{"id":10830,"date":"2024-04-19T02:16:54","date_gmt":"2024-04-18T17:16:54","guid":{"rendered":"https:\/\/happytech.jp\/wordpress\/?p=10830"},"modified":"2024-04-19T02:16:54","modified_gmt":"2024-04-18T17:16:54","slug":"edge-ai-implementation-approach","status":"publish","type":"post","link":"https:\/\/happytech.jp\/wordpress\/2024\/04\/19\/edge-ai-implementation-approach\/","title":{"rendered":"\u30a8\u30c3\u30b8AI\u5c0e\u5165\u30a2\u30d7\u30ed\u30fc\u30c1"},"content":{"rendered":"<p>\u5e02\u4e2d\u30d3\u30c7\u30aa\u30ab\u30e1\u30e9\u3078\u306e\u30a8\u30c3\u30b8AI\u5fdc\u7528\u4f8b\u3068\u3069\u306e\u7a0b\u5ea6TOPS\u80fd\u529b\u304c\u5fc5\u8981\u304b\u304c\u5224\u308b<a href=\"https:\/\/hailo.ai\/blog\/ai-cameras-from-vision-to-insights\/\" target=\"_blank\" rel=\"noopener\">\u8a18\u4e8b<\/a>\u3001STM32F3\u30de\u30a4\u30b3\u30f3\u306e\u96fb\u52d5\u81ea\u8ee2\u8eca\u3078\u306eAI\u5fdc\u7528<a href=\"https:\/\/prtimes.jp\/main\/html\/rd\/p\/000001375.000001337.html\" target=\"_blank\" rel=\"noopener\">\u8a18\u4e8b<\/a>\u304b\u3089\u3001MCU\u3068MPU\/SBC\u306e\u30a8\u30c3\u30b8AI\u5c0e\u5165\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u9055\u3044\u3092\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<h3>\u30d3\u30c7\u30aa\u30ab\u30e1\u30e9\u306e\u30a8\u30c3\u30b8AI\u5fdc\u7528\u4f8b<\/h3>\n<figure id=\"attachment_10832\" aria-describedby=\"caption-attachment-10832\" style=\"width: 847px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-large wp-image-10832\" src=\"https:\/\/happytech.jp\/wordpress\/wp-content\/uploads\/2024\/04\/1a68af6c868bb610d2d75b0b53071338-1024x294.jpg\" alt=\"AI\u30d3\u30b8\u30e7\u30f3\u30d7\u30ed\u30bb\u30b5Hailo-15\u306b\u3088\u308b\u30ab\u30e1\u30e9\u30ce\u30a4\u30ba\u9664\u53bb\u3001\u9bae\u660e\u5316\u4f8b\uff08\u51fa\u5178\uff1a\u8a18\u4e8b\uff09\" width=\"847\" height=\"243\" srcset=\"https:\/\/happytech.jp\/wordpress\/wp-content\/uploads\/2024\/04\/1a68af6c868bb610d2d75b0b53071338-1024x294.jpg 1024w, https:\/\/happytech.jp\/wordpress\/wp-content\/uploads\/2024\/04\/1a68af6c868bb610d2d75b0b53071338-300x86.jpg 300w, https:\/\/happytech.jp\/wordpress\/wp-content\/uploads\/2024\/04\/1a68af6c868bb610d2d75b0b53071338-768x221.jpg 768w, https:\/\/happytech.jp\/wordpress\/wp-content\/uploads\/2024\/04\/1a68af6c868bb610d2d75b0b53071338-360x103.jpg 360w, https:\/\/happytech.jp\/wordpress\/wp-content\/uploads\/2024\/04\/1a68af6c868bb610d2d75b0b53071338.jpg 1100w\" sizes=\"auto, (max-width: 847px) 100vw, 847px\" \/><figcaption id=\"caption-attachment-10832\" class=\"wp-caption-text\">AI\u30d3\u30b8\u30e7\u30f3\u30d7\u30ed\u30bb\u30b5Hailo-15\u306b\u3088\u308b\u30ab\u30e1\u30e9\u30ce\u30a4\u30ba\u9664\u53bb\u3001\u9bae\u660e\u5316\u4f8b\uff08\u51fa\u5178\uff1a\u8a18\u4e8b\uff09<\/figcaption><\/figure>\n<p>\u4e0a\u56f3\u306f\u3001\u5de6\u5074\u30aa\u30ea\u30b8\u30ca\u30eb\u30d3\u30c7\u30aa\u753b\u50cf\u3092\u3001AI Vision\u30d7\u30ed\u30bb\u30b5\uff1a<a href=\"https:\/\/hailo.ai\/ja\/products\/ai-vision-processors\/hailo-15-ai-vision-processor\/\" target=\"_blank\" rel=\"noopener\">Hailo-15<\/a>\u3092\u4f7f\u3063\u3066\u3001\u30ce\u30a4\u30ba\u9664\u53bb\u3068\u9bae\u660e\u5316\u3001\u4eba\u7269\u8a8d\u8b58\u3092\u884c\u3063\u305f\u4f8b\u3067\u3059\u3002<\/p>\n<p>\u3053\u306e\u4f8b\u3067\u306f\u3001\u4f4e\u7167\u5ea6\u4e0b\u3067\u64ae\u5f71\u3057\u305f4K\u30d3\u30c7\u30aa\u753b\u50cf\u306e\u30ce\u30a4\u30ba\u9664\u53bb\u306b\u7d04100\u30ae\u30ac\u30aa\u30da\u30ec\u30fc\u30b7\u30e7\u30f3\/\u79d2\uff08GOPS\uff09\u300130\u30d5\u30ec\u30fc\u30e0\/\u79d2\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30d3\u30c7\u30aa\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u306a\u306e\u3067<strong>3 TOPS\u51e6\u7406\u80fd\u529b\u304c\u5fc5\u8981<\/strong>\u3067\u3059\u3002<\/p>\n<p>Hailo-15\u306f\u3001AI\u51e6\u7406\u80fd\u529b\u306b\u5fdc\u3058\u3066\u73fe\u57283\u88fd\u54c1\u3092\u30e9\u30a4\u30f3\u30ca\u30c3\u30d7\u3057\u3066\u304a\u308a\u3001\u305d\u308c\u305e\u308c\u306eTOPS\u5024\u304c\u4e0b\u56f3\u3067\u3059\u3002<\/p>\n<figure id=\"attachment_10833\" aria-describedby=\"caption-attachment-10833\" style=\"width: 578px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-10833\" src=\"https:\/\/happytech.jp\/wordpress\/wp-content\/uploads\/2024\/04\/d3c76cb92f3b93d53b83ab4c92e90fe4.png\" alt=\"Hailo-15\u30e9\u30a4\u30f3\u30ca\u30c3\u30d7\u2019\uff08\u51fa\u5178\uff1aHAILO\u30b5\u30a4\u30c8\uff09\" width=\"578\" height=\"238\" srcset=\"https:\/\/happytech.jp\/wordpress\/wp-content\/uploads\/2024\/04\/d3c76cb92f3b93d53b83ab4c92e90fe4.png 578w, https:\/\/happytech.jp\/wordpress\/wp-content\/uploads\/2024\/04\/d3c76cb92f3b93d53b83ab4c92e90fe4-300x124.png 300w, https:\/\/happytech.jp\/wordpress\/wp-content\/uploads\/2024\/04\/d3c76cb92f3b93d53b83ab4c92e90fe4-360x148.png 360w\" sizes=\"auto, (max-width: 578px) 100vw, 578px\" \/><figcaption id=\"caption-attachment-10833\" class=\"wp-caption-text\">Hailo-15\u30e9\u30a4\u30f3\u30ca\u30c3\u30d7\u2019\uff08\u51fa\u5178\uff1aHAILO\u30b5\u30a4\u30c8\uff09<\/figcaption><\/figure>\n<p><strong>7 TOPS<\/strong><strong>\u306eHailo-15L\u3067\u3082\u5341\u5206\u306a\u30d3\u30c7\u30aa\u30ab\u30e1\u30e9\u30a8\u30c3\u30b8AI\u51e6\u7406\u304c\u53ef\u80fd<\/strong>\u3067\u3059\u3002\u30ab\u30e1\u30e9\u5916\u4ed8\u3051\u306eHailo-15\u306f\u3001\u4f8b\u3048\u3070\u3001SBC\uff08\u30b7\u30f3\u30b0\u30eb\u30dc\u30fc\u30c9\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\uff09<a href=\"https:\/\/pc.watch.impress.co.jp\/docs\/column\/hothot\/1584619.html\" target=\"_blank\" rel=\"noopener\">Raspberry Pi 5<\/a>\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3068\u9762\u767d\u3044\u88c5\u7f6e\u304c\u958b\u767a\u3067\u304d\u308b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u540c\u69d8\u306e\u30d3\u30c7\u30aa\u30a8\u30c3\u30b8AI\u51e6\u7406\u3092MCU\u3067\u5b9f\u73fe\u3059\u308b\u5834\u5408\u306f\u3001<a href=\"https:\/\/happytech.jp\/wordpress\/2024\/03\/15\/ra8-series-with-cortex-m85-description\/\" target=\"_blank\" rel=\"noopener\">\u30b3\u30c1\u30e9<\/a>\u306e\u6295\u7a3f\u3067\u793a\u3057\u305fCortex-M85\u30b3\u30a2\u642d\u8f09<a href=\"https:\/\/www.renesas.com\/jp\/ja\/products\/microcontrollers-microprocessors\/ra-cortex-m-mcus\/ra8d1-480-mhz-arm-cortex-m85-based-graphics-microcontroller-helium-and-trustzone#overview\">RA8D1<\/a>\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3>\u96fb\u52d5\u81ea\u8ee2\u8eca\u306e\u30a8\u30c3\u30b8AI\u5fdc\u7528\u4f8b<\/h3>\n<p>2024\u5e744\u67083\u65e5\u3001ST\u30de\u30a4\u30af\u30ed\u306f\u3001\u96fb\u52d5\u81ea\u8ee2\u8eca\u642d\u8f09\u306e\u6c4e\u7528MCU STM32F3\uff08Cortex-M4\/72MHz\u3001Flash\/128KB\uff09\u3078\u3001\u7121\u511f\u30a8\u30c3\u30b8AI\u958b\u767a\u30c4\u30fc\u30eb<a href=\"https:\/\/stm32ai.st.com\/stm32-cube-ai\/\" target=\"_blank\" rel=\"noopener\">STM32Cube.AI<\/a>\u3092\u4f7f\u3063\u3066\u3001\u81ea\u8ee2\u8eca\u30bf\u30a4\u30e4\u306e\u7a7a\u6c17\u5727\u3092\u63a8\u5b9a\u3001\u7a7a\u6c17\u3092\u5165\u308c\u308b\u30bf\u30a4\u30df\u30f3\u30b0\u3092\u793a\u3059AI\u6a5f\u80fd\u3092\u5b9f\u88c5\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>STM32F3\u306f\u3001\u4e0a\u8a18AI\u6a5f\u80fd\u306e\u4ed6\u306b\u3082\u81ea\u8ee2\u8eca\u672c\u4f53\u306e\u96fb\u52d5\u30a2\u30b7\u30b9\u30c8\u91cf\u5236\u5fa1\u3084\u30e2\u30fc\u30bf\u5236\u5fa1\u3082\u884c\u3063\u3066\u3044\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u7a7a\u6c17\u30bb\u30f3\u30b5\u306a\u3069\u306e<strong>\u8ffd\u52a0\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u7121\u3057\u3067\u30a8\u30c3\u30b8AI\u6a5f\u80fd\u304c\u4f4e\u30b3\u30b9\u30c8\u3067\u5b9f\u88c5<\/strong>\u3067\u304d\u305f\u8a33\u3067\u3059\u3002<\/p>\n<figure id=\"attachment_10834\" aria-describedby=\"caption-attachment-10834\" style=\"width: 711px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-10834\" src=\"https:\/\/happytech.jp\/wordpress\/wp-content\/uploads\/2024\/04\/72d4eddb8e59d01e0b592d09aed5a140.jpg\" alt=\"STM32F3\u3078\u306e\u30a8\u30c3\u30b8AI\u5fdc\u7528\u4f8b\uff08\u51fa\u5178\uff1aST\u30de\u30a4\u30af\u30ed\uff09\" width=\"711\" height=\"400\" srcset=\"https:\/\/happytech.jp\/wordpress\/wp-content\/uploads\/2024\/04\/72d4eddb8e59d01e0b592d09aed5a140.jpg 711w, https:\/\/happytech.jp\/wordpress\/wp-content\/uploads\/2024\/04\/72d4eddb8e59d01e0b592d09aed5a140-300x169.jpg 300w, https:\/\/happytech.jp\/wordpress\/wp-content\/uploads\/2024\/04\/72d4eddb8e59d01e0b592d09aed5a140-360x203.jpg 360w\" sizes=\"auto, (max-width: 711px) 100vw, 711px\" \/><figcaption id=\"caption-attachment-10834\" class=\"wp-caption-text\">STM32F3\u3078\u306e\u30a8\u30c3\u30b8AI\u5fdc\u7528\u4f8b\uff08\u51fa\u5178\uff1aST\u30de\u30a4\u30af\u30ed\uff09<\/figcaption><\/figure>\n<p>ST\u30de\u30a4\u30af\u30ed\u306eMCU\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306f\u3001HAL\uff08Hardware Abstraction Layer\uff09API\u3092\u4f7f\u3063\u3066\u958b\u767a\u3059\u308b\u3068\u3001\u540c\u793e\u306e\u7570\u306a\u308bMCU\u30b3\u30a2\u3067\u3082<a href=\"https:\/\/happytech.jp\/wordpress\/2023\/09\/08\/hal-and-mcu-software-development\/\" target=\"_blank\" rel=\"noopener\">\u79fb\u690d\u6027<\/a>\u306e\u9ad8\u3044\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u304c\u4f5c\u308c\u307e\u3059\u3002<\/p>\n<p>\u6700\u65b040nm\u30d7\u30ed\u30bb\u30b9\u88fd\u9020\u306eSTM32F3\u4e0a\u4f4d\u6a5f\u7a2e\u304c\u3001\u6c4e\u7528<a href=\"https:\/\/happytech.jp\/wordpress\/?s=STM32G4\" target=\"_blank\" rel=\"noopener\">STM32G4<\/a>\uff08Cortex-M4\/170MHz\uff09\u3067\u3059\u3002STM32G4\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u3092\u3054\u691c\u8a0e\u4e2d\u306e\u65b9\u306f\u3001\u5f0a\u793e<a href=\"https:\/\/happytech.jp\/wordpress\/ctemplate-list\/cstm32g0x-template\/\" target=\"_blank\" rel=\"noopener\">STM32G0x\uff08Cortex-M0+\/64MHz\uff09\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8<\/a>\u3092\u3054\u6d3b\u7528\u304f\u3060\u3055\u3044\u3002<br \/>\n\u307e\u305f\u3001\u3088\u308a\u4f4e\u4fa1\u683c\u4f4e\u6d88\u8cbb\u96fb\u529b\u306a<a href=\"https:\/\/www.st.com\/ja\/microcontrollers-microprocessors\/stm32c0-series.html\" target=\"_blank\" rel=\"noopener\">STM32C0\uff08Cortex-M0+\/48MHz\uff09<\/a>\u3078\u3082G0x\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u304c\u9069\u7528\u53ef\u80fd\u3067\u3059\u3002<br \/>\n\u8a73\u7d30\u306f\u3001<a href=\"mailto:info@happytech.jp\">info@happytech.jp<\/a>\u3078\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n<h2>Summary\uff1a\u30a8\u30c3\u30b8AI\u5c0e\u5165\u306e2\u30a2\u30d7\u30ed\u30fc\u30c1<\/h2>\n<figure id=\"attachment_10835\" aria-describedby=\"caption-attachment-10835\" style=\"width: 939px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-10835 size-full\" src=\"https:\/\/happytech.jp\/wordpress\/wp-content\/uploads\/2024\/04\/da4010600e58a35a07a9be88f919b2b8.png\" alt=\"\u30a8\u30c3\u30b8AI\u5c0e\u5165\u306e2\u30a2\u30d7\u30ed\u30fc\u30c1\" width=\"939\" height=\"315\" srcset=\"https:\/\/happytech.jp\/wordpress\/wp-content\/uploads\/2024\/04\/da4010600e58a35a07a9be88f919b2b8.png 939w, https:\/\/happytech.jp\/wordpress\/wp-content\/uploads\/2024\/04\/da4010600e58a35a07a9be88f919b2b8-300x101.png 300w, https:\/\/happytech.jp\/wordpress\/wp-content\/uploads\/2024\/04\/da4010600e58a35a07a9be88f919b2b8-768x258.png 768w, https:\/\/happytech.jp\/wordpress\/wp-content\/uploads\/2024\/04\/da4010600e58a35a07a9be88f919b2b8-360x121.png 360w\" sizes=\"auto, (max-width: 939px) 100vw, 939px\" \/><figcaption id=\"caption-attachment-10835\" class=\"wp-caption-text\">\u30a8\u30c3\u30b8AI\u5c0e\u5165\u306e2\u30a2\u30d7\u30ed\u30fc\u30c1<\/figcaption><\/figure>\n<p>\u5b9f\u969b\u306e\u30a8\u30c3\u30b8AI\u5fdc\u7528\u4f8b\u304b\u3089\u3001MCU\u3068MPU\/SBC\u3067\u306f\u30a8\u30c3\u30b8AI\u5c0e\u5165\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u7570\u306a\u308b\u4e8b\u3092\u793a\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>MCU\u306f\u3001STM32F3\u4f8b\u304c\u793a\u3059\u3088\u3046\u306b\u3001\u300c\u8ffd\u52a0\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u7121\u3057\u4f4e\u30b3\u30b9\u30c8AI\u5b9f\u88c5\u30a2\u30d7\u30ed\u30fc\u30c1\u300d\u3067\u3059\u3002STM32Cube.AI\u3092\u4f7f\u3044\u3001\u5b9f\u88c5MCU\u3078\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u307f\u3067AI\u6a5f\u80fd\u8ffd\u52a0\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n<p>MPU\/SBC\u306f\u3001\u5916\u4ed8\u3051Hailo-15H\/M\/L\u3092\u4f7f\u3063\u3066\u30a8\u30c3\u30b8AI\u51e6\u7406\u3092\u884c\u3044\u307e\u3059\u3002\u300c\u62e1\u5f35\u6027\u91cd\u8996\u306eAI\u5b9f\u88c5\u30a2\u30d7\u30ed\u30fc\u30c1\u300d\u3067\u3059\u3002<\/p>\n<p>\u30e6\u30fc\u30b6\u304c\u6c42\u3081\u308bAI\u6a5f\u80fd\u306f\u3001\u4eca\u5f8c\u76ca\u3005\u5897\u3048\u307e\u3059\u3002\u30a8\u30c3\u30b8AI\u51e6\u7406\u5897\u52a0\u306b\u3088\u308a\u3001\u3088\u308a\u9ad8\u3044\u96fb\u529b\u52b9\u7387\u3067\u9ad8\u6027\u80fd\u306a\u51e6\u7406\u30b3\u30a2\u304c\u6c42\u3081\u3089\u308c\u308b\u306e\u306f\u3001MCU\u3082MPU\/SBC\u3082\u540c\u3058\u3067\u3059\u3002<\/p>\n<p>\u88fd\u54c1\u958b\u767a\u306b\u306f\u3001\u3042\u308b\u7a0b\u5ea6\u306e\u671f\u9593\u304c\u5fc5\u8981\u3067\u3059\u3002\u3053\u306e\u671f\u9593\u4e2d\u306b\u5897\u52a0\u3059\u308b\u30a8\u30c3\u30b8AI\u51e6\u7406\u5897\u306b\u8010\u3048\u3089\u308c\u308b\u88fd\u54c1\u306e\u51e6\u7406\u30b3\u30a2\u9078\u5b9a\u306f\u3001\u91cd\u8981\u691c\u8a0e\u30dd\u30a4\u30f3\u30c8\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>\u95a2\u9023\u6295\u7a3f\uff1aMCU\u3068MPU\u306e<a href=\"https:\/\/happytech.jp\/wordpress\/2024\/03\/08\/difference-between-mcu-and-mpu\/\" target=\"_blank\" rel=\"noopener\">\u9055\u3044<\/a><\/p>\n<h3>Afterword\uff1a\u30d3\u30c7\u30aa\u30a8\u30c3\u30b8AI\u51e6\u7406\u30d7\u30ed\u30bb\u30b9<\/h3>\n<figure id=\"attachment_10836\" aria-describedby=\"caption-attachment-10836\" style=\"width: 840px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-10836\" src=\"https:\/\/happytech.jp\/wordpress\/wp-content\/uploads\/2024\/04\/a5befd1caf2018b2d578dad694ec3e6f.jpg\" alt=\"\u30d3\u30c7\u30aa\u30a8\u30c3\u30b8AI\u51e6\u7406\u30d7\u30ed\u30bb\u30b9\uff08\u51fa\u5178\uff1aHAILO\u8a18\u4e8b\uff09\" width=\"840\" height=\"691\" srcset=\"https:\/\/happytech.jp\/wordpress\/wp-content\/uploads\/2024\/04\/a5befd1caf2018b2d578dad694ec3e6f.jpg 840w, https:\/\/happytech.jp\/wordpress\/wp-content\/uploads\/2024\/04\/a5befd1caf2018b2d578dad694ec3e6f-300x247.jpg 300w, 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