{"id":23544,"date":"2024-11-14T16:07:58","date_gmt":"2024-11-14T08:07:58","guid":{"rendered":"https:\/\/blog.tibame.com\/?p=23544"},"modified":"2025-09-24T18:27:16","modified_gmt":"2025-09-24T10:27:16","slug":"%e4%be%86%e8%87%aa%e5%8f%b0%e7%81%a3-%e4%b8%96%e7%95%8c%e7%ac%ac%e4%b8%80%e7%9a%84-ai-%e5%bd%b1%e5%83%8f%e8%be%a8%e8%ad%98%e6%8a%80%e8%a1%93%ef%bc%8c%e5%bf%ab%e9%80%9f%e4%ba%86%e8%a7%a3-yolo","status":"publish","type":"post","link":"https:\/\/blog.tibame.com\/?p=23544","title":{"rendered":"\u4f86\u81ea\u53f0\u7063 ! \u4e16\u754c\u7b2c\u4e00\u7684 AI \u5f71\u50cf\u8fa8\u8b58\u6280\u8853\uff0c\u5feb\u901f\u4e86\u89e3 YOLO \u7269\u4ef6\u5075\u6e2c\uff01"},"content":{"rendered":"\n<p>\u5728 AI \u7684\u4e16\u754c\u88e1\uff0c\u300c<strong>\u8f15<\/strong>\u3001<strong>\u5feb<\/strong>\u3001<strong>\u6e96<\/strong>\u300d\u4e09\u8981\u7d20\u5e7e\u4e4e\u7121\u6cd5\u5171\u5b58\uff0c\u4f46\u5728 2020 \u5e74\uff0c \u4f86\u81ea<strong>\u53f0\u7063\u4e2d\u7814\u9662<\/strong>\u5718\u968a\u958b\u767c\u7684&nbsp;<strong>YOLOv4 \u7269\u4ef6\u5075\u6e2c\u6a21\u578b<\/strong>\uff0c\u6b63\u662f\u9019\u4e09\u8005\u7684\u5b8c\u7f8e\u7d50\u5408\uff0c\u4e5f\u8b93\u53f0\u7063\u4f54\u64da\u7269\u4ef6\u5075\u6e2c\u9818\u57df\u7684\u5730\u4f4d\u3002<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u5167\u5bb9\u76ee\u9304<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u986f\u793a\/\u96b1\u85cf\u5167\u5bb9\u76ee\u9304\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" 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href=\"https:\/\/blog.tibame.com\/?p=23544\/#%E2%96%8E%E4%BE%86%E8%87%AA%E5%8F%B0%E7%81%A3%E7%9A%84%E9%A9%95%E5%82%B2_YOLO_%E7%89%A9%E4%BB%B6%E5%81%B5%E6%B8%AC%E6%BC%94%E7%AE%97%E6%B3%95\" >\u258e\u4f86\u81ea\u53f0\u7063\u7684\u9a55\u50b2 YOLO \u7269\u4ef6\u5075\u6e2c\u6f14\u7b97\u6cd5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/blog.tibame.com\/?p=23544\/#%E2%96%8E%E6%A5%B5%E5%BF%AB%E7%9A%84%E9%80%9F%E5%BA%A6%EF%BC%8C%E5%8D%93%E8%B6%8A%E7%9A%84%E6%80%A7%E8%83%BD\" >\u258e\u6975\u5feb\u7684\u901f\u5ea6\uff0c\u5353\u8d8a\u7684\u6027\u80fd<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/blog.tibame.com\/?p=23544\/#%E2%96%8E%E4%BE%86%E8%87%AA%E5%8F%B0%E7%81%A3%E7%9A%84%E5%89%B5%E6%96%B0%E7%B2%BE%E7%A5%9E\" >\u258e\u4f86\u81ea\u53f0\u7063\u7684\u5275\u65b0\u7cbe\u795e<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/blog.tibame.com\/?p=23544\/#%E2%96%8E%E7%94%A8_AI_%E6%8A%80%E8%A1%93%E6%94%B9%E8%AE%8A%E7%94%9F%E6%B4%BB\" >\u258e\u7528 AI \u6280\u8853\u6539\u8b8a\u751f\u6d3b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/blog.tibame.com\/?p=23544\/#%E2%96%8E%E6%8E%8C%E6%8F%A1_YOLO_%E7%9A%84%E9%81%8B%E4%BD%9C%E5%8E%9F%E7%90%86%E8%88%87%E6%87%89%E7%94%A8\" >\u258e\u638c\u63e1 YOLO \u7684\u904b\u4f5c\u539f\u7406\u8207\u61c9\u7528<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/blog.tibame.com\/?p=23544\/#%E4%BD%A0%E5%B0%87%E8%83%BD%E5%9C%A8%E9%80%99%E5%A0%82%E8%AA%B2%E7%A8%8B%E4%B8%AD%E5%AD%B8%E7%BF%92%E5%88%B0%E2%80%A6\" >\u4f60\u5c07\u80fd\u5728\u9019\u5802\u8ab2\u7a0b\u4e2d\u5b78\u7fd2\u5230&#8230;<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%96%8E%E4%BE%86%E8%87%AA%E5%8F%B0%E7%81%A3%E7%9A%84%E9%A9%95%E5%82%B2_YOLO_%E7%89%A9%E4%BB%B6%E5%81%B5%E6%B8%AC%E6%BC%94%E7%AE%97%E6%B3%95\"><\/span><strong>\u258e\u4f86\u81ea\u53f0\u7063\u7684\u9a55\u50b2 YOLO \u7269\u4ef6\u5075\u6e2c\u6f14\u7b97\u6cd5<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<amp-fit-text layout=\"fixed-height\" min-font-size=\"6\" max-font-size=\"72\" height=\"80\"><p>YOLO \u7684\u5168\u540d\u662f\u300cYou Only Look Once\u300d\uff0c\u9019\u500b\u540d\u5b57\u6070\u5982\u5176\u5206\u5730\u9ad4\u73fe\u4e86\u5176\u6280\u8853\u7684\u6838\u5fc3 \u2014\u2014&nbsp;<strong>\u5728\u4e00\u6b21\u904b\u7b97\u4e2d\u5373\u53ef\u5be6\u73fe\u9ad8\u901f\u8fa8\u8b58<\/strong>\u3002\u81ea YOLOv4 \u554f\u4e16\u4ee5\u4f86\uff0c\u9019\u6b3e\u6a21\u578b\u5728\u6bcf\u79d2\u53ef\u5075\u6e2c 430 \u5e40\u5f71\u50cf\uff0c\u901f\u5ea6\u8d85\u904e\u4eba\u985e\u773c\u775b\u7684\u5341\u500d\uff0c\u4e14\u4ecd\u4fdd\u6709\u9ad8\u7cbe\u6e96\u5ea6\uff1b\u9084\u80fd\u5728\u666e\u901a\u7684\u908a\u7de3\u8a2d\u5099\u4e0a\u904b\u4f5c\uff0c\u4e0d\u9808\u5927\u578b GPU \u6216 TPU \u652f\u63f4\uff0c\u5118\u7ba1\u662f\u8cc7\u91d1\u8f03\u4f4e\u7684\u4eba\u4e5f\u53ef\u4ee5\u4f7f\u7528\u3002<\/p><\/amp-fit-text>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%96%8E%E6%A5%B5%E5%BF%AB%E7%9A%84%E9%80%9F%E5%BA%A6%EF%BC%8C%E5%8D%93%E8%B6%8A%E7%9A%84%E6%80%A7%E8%83%BD\"><\/span><strong>\u258e\u6975\u5feb\u7684\u901f\u5ea6\uff0c\u5353\u8d8a\u7684\u6027\u80fd<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u5728 YOLO \u7684\u8a2d\u8a08\u4e2d\uff0c\u904b\u7b97\u901f\u5ea6\u662f\u5176\u4e3b\u8981\u8ce3\u9ede\u4e4b\u4e00\u3002\u9019\u4e00\u6280\u8853\u7a81\u7834\u4f7f\u5f97 YOLO 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id=\"%E2%96%8E%E4%BE%86%E8%87%AA%E5%8F%B0%E7%81%A3%E7%9A%84%E5%89%B5%E6%96%B0%E7%B2%BE%E7%A5%9E\"><\/span><strong>\u258e\u4f86\u81ea\u53f0\u7063\u7684\u5275\u65b0\u7cbe\u795e<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>2020 \u81f3\u4eca\uff0c\u4e2d\u7814\u9662\u5718\u968a\u63a5\u9023\u63a8\u51fa\u4e86 YOLOv4\u3001v7 ~ v9 \u7b49\u7248\u672c\uff0c\u6bcf\u4e00\u500b\u7248\u672c\u90fd\u5728\u901f\u5ea6\u8207\u6e96\u78ba\u5ea6\u4e0a\u4e0d\u65b7\u7a81\u7834\u3002\u9019\u4e9b\u6a21\u578b\u5df2\u88ab\u5ee3\u6cdb\u61c9\u7528\u65bc\u5404\u884c\u5404\u696d\uff0c\u8b49\u660e\u4e86\u53f0\u7063\u5728\u5168\u7403 AI \u7269\u4ef6\u5075\u6e2c\u9818\u57df\u7684\u9818\u5148\u5730\u4f4d\u3002\u7279\u5225\u662f\u5728\u5168\u7403\u5404\u5927\u79d1\u6280\u516c\u53f8\u6295\u5165\u5de8\u8cc7\u7814\u767c\u7684\u80cc\u666f\u4e0b\uff0c\u9019\u652f\u5c0f\u578b\u5718\u968a\u6191\u85c9\u5176\u5275\u65b0\u548c\u57f7\u8457\uff0c\u4e0d\u50c5\u5728\u6280\u8853\u4e0a\u53d6\u5f97\u4e86\u91cd\u5927\u7a81\u7834\uff0c\u9084\u8d0f\u5f97\u4e86\u5168\u7403\u5b78\u8853\u754c\u7684\u9ad8\u5ea6\u8a8d\u53ef\u3002&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%96%8E%E7%94%A8_AI_%E6%8A%80%E8%A1%93%E6%94%B9%E8%AE%8A%E7%94%9F%E6%B4%BB\"><\/span><strong>\u258e\u7528 AI \u6280\u8853\u6539\u8b8a\u751f\u6d3b<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>YOLO 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id=\"%E2%96%8E%E6%8E%8C%E6%8F%A1_YOLO_%E7%9A%84%E9%81%8B%E4%BD%9C%E5%8E%9F%E7%90%86%E8%88%87%E6%87%89%E7%94%A8\"><\/span><strong>\u258e\u638c\u63e1 YOLO \u7684\u904b\u4f5c\u539f\u7406\u8207\u61c9\u7528<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u5982\u679c\u4f60\u60f3\u6df1\u5165\u4e86\u89e3\u9019\u9805\u6280\u8853\uff0c\u4e26\u638c\u63e1\u7269\u4ef6\u5075\u6e2c\u7684\u6838\u5fc3\u77e5\u8b58\uff0c\u5343\u842c\u4e0d\u8981\u932f\u904e\u6211\u5011\u7684\u300c&nbsp;<strong><a href=\"https:\/\/bit.ly\/3Cp4xbb\" target=\"_blank\" rel=\"noreferrer noopener\">YOLO \u7269\u4ef6\u5075\u6e2c\u5168\u89e3\u6790<\/a>&nbsp;<\/strong>\u300d\u7dda\u4e0a\u8ab2\u7a0b\uff01\u9019\u500b\u8ab2\u7a0b\u5c08\u70ba\u60f3\u5b78\u7fd2 AI \u5f71\u50cf\u8fa8\u8b58\u6280\u8853\u7684\u4eba\u58eb\u8a2d\u8a08\uff0c\u73fe\u5728\u9084\u6709\u9650\u6642 9 \u6298\u7684\u512a\u60e0&nbsp;&#x1f381;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E4%BD%A0%E5%B0%87%E8%83%BD%E5%9C%A8%E9%80%99%E5%A0%82%E8%AA%B2%E7%A8%8B%E4%B8%AD%E5%AD%B8%E7%BF%92%E5%88%B0%E2%80%A6\"><\/span><strong>\u4f60\u5c07\u80fd\u5728\u9019\u5802\u8ab2\u7a0b\u4e2d\u5b78\u7fd2\u5230&#8230;<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u591a\u7248\u672c\u904b\u4f5c\u539f\u7406<\/strong>\uff1a\u8ab2\u7a0b\u5c07\u5f9e\u7406\u8ad6\u958b\u59cb\uff0c\u5faa\u5e8f\u6f38\u9032\u5e36\u4f60\u4e86\u89e3\u00a0<strong>YOLOv1 ~ YOLOv10<\/strong>\u00a0\u7684<strong>\u904b\u4f5c\u539f\u7406\u3001\u6a21\u578b\u5dee\u7570<\/strong>\u8207<strong>\u6280\u8853\u61c9\u7528<\/strong>\u3002<\/li>\n\n\n\n<li><strong>\u5be6\u969b\u64cd\u4f5c\u8207\u61c9\u7528<\/strong>\uff1a\u900f\u904e <strong>20+ \u5c08\u6848\u5be6\u4f5c<\/strong>\uff0c\u638c\u63e1 YOLO \u6a21\u578b\u7684\u4f7f\u7528\u6280\u5de7\uff0c\u5c07\u5176\u61c9\u7528\u65bc\u5be6\u969b\u9805\u76ee\u4e2d\uff0c\u5305\u542b<strong>\u53e3\u7f69\u5075\u6e2c\u3001\u8840\u6db2\u5075\u6e2c\u3001\u8eca\u8f1b\u5075\u6e2c<\/strong>\u7b49\u3002<\/li>\n\n\n\n<li><strong>\u6700\u65b0\u7248\u672c\u7684\u7279\u6027<\/strong>\uff1a\u8ab2\u7a0b\u5df2\u9023\u7e8c 3 \u5e74\u7686\u6709\u66f4\u65b0\uff0c<strong>\u4eca\u5e74\u5e95\u66f4\u65b0\u589e v10 \u7248\u672c\u7684\u4ecb\u7d39\u8207\u61c9\u7528<\/strong>\uff0c\u76ee\u7684\u5c31\u662f\u8981\u5e6b\u52a9\u4f60\u638c\u63e1\u6700\u65b0\u7248\u672c\u7684\u529f\u80fd\u53ca\u5176\u6539\u9032\uff0c\u4e26\u4e86\u89e3\u5982\u4f55\u9078\u64c7\u9069\u5408\u7684\u6a21\u578b\u4f86\u89e3\u6c7a\u4e0d\u540c\u7684\u554f\u984c\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u7e3d\u8a08 12 \u5c0f\u6642\u7684\u7d2e\u5be6\u5167\u5bb9\uff0c\u7531\u64c1\u6709<strong>\u96fb\u8166\u8996\u89ba\u3001\u6a5f\u5668\u5b78\u7fd2\u3001\u6df1\u5ea6\u5b78\u7fd2\u5c08\u696d<\/strong>\u7684 Alex \u6797\u54f2\u8070\u8001\u5e2b\u89aa\u81ea\u6388\u8ab2 !<\/p>\n\n\n\n<p>\u9080\u8acb\u4f60\u8207\u6211\u5011\u4e00\u8d77\u63a2\u7d22\u4e16\u754c\u7b2c\u4e00\u7684 AI \u5f71\u50cf\u8fa8\u8b58\u6280\u8853\uff0c\u63d0\u5347\u4f60\u7684 AI \u7af6\u722d\u529b ! <a href=\"https:\/\/bit.ly\/3Cp4xbb\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>\u9ede\u6211\u67e5\u770b\u8ab2\u7a0b\u8a73\u60c5<\/strong><\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/bit.ly\/3Cp4xbb\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2024\/12\/\u8ab2\u7a0b\u5c01\u9762_YOLO\u7269\u4ef6\u5075\u6e2c\u5168\u89e3\u6790_V10-1024x576.jpg\" alt=\"\" class=\"wp-image-23631\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2024\/12\/\u8ab2\u7a0b\u5c01\u9762_YOLO\u7269\u4ef6\u5075\u6e2c\u5168\u89e3\u6790_V10-1024x576.jpg 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2024\/12\/\u8ab2\u7a0b\u5c01\u9762_YOLO\u7269\u4ef6\u5075\u6e2c\u5168\u89e3\u6790_V10-300x169.jpg 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2024\/12\/\u8ab2\u7a0b\u5c01\u9762_YOLO\u7269\u4ef6\u5075\u6e2c\u5168\u89e3\u6790_V10-768x432.jpg 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2024\/12\/\u8ab2\u7a0b\u5c01\u9762_YOLO\u7269\u4ef6\u5075\u6e2c\u5168\u89e3\u6790_V10-1536x864.jpg 1536w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2024\/12\/\u8ab2\u7a0b\u5c01\u9762_YOLO\u7269\u4ef6\u5075\u6e2c\u5168\u89e3\u6790_V10-1170x658.jpg 1170w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2024\/12\/\u8ab2\u7a0b\u5c01\u9762_YOLO\u7269\u4ef6\u5075\u6e2c\u5168\u89e3\u6790_V10-585x329.jpg 585w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2024\/12\/\u8ab2\u7a0b\u5c01\u9762_YOLO\u7269\u4ef6\u5075\u6e2c\u5168\u89e3\u6790_V10.jpg 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption class=\"wp-element-caption\"><a href=\"https:\/\/bit.ly\/3Cp4xbb\" target=\"_blank\" rel=\"noreferrer noopener\">\u6df1\u5ea6\u5b78\u7fd2\u5f71\u50cf\u8fa8\u8b58 | YOLO \u7269\u4ef6\u5075\u6e2c\u5168\u89e3\u6790<\/a><\/figcaption><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u5728 AI \u7684\u4e16\u754c\u88e1\uff0c\u300c\u8f15\u3001\u5feb\u3001\u6e96\u300d\u4e09\u8981\u7d20\u5e7e\u4e4e\u7121\u6cd5\u5171\u5b58\uff0c\u4f46\u5728 2020 \u5e74\uff0c \u4f86\u81ea\u53f0\u7063\u4e2d\u7814\u9662\u5718\u968a\u958b\u767c\u7684\u00a0YOLOv4 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