{"id":21154,"date":"2024-01-31T16:18:10","date_gmt":"2024-01-31T08:18:10","guid":{"rendered":"https:\/\/www.circuspi.com\/?p=21154"},"modified":"2024-02-15T15:38:42","modified_gmt":"2024-02-15T07:38:42","slug":"maker-ai-grove-vision-ai-yolo","status":"publish","type":"post","link":"https:\/\/www.circuspi.com\/index.php\/2024\/01\/31\/maker-ai-grove-vision-ai-yolo\/","title":{"rendered":"Maker \u73a9 AI \u7cfb\u5217(\u5341\u4e8c)\uff1aGrove Vision AI \u6a21\u7d44\u8b93 Arduino \u4e5f\u80fd\u73a9 YOLO \u6a21\u578b"},"content":{"rendered":"\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"526\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2024\/02\/1000x526_2.jpg\" alt=\"\" class=\"wp-image-21327\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Grove Vision AI Module<\/h2>\n\n\n\n<p>\u8fd1\u5e74 TinyML \u89e3\u6c7a\u65b9\u6848\u767e\u82b1\u9f4a\u653e\uff0c\u4e0d\u5c11\u6676\u7247\u8a2d\u8a08\u5ee0\u5546\u63a8\u51fa\u5c08\u7528\u6676\u7247\u5c07\u611f\u6e2c\u56de\u6b78\u6216\u662f\u8996\u89ba\u8fa8\u8b58\u61c9\u7528\u653e\u5230\u4f4e\u529f\u8017 SoC \u4e0a\u9032\u884c\u63a8\u8ad6\uff0c\u800c\u53f0\u7063\u5947\u666f\u5149\u96fb\u63a8\u51fa\u7684 Himax WE-I Plus (HX6537) \u5c31\u662f\u5176\u4e00\u4e86\uff01SoC \u4e3b\u983b\u9054 400MHz \u4e26\u4e14\u642d\u914d\u5f71\u50cf\u52a0\u901f\u55ae\u5143\uff0c\u91dd\u5c0d\u5377\u7a4d\u904b\u7b97\u8207\u5f71\u50cf\u89e3\u78bc\u63d0\u4f9b\u786c\u9ad4\u52a0\u901f\uff0c\u6b64\u5916\u4e5f\u5c0d\u96fb\u6e90\u7ba1\u7406\u4e0b\u8db3\u529f\u592b\u9054\u5230\u8d85\u4f4e\u529f\u8017\u8207\u56db\u7a2e\u5de5\u4f5c\u6a21\u5f0f\u3002WE-I Plus \u7684 EVB \u5df2\u5728 <a href=\"https:\/\/www.sparkfun.com\/products\/17256\">Sparkfun<\/a> \u92b7\u552e\u4e00\u6bb5\u6642\u65e5\uff0c\u53ea\u662f\u552e\u50f9\u8fd1 70 \u7f8e\u91d1\u5c0d Maker \u800c\u8a00\u662f\u500b\u4e0d\u5c0f\u7684\u9580\u6abb\uff0c\u65e5\u524d Seeed Studio \u63a8\u51fa\u76f8\u540c\u6838\u5fc3\u7684 <a href=\"https:\/\/www.icshop.com.tw\/products\/368030502027\">Grove Vision AI<\/a> \u667a\u6167\u93e1\u982d\u6a21\u7d44\u552e\u50f9\u50c5\u4e0d\u5230 1000 \u53f0\u5e63\uff0c\u7b46\u8005\u4fbf\u4ee5\u884c\u52d5\u652f\u6301\u570b\u7522\u6676\u7247\u5165\u624b\u4e00\u7247\u9032\u884c\u6e2c\u8a66\u4e86\uff01<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2024\/01\/Untitled.jpeg\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u5341\u4e8c)\uff1aGrove Vision AI \u6a21\u7d44\u8b93 Arduino \u4e5f\u80fd\u73a9 YOLO \u6a21\u578b\" class=\"wp-image-21155\" width=\"958\" height=\"718\"\/><figcaption class=\"wp-element-caption\">\u642d\u8f09 Himax WE-I Plus \u7684 Grove Vision AI<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u600e\u9ebc\u73a9\uff1f<\/h2>\n\n\n\n<p><a href=\"https:\/\/www.icshop.com.tw\/products\/368030502027\" target=\"_blank\" rel=\"noreferrer noopener\">Grove Vision AI<\/a> \u662f\u4ee5\u6a21\u7d44\u5f62\u5f0f\u8a2d\u8a08\uff0c\u672c\u8eab\u7121\u6cd5\u7368\u7acb\u904b\u4f5c\uff0c\u9700\u8981\u642d\u914d\u5916\u90e8\u7684\u5fae\u63a7\u5236\u5668\u7d66\u4e88\u6307\u4ee4\uff0c\u672c\u7bc7\u7b46\u8005\u5c07\u6b64\u7528 <a href=\"https:\/\/www.icshop.com.tw\/products\/368030800793\" target=\"_blank\" rel=\"noreferrer noopener\">XIAO nRF52840 Sense<\/a> \u4f86\u505a\u642d\u914d\u3002\uff08\u8a3b\uff1a<a href=\"https:\/\/www.icshop.com.tw\/products\/368030800793\" target=\"_blank\" rel=\"noreferrer noopener\">nRF52840 Sense<\/a> \u4e5f\u6709\u7368\u7acb\u904b\u4f5cTinyML\u7684\u80fd\u529b\uff0c\u53ef\u4ee5\u53c3\u8003\u7b46\u8005<a href=\"https:\/\/www.circuspi.com\/index.php\/2023\/07\/20\/maker-ai-xiao-nrf52840-sense\/\">\u4e4b\u524d\u7684\u6587\u7ae0<\/a>\uff09\u3002<a href=\"https:\/\/www.icshop.com.tw\/products\/368030502027\" target=\"_blank\" rel=\"noreferrer noopener\">Grove Vision AI<\/a> \u7684\u6b63\u9762\u5e36\u6709 <a href=\"https:\/\/www.icshop.com.tw\/products\/368030501479\" target=\"_blank\" rel=\"noreferrer noopener\">OV2640<\/a> \u651d\u5f71\u93e1\u982d\u3001\u5fae\u6a5f\u96fb\u9ea5\u514b\u98a8\u3001\u516d\u8ef8IMU\u7b49\u795e\u7d93\u7db2\u8def\u63a8\u8ad6\u7d93\u5e38\u6703\u4f7f\u7528\u5230\u7684\u611f\u6e2c\u5668\uff0c\u540c\u6642\u53ef\u4ee5\u900f\u904e\u677f\u4e0a\u7684 USB TypeC \u9023\u63a5\u96fb\u8166\u66f4\u65b0\u795e\u7d93\u7db2\u8def\u6a21\u578b\uff0c\u6b64\u5916\u6a21\u7d44\u4e0a\u6709\u9810\u7559\u6392\u6bcd\u710a\u63a5\u5b54\u4f4d\uff0c\u53ef\u4ee5\u76f4\u63a5\u8207 <a href=\"https:\/\/www.icshop.com.tw\/products?query=XIAO\">XIAO<\/a> \u7cfb\u5217\u958b\u767c\u677f\u9023\u63a5\uff0c\u5c07\u5fae\u63a7\u5236\u5668\u8207\u6a21\u7d44\u7dca\u5bc6\u7d50\u5408\u3002<\/p>\n\n\n\n<p>\u4f7f\u7528 USB Type C \u50b3\u8f38\u7dda\u9023\u63a5\u5230 <a href=\"https:\/\/www.icshop.com.tw\/products\/368030502027\" target=\"_blank\" rel=\"noreferrer noopener\">Grove Vision AI<\/a>\uff0c\u9023\u7e8c\u6309\u58d3\u677f\u4e0a\u7684 &#8220;BOOT&#8221; \u6309\u9215\uff0c\u5373\u53ef\u9032\u5165\u6a21\u65b0\u66f4\u65b0\u6a21\u5f0f\uff0cPC \u7aef\u6703\u51fa\u73fe\u4e00\u500b\u540d\u70ba &#8220;Grove AI&#8221; \u7684\u96a8\u8eab\u789f\u88dd\u7f6e\uff0c\u53ef\u4ee5\u5f9e Seeed Studio \u5b98\u65b9\u63d0\u4f9b\u7684 <a href=\"https:\/\/github.com\/Seeed-Studio\/Seeed_Arduino_GroveAI\" target=\"_blank\" rel=\"noreferrer noopener\">repo<\/a> \u4e0b\u8f09<a href=\"https:\/\/github.com\/Seeed-Studio\/Seeed_Arduino_GroveAI\/releases\" target=\"_blank\" rel=\"noreferrer noopener\">\u9810\u8a13\u7df4\u6a21\u578b<\/a>\uff0c\u5305\u542b\u4eba\u9ad4\u5075\u6e2c\u3001\u6c34\u8868\u5075\u6e2c\u7b49\u7269\u4ef6\u5075\u6e2c\u6a21\u578b\u3002<a href=\"https:\/\/www.icshop.com.tw\/products\/368030502027\" target=\"_blank\" rel=\"noreferrer noopener\">Grove Vision AI<\/a> \u51fa\u5ee0\u6642\u5247\u662f\u9810\u8a2d\u8f09\u5165\u4eba\u9ad4\u5075\u6e2c\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2024\/01\/Untitled-1.jpeg\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u5341\u4e8c)\uff1aGrove Vision AI \u6a21\u7d44\u8b93 Arduino \u4e5f\u80fd\u73a9 YOLO \u6a21\u578b\" class=\"wp-image-21156\" width=\"959\" height=\"719\"\/><figcaption class=\"wp-element-caption\">\u5e36\u6709\u8996\u89ba\u3001\u8072\u97f3\u3001\u59ff\u614b\u7b49\u611f\u6e2c\u5668<\/figcaption><\/figure>\n\n\n\n<p><p>\u66f4\u65b0\u5b8c\u795e\u7d93\u7db2\u8def\u6a21\u578b\u4e4b\u5f8c\u4e26\u4e0d\u6703\u76f4\u63a5\u8f09\u5165\uff0c\u9700\u8981\u900f\u904e\u5916\u90e8\u5fae\u63a7\u5236\u5668\u5c0d\u5176\u4e0b\u9054\u547d\u4ee4\u65b9\u53ef\u9032\u884c\u63a8\u8ad6\u3002\u7b46\u8005\u4f7f\u7528\u540c\u70ba Seeed Studio \u63a8\u51fa\u7684 <a href=\"https:\/\/www.icshop.com.tw\/products\/368030800793\" target=\"_blank\" rel=\"noreferrer noopener\">XIAO BLE nRF52840<\/a> \u8207\u5176\u642d\u914d\uff0c\u5c07 <a href=\"https:\/\/www.icshop.com.tw\/products\/368030502027\" target=\"_blank\" rel=\"noreferrer noopener\">Grove Vision AI<\/a> \u6392\u6bcd\u710a\u63a5\u5b8c\u6210\u5f8c\u5c07\u5169\u8005\u9032\u884c\u9023\u63a5\u3002\u63a5\u8457\u5230 GitHub <a href=\"https:\/\/github.com\/Seeed-Studio\/Seeed_Arduino_GroveAI\" target=\"_blank\" rel=\"noreferrer noopener\">Seeed_Arduino_GroveAI<\/a> repo \u9078\u64c7 \u201cDownload ZIP\u201d\uff0c\u700f\u89bd\u5668\u5c07\u81ea\u52d5\u4e0b\u5728\u6b64 Repo \u7684\u58d3\u7e2e\u6a94\u3002<\/p> <\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2024\/01\/Untitled-18.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u5341\u4e8c)\uff1aGrove Vision AI \u6a21\u7d44\u8b93 Arduino \u4e5f\u80fd\u73a9 YOLO \u6a21\u578b\" class=\"wp-image-21157\" width=\"853\" height=\"368\"\/><figcaption class=\"wp-element-caption\">\u4e0b\u8f09 Grove Vision AI Library<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u4e0b\u8f09\u5b8c\u6210\u5f8c\u958b\u555f Arduino IDE \u5728\u529f\u80fd\u5217\u9078\u64c7 \u201cSketch\u201d \u2192 \u201cInclude Library\u201d \u2192 \u201cAdd .ZIP Library\u2026\u201d\uff0c\u9078\u64c7\u525b\u525b\u6240\u4e0b\u8f09\u7684\u6a94\u6848\u52a0\u5165 Arduino Library \u4e2d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2024\/01\/Untitled-19.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u5341\u4e8c)\uff1aGrove Vision AI \u6a21\u7d44\u8b93 Arduino \u4e5f\u80fd\u73a9 YOLO \u6a21\u578b\" class=\"wp-image-21158\" width=\"851\" height=\"363\"\/><figcaption class=\"wp-element-caption\">\u5c07 Library \u532f\u5165 Arduino IDE<\/figcaption><\/figure>\n\n\n\n<p>\u63a5\u8457\u9078\u64c7\u5c0d\u61c9\u7684\u958b\u767c\u677f\uff0c\u4ee5\u7b46\u8005\u7684\u6e2c\u8a66\u74b0\u5883\u4f86\u8aaa\uff0c\u4f7f\u7528\u7684\u5fae\u63a7\u5236\u5668\u662f XIAO nRF52840 Sense \u5c0d\u61c9\u5728 Arduino IDE \u7684\u914d\u7f6e\u5982\u4e0b\u5716\uff0c\u5404\u4f4d\u5982\u679c\u4f7f\u7528\u4e0d\u540c\u7684\u958b\u767c\u677f\u53ef\u4ee5\u81ea\u884c\u659f\u914c\u4fee\u6539\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2024\/01\/Untitled-20.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u5341\u4e8c)\uff1aGrove Vision AI \u6a21\u7d44\u8b93 Arduino \u4e5f\u80fd\u73a9 YOLO \u6a21\u578b\" class=\"wp-image-21159\" width=\"853\" height=\"414\"\/><figcaption class=\"wp-element-caption\">\u8a2d\u5b9a\u958b\u767c\u677f\u53c3\u6578<\/figcaption><\/figure>\n\n\n\n<p>\u958b\u555f\u7bc4\u4f8b\u7a0b\u5f0f\uff0c\u9078\u64c7\u529f\u80fd\u5217\u7684 &#8220;File&#8221; \u2192 \u201cExample\u201d \u2192 \u201cSeeed_Arduino_GroveAI\u201d \u2192 \u201cobject_detection\u201d \u958b\u555f\u7269\u4ef6\u5075\u6e2c\u7bc4\u4f8b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2024\/01\/Untitled-21.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u5341\u4e8c)\uff1aGrove Vision AI \u6a21\u7d44\u8b93 Arduino \u4e5f\u80fd\u73a9 YOLO \u6a21\u578b\" class=\"wp-image-21160\" width=\"577\" height=\"542\"\/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5c07\u7a0b\u5f0f\u78bc\u7de8\u7de8\u8b6f\u5f8c\u71d2\u9304\u5230 <a href=\"https:\/\/www.icshop.com.tw\/products\/368030800793\" target=\"_blank\" rel=\"noreferrer noopener\">XIAO nRF52840 Sense<\/a>\uff0c\u5b8c\u6210\u5f8c\u5c07 <a href=\"https:\/\/www.icshop.com.tw\/products\/368030502027\" target=\"_blank\" rel=\"noreferrer noopener\">Grove Vision AI<\/a> \u6a21\u7d44\u4e0a\u7684\u93e1\u982d\u5c0d\u8457\u4eba\uff0c\u958b\u555f Arduino IDE \u7684\u5e8f\u5217\u57e0\u8996\u7a97\u5247\u53ef\u4ee5\u770b\u5230\u63a8\u8ad6\u7684\u7d50\u679c\uff0d\u5075\u6e2c\u5230\u4e00\u500b\u4eba\uff0c\u4fe1\u5fc3\u5ea6 76 \u7b49\u8cc7\u8a0a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2024\/01\/Untitled-22.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u5341\u4e8c)\uff1aGrove Vision AI \u6a21\u7d44\u8b93 Arduino \u4e5f\u80fd\u73a9 YOLO \u6a21\u578b\" class=\"wp-image-21161\" width=\"480\" height=\"327\"\/><figcaption class=\"wp-element-caption\">\u5fae\u63a7\u5236\u5668 Log\u986f\u793a\u63a8\u8ad6\u4e4b\u7d50\u679c<\/figcaption><\/figure>\n\n\n\n<p>\u82e5\u8981\u770b\u5230 <a href=\"https:\/\/www.icshop.com.tw\/products\/368030502027\" target=\"_blank\" rel=\"noreferrer noopener\">Grove Vision AI<\/a> \u5373\u6642\u63a8\u8ad6\u7684\u5f71\u50cf\uff0c\u53ef\u4ee5\u591a\u6e96\u5099\u4e00\u689d Type C \u50b3\u8f38\u7dda\u9023\u63a5\u5230\u6a21\u7d44\uff0c\u4f7f\u7528 Chrome \u700f\u89bd\u5668\u958b\u555f<a href=\"https:\/\/vision-ai-demo.seeed.cn\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u8a2d\u5b9a\u9801\u9762<\/a>\uff0c\u9ede\u9078 &#8220;Connect&#8221; \u6309\u9215\uff0c\u9078\u64c7 &#8220;Grove AI&#8221; \u9032\u884c\u9023\u7dda\uff0c\u5373\u53ef\u770b\u5230\u5373\u6642\u7684\u63a8\u8ad6\u756b\u9762\u8207\u7d50\u679c\u5982\u4e0b\u5716\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2024\/01\/Untitled-23.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u5341\u4e8c)\uff1aGrove Vision AI \u6a21\u7d44\u8b93 Arduino \u4e5f\u80fd\u73a9 YOLO \u6a21\u578b\" class=\"wp-image-21162\" width=\"808\" height=\"545\"\/><figcaption class=\"wp-element-caption\">Grove Vision AI \u5373\u6642\u63a8\u8ad6\u756b\u9762<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u8a13\u7df4\u5ba2\u88fd\u5316YOLO\u7269\u4ef6\u5075\u6e2c\u6a21\u578b<\/h2>\n\n\n\n<p>\u9664\u4e86\u9810\u8a13\u7df4\u7684\u6a21\u578b\u4e4b\u5916\uff0c\u958b\u767c\u8005\u4e5f\u53ef\u4ee5\u4f7f\u7528 <a href=\"https:\/\/colab.research.google.com\/gist\/lakshanthad\/b47a1d1a9b4fac43449948524de7d374\/yolov5-training-for-sensecap-a1101.ipynb\" target=\"_blank\" rel=\"noreferrer noopener\">Colab \u8173\u672c<\/a>\u8a13\u7df4\u5ba2\u88fd\u5316\u6a21\u578b\u653e\u5230 Grove Vision AI \u4e0a\u904b\u884c\u3002\u5927\u81f4\u6d41\u7a0b\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ol>\n<li>\u6e96\u5099\u8cc7\u6599\u96c6<\/li>\n\n\n\n<li>\u8a13\u7df4 YOLOv5 \u5ba2\u88fd\u5316\u6a21\u578b<\/li>\n\n\n\n<li>\u8f49\u63db\u70ba TensorFlow Lite \u6a21\u578b<\/li>\n\n\n\n<li>\u8f49\u63db\u70ba uf2 \u683c\u5f0f\uff0c\u4e26\u4e0b\u8f09\u5230PC<\/li>\n\n\n\n<li>\u5f9ePC\u4e0a\u50b3\u6a21\u578b\u5230 Grove Vision AI \u6a21\u7d44<\/li>\n<\/ol>\n\n\n\n<p>\u7b2c\u4e00\u6b65\u6e96\u5099\u8cc7\u6599\u96c6\u5efa\u8b70\u53ef\u4ee5\u4f7f\u7528 Roboflow \u4f86\u8655\u7406\uff0c\u5982\u4f55\u4e0a\u50b3\u8207\u6a19\u8a18\u5f71\u50cf\u53ef\u4ee5\u53c3\u8003\u7b46\u8005<a href=\"https:\/\/www.circuspi.com\/index.php\/2023\/12\/27\/maker-ai-roboflow-ultralytics-hub-yolo\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u4e4b\u524d\u7684\u6587\u7ae0<\/a>\uff0c\u672c\u7bc7\u5c07\u76f4\u63a5\u5f9e\u53d6\u7528\u8cc7\u6599\u5373\u958b\u59cb\u8aaa\u660e\uff0c\u7b2c\u4e8c\u5230\u56db\u6b65\u9a5f\u5247\u7686\u5728 <a href=\"https:\/\/colab.research.google.com\/gist\/lakshanthad\/b47a1d1a9b4fac43449948524de7d374\/yolov5-training-for-sensecap-a1101.ipynb\" target=\"_blank\" rel=\"noreferrer noopener\">Colab \u8173\u672c<\/a>\u4e0a\u5b8c\u6210\u5373\u53ef\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>\u9996\u5148\u5230 Roboflow \u8cc7\u6599\u96c6\u7684\u9801\u9762\u4e2d\uff0c\u9ede\u9078\u53f3\u4e0a\u89d2\u7684 &#8220;Export Dataset\u201d \u2192 \u8f38\u51fa\u683c\u5f0f\u9078\u64c7 \u201cYOLO v5 Python\u201d\uff0c\u9078\u64c7 \u201cshow download code\u201d\uff0c\u4e26\u9ede\u9078 &#8220;Continue\u201d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"747\" height=\"500\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2024\/01\/Untitled-24.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u5341\u4e8c)\uff1aGrove Vision AI \u6a21\u7d44\u8b93 Arduino \u4e5f\u80fd\u73a9 YOLO \u6a21\u578b\" class=\"wp-image-21163\"\/><figcaption class=\"wp-element-caption\">\u5f9e Roboflow \u532f\u51fa\u8cc7\u6599\u96c6<\/figcaption><\/figure>\n\n\n\n<p>\u63a5\u8457\u6703\u51fa\u73fe\u4e00\u6bb5\u7a0b\u5f0f\u78bc\uff0c\u5c07\u6b64\u6bb5\u7a0b\u5f0f\u78bc\u8907\u88fd\u5f8c\u53ef\u4ee5\u8cbc\u5230 <a href=\"https:\/\/colab.research.google.com\/gist\/lakshanthad\/b47a1d1a9b4fac43449948524de7d374\/yolov5-training-for-sensecap-a1101.ipynb\">C<\/a><a href=\"https:\/\/colab.research.google.com\/gist\/lakshanthad\/b47a1d1a9b4fac43449948524de7d374\/yolov5-training-for-sensecap-a1101.ipynb\" target=\"_blank\" rel=\"noreferrer noopener\">olab \u8173\u672c<\/a>\u4e0a\u7684\u7a0b\u5f0f\u78bc\u6bb5\u843d\uff0c\u53d6\u4ee3\u6389\u539f\u6709\u88ab\u8a3b\u89e3\u6389\u7684\u7a0b\u5f0f\u78bc\uff0c\u63a5\u8457\u5c31\u80fd\u9078\u64c7 \u201drun all\u201d \u4f86\u57f7\u884c\u5168\u90e8\u7a0b\u5f0f\u78bc\u8a13\u7df4\u5ba2\u88fd\u5316\u6a21\u578b\u4e86\uff01<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2024\/01\/Untitled-25.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u5341\u4e8c)\uff1aGrove Vision AI \u6a21\u7d44\u8b93 Arduino \u4e5f\u80fd\u73a9 YOLO \u6a21\u578b\" class=\"wp-image-21164\" width=\"840\" height=\"560\"\/><figcaption class=\"wp-element-caption\">\u5c07 Roboflow \u8cc7\u6599\u96c6\u532f\u51fa\u7684\u7a0b\u5f0f\u78bc\u8cbc\u4e0a colab<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u8a13\u7df4\u90e8\u5206\u4f7f\u7528 <a href=\"https:\/\/github.com\/Seeed-Studio\/yolov5-swift\" target=\"_blank\" rel=\"noreferrer noopener\">YOLOv5-swift<\/a> \u70ba YOLOv5 \u4fee\u6539\u904e\u7684\u7248\u672c\uff0c\u4e3b\u8981\u5c07\u8f38\u5165\u5f71\u50cf\u5927\u5c0f\u964d\u70ba 192&#215;192 \u4ee5\u65b9\u4fbf\u4f48\u7f72\u5728\u4f4e\u529f\u8017\u7684\u908a\u7de3\u88dd\u7f6e\u4e0a\uff0c\u5176\u8a13\u7df4\u65b9\u5f0f\u8207\u539f\u59cb YOLOv5 \u57fa\u672c\u7121\u7570\uff0c\u9810\u8a2d\u60c5\u6cc1\u4e0b\u8a13\u7df4 100\u6b21\u3002\u8a13\u7df4\u5b8c\u6210\u4e4b\u5f8c\u57f7\u884c \u201cexport.py\u201d \u5c07\u6a21\u578b\u532f\u51fa\u70ba tensorflow lite \u683c\u5f0f\uff0c\u7531\u65bc\u4f46\u6700\u7d42\u6a21\u7d44\u9700\u8981\u8f09\u5165\u7684\u6a21\u578b\u683c\u5f0f\u70ba uf2 \u7684\u97cc\u9ad4\uff0c\u6700\u5728\u57f7\u884c \u201cuf2conv.py\u201d \u8f49\u63db\u70ba uf2 \u6a94\u6848\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2024\/01\/Untitled-26.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u5341\u4e8c)\uff1aGrove Vision AI \u6a21\u7d44\u8b93 Arduino \u4e5f\u80fd\u73a9 YOLO \u6a21\u578b\" class=\"wp-image-21165\" width=\"915\" height=\"485\"\/><\/figure>\n\n\n\n<p>\u63a5\u8457\u5728 Grove Vision AI \u9023\u63a5\u5230\u96fb\u8166\u6642\uff0c\u9023\u7e8c\u5feb\u901f\u6309\u58d3\u4e0a\u65b9 &#8220;BOOT&#8221; \u6309\u9375\u5169\u6b21\uff0c\u5373\u53ef\u4ee5\u9032\u5165\u5230\u6a21\u578b\u66f4\u65b0\u6a21\u5f0f\uff0cPC \u4e0a\u6703\u51fa\u73fe\u4e00\u500b\u53ef\u5378\u9664\u5f0f\u786c\u789f\uff0c\u5c07\u525b\u8a13\u7df4\u597d\u7684\u4ee5\u62d6\u62c9\u7684\u65b9\u5f0f\u50b3\u9001\u5230\u8a72\u88dd\u7f6e\u5373\u53ef\u5b8c\u6210\u66f4\u65b0\u3002\u5728\u5b8c\u6210\u66f4\u65b0\u5f8c\u4f9d\u7167\u524d\u8ff0\u6b65\u9a5f\uff0c\u5373\u53ef\u9a45\u52d5 Grove Vision AI \u57f7\u884c\u5ba2\u88fd\u5316 YOLO \u6a21\u578b\u4e86\uff01<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2024\/01\/Untitled-27.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u5341\u4e8c)\uff1aGrove Vision AI \u6a21\u7d44\u8b93 Arduino \u4e5f\u80fd\u73a9 YOLO \u6a21\u578b\" class=\"wp-image-21166\" width=\"696\" height=\"499\"\/><figcaption class=\"wp-element-caption\">\u904b\u884c\u5ba2\u88fd\u5316 YOLO \u6a21\u578b\u9032\u884c\u7269\u4ef6\u5075\u6e2c<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5c0f\u7d50 &#8211; \u53ef\u671f\u7684 TinyML \u6676\u7247\u6230\u570b\u6642\u4ee3<\/h2>\n\n\n\n<p>\u8fd1\u5e74\u4f86\u773e\u591a IC \u5ee0\u5546\u9678\u7e8c\u5e03\u5c40 TinyML \u6676\u7247\uff0c\u80fd\u529b\u4e5f\u5f9e\u5f71\u50cf\u5206\u985e\u9032\u6b65\u5230\u7269\u4ef6\u5075\u6e2c\u8207\u4eba\u9ad4\u59ff\u614b\u5075\u6e2c\u7b49\uff0c\u540c\u6642\u4e5f\u652f\u63f4\u8f09\u5165\u5ba2\u88fd\u5316\u6a21\u578b\u3002\u50cf\u662f\u6b64\u6b3e Himax WE-I \u70ba\u6838\u5fc3\u7684 AI \u6a21\u7d44\u4ee5\u529f\u80fd\u6027\u4f86\u8aaa\u7b97\u662f\u76f8\u7576\u5168\u9762\uff0c\u552f\u7368\u5c31\u662f\u6548\u80fd\u9084\u6709\u4e9b\u9032\u6b65\u7a7a\u9593\uff0c\u65e5\u5f8c\u5c07\u53ef\u9810\u671f\u5404\u5bb6\u6676\u7247\u5728\u622e\u529b\u65bc\u7269\u4ef6\u5075\u6e2c\u6a21\u578b\u4e0a\u7684\u6548\u80fd\u63d0\u5347\uff0c\u4e26\u5728\u591a\u65b9\u7684\u826f\u6027\u7af6\u722d\u4e0b\u50f9\u9322\u4e5f\u6709\u671b\u66f4\u70ba\u89aa\u6c11\uff0c\u958b\u767c\u8005\u8207 Maker \u5011\u5c07\u6709\u66f4\u591a\u61c9\u7528\u7684\u9078\u64c7\uff01<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Grove Vision AI Module \u8fd1\u5e74 TinyML \u89e3\u6c7a\u65b9\u6848\u767e\u82b1\u9f4a\u653e\uff0c\u4e0d\u5c11\u6676\u7247\u8a2d\u8a08\u5ee0\u5546\u63a8\u51fa\u5c08\u7528\u6676 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":21328,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[238,55],"tags":[],"table_tags":[],"_links":{"self":[{"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/posts\/21154"}],"collection":[{"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/comments?post=21154"}],"version-history":[{"count":5,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/posts\/21154\/revisions"}],"predecessor-version":[{"id":21329,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/posts\/21154\/revisions\/21329"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/media\/21328"}],"wp:attachment":[{"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/media?parent=21154"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/categories?post=21154"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/tags?post=21154"},{"taxonomy":"table_tags","embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/table_tags?post=21154"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}