{"id":852,"date":"2025-04-03T22:30:31","date_gmt":"2025-04-03T14:30:31","guid":{"rendered":"https:\/\/li-yang.cn\/?p=852"},"modified":"2025-04-03T22:30:33","modified_gmt":"2025-04-03T14:30:33","slug":"%e5%b0%8f%e5%8c%ba%e6%97%a9%e9%ab%98%e5%b3%b0%e7%9c%9f%e7%9a%84%e5%ad%98%e5%9c%a8%e5%90%97%ef%bc%9f%e6%88%91%e7%94%a8ai%e6%8b%8d%e4%ba%8614000%e5%bc%a0%e5%9b%be%e6%9d%a5%e9%aa%8c%e8%af%81","status":"publish","type":"post","link":"https:\/\/li-yang.cn\/?p=852","title":{"rendered":"\u5c0f\u533a\u65e9\u9ad8\u5cf0\u771f\u7684\u5b58\u5728\u5417\uff1f\u6211\u7528AI\u62cd\u4e8614000\u5f20\u56fe\u6765\u9a8c\u8bc1"},"content":{"rendered":"\n<p class=\"has-black-color has-text-color has-link-color wp-elements-6a7722a56f1ba3c6bf80c9ce513b3c46 wp-block-paragraph\">\u6e05\u6668\u4e0a\u73ed\u9014\u4e2d\uff0c\u6211\u6ce8\u610f\u5230\u5c0f\u533a\u4e3b\u8def\u884c\u4eba\u7a00\u5c11\uff0c\u4fbf\u840c\u751f\u4e86\u4e00\u4e2a\u95ee\u9898\uff1a\u5c0f\u533a\u5c45\u6c11\u666e\u904d\u7684\u51fa\u884c\u65f6\u95f4\u7a76\u7adf\u662f\u51e0\u70b9\uff1f\u57fa\u4e8e\u6b64\u7591\u95ee\uff0c\u6211\u542f\u52a8\u4e86\u4e00\u4e2a\u57fa\u4e8e\u8ba1\u7b97\u673a\u89c6\u89c9\u7684\u76ee\u6807\u68c0\u6d4b\u5b9e\u9a8c\uff0c\u5c1d\u8bd5\u4ee5\u6570\u636e\u9a8c\u8bc1\u65e5\u5e38\u89c2\u5bdf\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u7cfb\u7edf\u67b6\u6784\u4e0e\u6a21\u578b\u9009\u62e9<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u786c\u4ef6\u914d\u7f6e<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"has-black-color has-text-color has-link-color wp-elements-7c0aa9b6eb65905dfb7246f330b585df\">Raspberry Pi + HQ Camera\uff08IMX477R\u6a21\u5757\uff09<\/li>\n\n\n\n<li class=\"has-black-color has-text-color has-link-color wp-elements-7acaae585cd830df4eac8ab686acdfbf\">25mm\u5b9a\u7126\u955c\u5934\uff08\u7b49\u6548\u5168\u753b\u5e45\u7126\u8ddd\u7ea6138mm\uff09<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/li-yang.cn\/wp-content\/uploads\/2025\/04\/image-1024x768.png\" alt=\"\" class=\"wp-image-853\" srcset=\"https:\/\/li-yang.cn\/wp-content\/uploads\/2025\/04\/image-1024x768.png 1024w, https:\/\/li-yang.cn\/wp-content\/uploads\/2025\/04\/image-300x225.png 300w, https:\/\/li-yang.cn\/wp-content\/uploads\/2025\/04\/image-768x576.png 768w, https:\/\/li-yang.cn\/wp-content\/uploads\/2025\/04\/image-600x450.png 600w, https:\/\/li-yang.cn\/wp-content\/uploads\/2025\/04\/image.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-5a1bf4a9964f3e7aca080bf5f1053810 wp-block-paragraph\">\u8bbe\u5907\u67b6\u8bbe\u5728\u7a97\u53f0\uff0c\u4ee510\u79d2\u95f4\u9694\u62cd\u6444\u8986\u76d6\u5c0f\u533a\u4e3b\u8def\u7684\u7167\u7247\uff0c\u56fe\u50cf\u4fdd\u5b58\u683c\u5f0f\u4e3aJPEG\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u68c0\u6d4b\u76ee\u6807\u4e0e\u6a21\u578b\u5bf9\u6bd4<\/h3>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-22c08ea6c44c00dc007855f89f4b6f77 wp-block-paragraph\">\u5728\u6a21\u578b\u9009\u62e9\u9636\u6bb5\uff0c\u6211\u9996\u5148\u5c1d\u8bd5\u4e86\u591a\u6a21\u6001\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08Vision-Language Models, VLM\uff09\uff0c\u5982\u5f00\u6e90\u793e\u533a\u6d3b\u8dc3\u7684&nbsp;<strong>LLAVA 1.6<\/strong>&nbsp;\u4e0e&nbsp;<strong>LLAMA3.2-Vision<\/strong>\u3002\u901a\u8fc7Prompt Engineering\u5b9e\u73b0\u4e86JSON\u7ed3\u6784\u8f93\u51fa\u3002\u7136\u800c\uff0c\u8fd9\u7c7b\u5927\u6a21\u578b\u5728 Mac mini\uff08M2\uff09\u4e0a\u672c\u5730\u8fd0\u884c\u65f6\u63a8\u7406\u901f\u5ea6\u8fdc\u4f4e\u4e8e\u5b9e\u65f6\u9700\u6c42\uff0c\u8d44\u6e90\u6d88\u8017\u9ad8\uff0c\u90e8\u7f72\u6548\u7387\u4f4e\uff0c\u6700\u7ec8\u88ab\u653e\u5f03\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"390\" src=\"https:\/\/li-yang.cn\/wp-content\/uploads\/2025\/04\/image-1-1024x390.png\" alt=\"\" class=\"wp-image-854\" srcset=\"https:\/\/li-yang.cn\/wp-content\/uploads\/2025\/04\/image-1-1024x390.png 1024w, https:\/\/li-yang.cn\/wp-content\/uploads\/2025\/04\/image-1-300x114.png 300w, https:\/\/li-yang.cn\/wp-content\/uploads\/2025\/04\/image-1-768x293.png 768w, https:\/\/li-yang.cn\/wp-content\/uploads\/2025\/04\/image-1.png 1076w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-d99f04ebfe5c31b0720309a61b662dd2 wp-block-paragraph\">\u9274\u4e8e\u6027\u80fd\u4e0e\u7cbe\u5ea6\u7684\u6743\u8861\uff0c\u6211\u56de\u5f52\u81f3 YOLO \u6a21\u578b\uff0c\u9009\u62e9\u4e86\u7cbe\u5ea6\u4e0e\u901f\u5ea6\u517c\u987e\u7684&nbsp;<strong>YOLOv12x<\/strong>&nbsp;\u6a21\u578b\u8fdb\u884c\u76ee\u6807\u68c0\u6d4b\u3002<\/p>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-39c5581f0de3fc2adf547f495e54fcc9 wp-block-paragraph\">\u8d77\u521d\u68c0\u6d4b\u76ee\u6807\u4ec5\u9650\u4e8e\u884c\u4eba\uff08<code>person<\/code>&nbsp;\u7c7b\uff09\uff0c\u540e\u671f\u6269\u5c55\u81f3\u5305\u542b\u72d7\uff08<code>dog<\/code>\uff09\u548c\u81ea\u884c\u8f66\uff08<code>bicycle<\/code>\uff09\u4e24\u4e2a\u7c7b\u522b\uff0c\u5145\u5206\u5229\u7528 YOLO \u6a21\u578b\u5728\u901a\u7528\u76ee\u6807\u68c0\u6d4b\u4e0a\u7684\u4f18\u52bf\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u6570\u636e\u91c7\u6837\u4e0e\u63a8\u7406\u6d41\u7a0b<\/h2>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-63d66be293695ffd72ee86f3c813815e wp-block-paragraph\"><br>\u7531\u4e8e\u6811\u8393\u6d3e\u81ea\u8eab\u7b97\u529b\u6709\u9650\uff0cYOLOv12x \u65e0\u6cd5\u76f4\u63a5\u8fd0\u884c\uff0c\u6545\u642d\u5efa\u4e86\u57fa\u4e8e\u5c40\u57df\u7f51\u7684\u63a8\u7406\u540e\u7aef\u670d\u52a1\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li class=\"has-black-color has-text-color has-link-color wp-elements-f8d4e7621b63e4804ef5ec13df4c1691\">\u6811\u8393\u6d3e\u7aef\u901a\u8fc7libcamera-still\u91c7\u96c6\u56fe\u50cf\uff0c\u501f\u52a9crontab\u548cscp\u547d\u4ee4\u5e76\u901a\u8fc7 Wi-Fi \u5b9e\u65f6\u4f20\u8f93\u81f3\u672c\u5730 Mac mini\uff0c\u6587\u4ef6\u540d\u5305\u542b\u65f6\u95f4\u6233\uff1b<\/li>\n\n\n\n<li class=\"has-black-color has-text-color has-link-color wp-elements-c75cd2560fa31c48c7ed0b6dc91982a8\">Mac \u7aef\u4f7f\u7528PIL\u6267\u884c\u56fe\u50cf\u88c1\u526a\uff0c\u4ec5\u4fdd\u7559\u5305\u542b\u4e3b\u8def\u90e8\u5206\u7684\u533a\u57df\uff1b<\/li>\n\n\n\n<li class=\"has-black-color has-text-color has-link-color wp-elements-69d7a3c6f04bcdbd3d069122aabcf3ea\">\u5229\u7528 YOLOv12x \u6a21\u578b\u5bf9\u56fe\u50cf\u8fdb\u884c\u63a8\u7406\uff0c\u8f93\u51fa\u4e09\u4e2a\u7c7b\uff08<code>person<\/code>\u3001<code>dog<\/code>\u3001<code>bicycle<\/code>\uff09\u7684\u68c0\u6d4b\u7ed3\u679c\uff1b<\/li>\n\n\n\n<li class=\"has-black-color has-text-color has-link-color wp-elements-37d3e6b01543c511995e392ab8504d44\">\u5408\u5e76\u6587\u4ef6\u540d\u4e2d\u63d0\u53d6\u51fa\u7684\u65f6\u95f4\u6233\uff0c\u5c06\u7ed3\u679c\u6570\u636e\u5199\u5165\u6570\u636e\u5e93\uff0c\u4fbf\u4e8e\u540e\u7eed\u7edf\u8ba1\u4e0e\u53ef\u89c6\u5316\u5206\u6790\u3002<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u6570\u636e\u7684\u5b58\u50a8\u7ed3\u6784\u4e0e\u5904\u7406\u903b\u8f91<\/h2>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-6dfd54de114911c0f0b0c6e7f2ef3a21 wp-block-paragraph\"><br>\u672c\u5b9e\u9a8c\u91c7\u7528\u8f7b\u91cf\u7ea7\u6570\u636e\u5e93 SQLite \u8fdb\u884c\u672c\u5730\u6570\u636e\u5b58\u50a8\uff0c\u7406\u7531\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"has-black-color has-text-color has-link-color wp-elements-ebd252dab6a5cf3e4be97be2cf1cb1cd\">\u65e0\u9700\u72ec\u7acb\u670d\u52a1\u8fdb\u7a0b\uff0c\u9002\u5408\u8fb9\u7f18\u8ba1\u7b97\u573a\u666f\uff1b<\/li>\n\n\n\n<li class=\"has-black-color has-text-color has-link-color wp-elements-24b73ff5f1d35d18b7c01715e75e0460\">\u8868\u7ed3\u6784\u7075\u6d3b\uff0c\u4fbf\u4e8e\u5feb\u901f\u8fed\u4ee3\u8bbe\u8ba1\uff1b<\/li>\n\n\n\n<li class=\"has-black-color has-text-color has-link-color wp-elements-c6677be7bc2610e70225f32b2cf0945a\">\u652f\u6301\u6807\u51c6SQL\u67e5\u8be2\u8bed\u6cd5\uff0c\u4fbf\u4e8e\u6570\u636e\u6c47\u603b\u3001\u5bfc\u51fa\u4e0e\u53ef\u89c6\u5316\u5bf9\u63a5\u3002<\/li>\n\n\n\n<li class=\"has-black-color has-text-color has-link-color wp-elements-3a0e77f8997909330ab7ca25bd316e2c\">\u65b9\u4fbf\u5bfc\u5165 Superset \u8fdb\u884c\u53ef\u89c6\u5316\u5206\u6790\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5de5\u4f5c\u6d41\u7a0b\u6982\u8ff0<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li class=\"has-black-color has-text-color has-link-color wp-elements-efccc60f5e0fd8dc322563841f4e7e5a\">\u56fe\u50cf\u4f20\u5165\u63a8\u7406\u6a21\u578b\u8fdb\u884c\u68c0\u6d4b\uff1b<\/li>\n\n\n\n<li class=\"has-black-color has-text-color has-link-color wp-elements-f28af7414ca51d2dd6371071f0402e6f\">\u56fe\u50cf\u6587\u4ef6\u540d\u5199\u5165\u00a0<code>counts<\/code>\u00a0\u8868\uff0c\u8bb0\u5f55\u539f\u59cb\u4fe1\u606f\uff1b<\/li>\n\n\n\n<li class=\"has-black-color has-text-color has-link-color wp-elements-90d22898fad36e2850b52604679d4543\">\u5404\u76ee\u6807\u7c7b\u522b\u6570\u91cf\u66f4\u65b0\u5230\u5bf9\u5e94\u884c\u8bb0\u5f55\u4e2d\uff0c\u5b8c\u6210\u7ed3\u6784\u5316\u6807\u6ce8\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u6838\u5fc3\u4ee3\u7801\u5b9e\u73b0<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>def detect_objects(image_name):\n    results = model(&#91;image_name], imgsz=1024, conf=0.4, verbose=False)\n    for result in results:\n        result_json = result.to_json()\n        name_counts = count_name_values(result_json)\n        c.execute('INSERT INTO counts (image_name) VALUES (?)', (image_name,))\n        count_id = c.lastrowid\n        for name, count in name_counts.items():\n            c.execute(f'UPDATE counts SET \"{name}\" = ? WHERE id = ?', (count, count_id))\n        conn.commit()\n    return name_counts\nimages_dir = \"images\"\njpg_list = &#91;f for f in os.listdir(images_dir) if f.endswith('.jpg')]\nfor jpg in tqdm(jpg_list, desc=\"Processing images\"):\n    detect_objects(jpg)\nconn.close()<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7edf\u8ba1\u7ed3\u8bba<\/h2>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-182b9e6b60a58a1c48bc88b1fdcfd278 wp-block-paragraph\"><br>\u57fa\u4e8e\u5bf9\u8fd1\u4e00\u5468\u6837\u672c\u6570\u636e\u7684\u805a\u5408\u5206\u6790\uff0c\u5f97\u51fa\u4ee5\u4e0b\u521d\u6b65\u7ed3\u8bba\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li class=\"has-black-color has-text-color has-link-color wp-elements-335bd02ac2de5a7045ba78819a988c23\">\u5de5\u4f5c\u65e5 8:00\u20139:00 \u4e0e 17:00\u201319:00 \u662f\u884c\u4eba\u9ad8\u5cf0\u65f6\u6bb5\uff1b<\/li>\n\n\n\n<li class=\"has-black-color has-text-color has-link-color wp-elements-9c71ba4a98b7f9558517bffcf59645e7\">\u5468\u672b\u884c\u4eba\u5206\u5e03\u66f4\u5747\u5300\uff0c10:00 \u548c 17:00 \u524d\u540e\u51fa\u73b0\u4e24\u4e2a\u5cf0\u503c\uff0c12:00\u201313:00 \u8fbe\u5230\u6700\u4f4e\uff08\u4ec5\u5360\u603b\u91cf\u7ea64%\uff09\uff1b<\/li>\n\n\n\n<li class=\"has-black-color has-text-color has-link-color wp-elements-d37da8ad54ac81278a012740319dca04\">\u905b\u72d7\u884c\u4e3a\u5728\u5de5\u4f5c\u65e5\u96c6\u4e2d\u4e8e 8:00 \u524d\u540e\uff0c\u5468\u672b\u5219\u5448\u73b0\u5168\u5929\u5206\u5e03\uff0c\u603b\u4f53\u6570\u91cf\u66f4\u591a\uff1b<\/li>\n\n\n\n<li class=\"has-black-color has-text-color has-link-color wp-elements-744026c880f83e26e26902823e398fd7\">\u9a91\u884c\u6d3b\u52a8\u5728\u5468\u672b\u5c24\u4e3a\u6d3b\u8dc3\uff0c\u5448\u660e\u663e\u4e0a\u5347\u8d8b\u52bf\u3002<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"351\" 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