\u1ea1i th\u1ea5t"},"content":{"rendered":"

<\/p>\n

Th\u00e1ch th\u1ee9c<\/strong><\/h2>\n

Trong c\u00e1c d\u1ecbch v\u1ee5 ki\u1ec3m \u0111\u1ecbnh, \u0111\u1ecbnh gi\u00e1 v\u00e0 \u0111\u0103ng tin xe \u00f4 t\u00f4, nhu c\u1ea7u ng\u00e0y c\u00e0ng t\u0103ng \u0111\u1ed1i v\u1edbi vi\u1ec7c t\u1ef1 \u0111\u1ed9ng ph\u00e2n lo\u1ea1i h\u00ecnh \u1ea3nh n\u1ed9i th\u1ea5t v\u00e0 ngo\u1ea1i th\u1ea5t, \u0111\u1ed3ng th\u1eddi tr\u00edch xu\u1ea5t c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m nh\u1eadn d\u1ea1ng c\u1ee7a xe (ki\u1ec3u d\u00e1ng th\u00e2n xe, m\u00e0u s\u1eafc, ch\u1ea5t li\u1ec7u gh\u1ebf, v.v.) m\u00e0 kh\u00f4ng c\u1ea7n can thi\u1ec7p th\u1ee7 c\u00f4ng.<\/p>\n

Gi\u1ea3i ph\u00e1p AI c\u1ee7a BAP<\/strong><\/h2>\n

\"AI-based<\/p>\n

\"AI-based<\/p>\n

\n

BAP \u0111\u00e3 ph\u00e1t tri\u1ec3n m\u1ed9t h\u1ec7 th\u1ed1ng AI c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c cao, v\u1edbi c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m n\u1ed5i b\u1eadt:<\/p>\n

    \n
  • \n

    \u0110\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n tr\u00ean t\u1eadp d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 g\u1ed3m h\u01a1n 8 tri\u1ec7u h\u00ecnh \u1ea3nh xe \u00f4 t\u00f4<\/p>\n<\/li>\n

  • \n

    S\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh d\u1ef1a tr\u00ean CNN (M\u1ea1ng n\u01a1-ron t\u00edch ch\u1eadp) \u0111\u1ec3 ph\u00e2n bi\u1ec7t \u1ea3nh n\u1ed9i th\u1ea5t v\u00e0 ngo\u1ea1i th\u1ea5t<\/p>\n<\/li>\n

  • \n

    T\u1ef1 \u0111\u1ed9ng g\u00e1n nh\u00e3n cho c\u00e1c thu\u1ed9c t\u00ednh ch\u00ednh c\u1ee7a xe nh\u01b0 ki\u1ec3u th\u00e2n xe, m\u00e0u s\u1eafc, \u0111\u1eb7c \u0111i\u1ec3m n\u1ed9i th\u1ea5t<\/p>\n<\/li>\n<\/ul>\n

    K\u1ebft qu\u1ea3 & T\u00e1c \u0111\u1ed9ng<\/strong><\/h2>\n
      \n
    • \n

      \u0110\u1ea1t \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 kh\u1ea3 n\u0103ng nh\u1eadn di\u1ec7n (precision & recall) tr\u00ean 90%<\/p>\n<\/li>\n

    • \n

      H\u1ed7 tr\u1ee3 x\u1eed l\u00fd h\u00ecnh \u1ea3nh nhanh ch\u00f3ng, t\u1ef1 \u0111\u1ed9ng ph\u1ee5c v\u1ee5 m\u1ee5c \u0111\u00edch ki\u1ec3m \u0111\u1ecbnh ho\u1eb7c \u0111\u0103ng tin<\/p>\n<\/li>\n

    • \n

      D\u1ec5 d\u00e0ng t\u00edch h\u1ee3p v\u00e0o h\u1ec7 th\u1ed1ng \u0111\u1ecbnh gi\u00e1, s\u00e0n giao d\u1ecbch, ho\u1eb7c n\u1ec1n t\u1ea3ng b\u1ea3o hi\u1ec3m<\/p>\n<\/li>\n<\/ul>\n

      Tr\u01b0\u1eddng h\u1ee3p \u1ee9ng d\u1ee5ng<\/strong><\/h2>\n
        \n
      • \n

        C\u00e1c s\u00e0n giao d\u1ecbch xe c\u1ea7n g\u1eafn th\u1ebb t\u1ef1 \u0111\u1ed9ng cho \u1ea3nh ng\u01b0\u1eddi d\u00f9ng t\u1ea3i l\u00ean<\/p>\n<\/li>\n

      • \n

        C\u00e1c c\u01a1 quan ki\u1ec3m \u0111\u1ecbnh mu\u1ed1n x\u00e2y d\u1ef1ng h\u1ed3 s\u01a1 xe nhanh ch\u00f3ng<\/p>\n<\/li>\n

      • \n

        C\u00e1c c\u00f4ng ty b\u1ea3o hi\u1ec3m \u0111\u00e1nh gi\u00e1 th\u00f4ng tin xe t\u1eeb h\u00ecnh \u1ea3nh trong h\u1ed3 s\u01a1 y\u00eau c\u1ea7u b\u1ed3i th\u01b0\u1eddng<\/p>\n<\/li>\n<\/ul>\n

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