{"id":323740,"date":"2024-05-21T20:31:11","date_gmt":"2024-05-21T12:31:11","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/323740.html"},"modified":"2024-05-21T20:31:20","modified_gmt":"2024-05-21T12:31:20","slug":"%e6%9c%89%e5%93%aa%e4%ba%9b%e6%af%94%e8%be%83%e5%a5%bd%e7%9a%84%e5%9b%be%e5%83%8f%e6%a0%87%e6%b3%a8%e5%b7%a5%e5%85%b7-3","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/323740.html","title":{"rendered":"\u6709\u54ea\u4e9b\u6bd4\u8f83\u597d\u7684\u56fe\u50cf\u6807\u6ce8\u5de5\u5177"},"content":{"rendered":"<p style=\"text-align:center\"><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/25125931\/3335c1d0-0975-4860-9b17-0728184ff3be.webp\" alt=\"\u6709\u54ea\u4e9b\u6bd4\u8f83\u597d\u7684\u56fe\u50cf\u6807\u6ce8\u5de5\u5177\" \/><\/p>\n<p><p>\u56fe\u50cf\u6807\u6ce8\u5de5\u5177\u7684\u9009\u62e9\u4f9d\u8d56\u4e8e\u6807\u6ce8\u4efb\u52a1\u7684\u590d\u6742\u6027\u3001\u9884\u7b97\u548c\u4e2a\u4eba\u504f\u597d\u3002\u4e00\u4e9b<strong>\u6bd4\u8f83\u597d\u7684\u56fe\u50cf\u6807\u6ce8\u5de5\u5177<\/strong>\u5305\u62ec <strong>LabelImg\u3001Labelbox\u3001MakeSense.<a href=\"https:\/\/docs.pingcode.com\/blog\/59162.html\" target=\"_blank\">AI<\/a>\u3001VGG Image Annotator (VIA)<\/strong> \u4ee5\u53ca <strong>CVAT (Computer Vision Annotation Tool)<\/strong>\u3002\u6bcf\u4e2a\u5de5\u5177\u90fd\u6709\u5176\u7279\u5b9a\u7684\u529f\u80fd\u548c\u4f18\u52bf\uff0c\u5982 LabelImg \u64c5\u957f\u4e8e\u91cf\u7ea7\u4e0d\u5927\u3001\u5feb\u901f\u7b80\u4fbf\u7684\u6807\u8bb0\uff0c\u800c Labelbox \u548c CVAT \u63d0\u4f9b\u4e86\u9ad8\u7ea7\u7684\u5de5\u4f5c\u6d41\u7ba1\u7406\u548c\u534f\u4f5c\u7279\u6027\uff0c\u9002\u5408\u5927\u89c4\u6a21\u7684\u56fe\u50cf\u6807\u6ce8\u9879\u76ee\u3002<strong>CVAT<\/strong> \u662f\u9002\u5408\u8ba1\u7b97\u673a\u89c6\u89c9\u7814\u7a76\u4eba\u5458\u548c\u5de5\u7a0b\u5e08\u7684\u5f00\u6e90\u5de5\u5177\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u7cfb\u5217\u9ad8\u7ea7\u529f\u80fd\uff0c\u5982\uff1a\u89c6\u9891\u652f\u6301\u3001\u8ddf\u8e2a\u7b97\u6cd5\u96c6\u6210\u4ee5\u53ca\u81ea\u52a8\u6807\u6ce8\u3002<\/p>\n<\/p>\n<p><p><strong>\u4e00\u3001LABELIMG<\/strong><\/p>\n<\/p>\n<p><p>LabelImg \u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u56fe\u50cf\u6807\u6ce8\u5de5\u5177\uff0c\u4e3b\u8981\u7528\u4e8e\u6807\u6ce8\u56fe\u50cf\u4e2d\u7684\u7269\u4f53\u4ee5\u7528\u4e8e<a href=\"https:\/\/docs.pingcode.com\/ask\/59192.html\" target=\"_blank\">\u673a\u5668\u5b66\u4e60<\/a>\u8bad\u7ec3\u3002\u5b83\u7b80\u6d01\u3001\u6613\u4e8e\u4f7f\u7528\uff0c\u652f\u6301\u56fe\u50cf\u5206\u7c7b\u548c\u8fb9\u6846\u6807\u6ce8\u3002<\/p>\n<\/p>\n<p><p><strong>\u4e3b\u8981\u529f\u80fd\uff1a<\/strong><\/p>\n<\/p>\n<ul>\n<li>\u6807\u6ce8\u7684\u754c\u9762\u7b80\u5355\u76f4\u89c2\u3002<\/li>\n<li>\u652f\u6301\u5e38\u89c1\u7684\u56fe\u50cf\u683c\u5f0f\u3002<\/li>\n<li>\u8f93\u51fa\u683c\u5f0f\u5305\u62ec PASCAL VOC\uff08XML\uff09\u548c YOLO\uff08\u6587\u672c\uff09\u3002<\/li>\n<li>\u53ef\u4ee5\u901a\u8fc7\u952e\u76d8\u5feb\u6377\u952e\u5feb\u901f\u5b8c\u6210\u6807\u6ce8\u3002<\/li>\n<\/ul>\n<p><p><strong>\u4f7f\u7528\u4f53\u9a8c\uff1a<\/strong><\/p>\n<\/p>\n<p><p>LabelImg \u7684\u7528\u6237\u754c\u9762\u53cb\u597d\uff0c\u65b0\u624b\u53ef\u5feb\u901f\u4e0a\u624b\u3002\u867d\u7136\u529f\u80fd\u76f8\u5bf9\u7b80\u5355\uff0c\u4f46\u5b83\u7684\u8f7b\u91cf\u5316\u8bbe\u8ba1\u9002\u5408\u521d\u5b66\u8005\u548c\u5c0f\u89c4\u6a21\u7684\u6807\u6ce8\u4efb\u52a1\u3002<\/p>\n<\/p>\n<p><p><strong>\u4e8c\u3001LABELBOX<\/strong><\/p>\n<\/p>\n<p><p>Labelbox \u662f\u4e00\u4e2a\u5546\u4e1a\u56fe\u50cf\u6807\u6ce8\u5e73\u53f0\uff0c\u63d0\u4f9b\u4e86\u590d\u6742\u7684\u5de5\u4f5c\u6d41\u7ba1\u7406\u529f\u80fd\u548c\u673a\u5668\u5b66\u4e60\u8f85\u52a9\u6807\u6ce8\uff0c\u8fd9\u4e9b\u529f\u80fd\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u6807\u6ce8\u901f\u5ea6\u548c\u51c6\u786e\u6027\u3002<\/p>\n<\/p>\n<p><p><strong>\u4e3b\u8981\u529f\u80fd\uff1a<\/strong><\/p>\n<\/p>\n<ul>\n<li>\u652f\u6301\u56fe\u50cf\u3001\u89c6\u9891\u548c\u6587\u672c\u6807\u6ce8\u3002<\/li>\n<li>\u63d0\u4f9b\u5de5\u4f5c\u6d41\u7ba1\u7406\u548c\u534f\u4f5c\u529f\u80fd\u3002<\/li>\n<li>\u754c\u9762\u5b9a\u5236\u6027\u5f3a\uff0c\u652f\u6301\u591a\u79cd\u6807\u6ce8\u7c7b\u578b\u3002<\/li>\n<li>\u9ad8\u7ea7\u8ba1\u5212\u4e2d\u63d0\u4f9b\u673a\u5668\u5b66\u4e60\u8f85\u52a9\u6807\u6ce8\u3002<\/li>\n<\/ul>\n<p><p><strong>\u4f7f\u7528\u4f53\u9a8c\uff1a<\/strong><\/p>\n<\/p>\n<p><p>Labelbox \u662f\u9488\u5bf9\u4f01\u4e1a\u7ea7\u7528\u6237\u8bbe\u8ba1\u7684\uff0c\u5176\u5e73\u53f0\u7684\u591a\u529f\u80fd\u6027\u548c\u7075\u6d3b\u6027\u4f7f\u5176\u5728\u5904\u7406\u590d\u6742\u548c\u5927\u89c4\u6a21\u6807\u6ce8\u9879\u76ee\u65b9\u9762\u8868\u73b0\u51fa\u8272\u3002<\/p>\n<\/p>\n<p><p><strong>\u4e09\u3001MAKESENSE.AI<\/strong><\/p>\n<\/p>\n<p><p>MakeSense.ai \u662f\u4e00\u4e2a\u53ef\u5728\u7f51\u9875\u4e0a\u76f4\u63a5\u4f7f\u7528\u7684\u56fe\u50cf\u6807\u6ce8\u5de5\u5177\uff0c\u514d\u8d39\u4e14\u4e0d\u9700\u8981\u7528\u6237\u5b89\u88c5\u4efb\u4f55\u989d\u5916\u7684\u8f6f\u4ef6\u3002<\/p>\n<\/p>\n<p><p><strong>\u4e3b\u8981\u529f\u80fd\uff1a<\/strong><\/p>\n<\/p>\n<ul>\n<li>\u652f\u6301\u591a\u79cd\u56fe\u5f62\u6807\u6ce8\u7c7b\u578b\uff0c\u5982\u77e9\u5f62\u3001\u5706\u5f62\u548c\u591a\u8fb9\u5f62\u3002<\/li>\n<li>\u63d0\u4f9b\u7b80\u5355\u7684<a href=\"https:\/\/docs.pingcode.com\/blog\/project-management\/23316.html\" target=\"_blank\">\u9879\u76ee\u7ba1\u7406<\/a>\u529f\u80fd\u3002<\/li>\n<li>\u65e0\u9700\u6ce8\u518c\u6216\u5b89\u88c5\u3002<\/li>\n<\/ul>\n<p><p><strong>\u4f7f\u7528\u4f53\u9a8c\uff1a<\/strong><\/p>\n<\/p>\n<p><p>\u5bf9\u4e8e\u8ffd\u6c42\u5feb\u901f\u90e8\u7f72\u548c\u7b80\u4fbf\u64cd\u4f5c\u7684\u7528\u6237\uff0cMakeSense.ai \u63d0\u4f9b\u4e86\u624b\u628a\u624b\u7684\u5f15\u5bfc\uff0c\u6613\u4e8e\u5728\u6d4f\u89c8\u5668\u4e2d\u5feb\u901f\u5f00\u59cb\u6807\u6ce8\u5de5\u4f5c\u3002<\/p>\n<\/p>\n<p><p><strong>\u56db\u3001VGG IMAGE ANNOTATOR (VIA)<\/strong><\/p>\n<\/p>\n<p><p>VGG Image Annotator \u662f\u7531\u725b\u6d25\u5927\u5b66\u89c6\u89c9\u51e0\u4f55\u7ec4\u5f00\u53d1\u7684\u4e00\u4e2a\u7b80\u5355\u7684\u56fe\u50cf\u6807\u6ce8\u5de5\u5177\uff0c\u9664\u4e86\u56fe\u50cf\u6807\u6ce8\uff0c\u5b83\u8fd8\u652f\u6301\u97f3\u9891\u548c\u89c6\u9891\u6587\u4ef6\u3002<\/p>\n<\/p>\n<p><p><strong>\u4e3b\u8981\u529f\u80fd\uff1a<\/strong><\/p>\n<\/p>\n<ul>\n<li>\u5f00\u6e90\u4e14\u5b8c\u5168\u514d\u8d39\u3002<\/li>\n<li>\u652f\u6301\u591a\u7c7b\u578b\u6807\u6ce8\uff0c\u5305\u62ec\u70b9\u3001\u7ebf\u3001\u77e9\u5f62\u3001\u5706\u3001\u692d\u5706\u3001\u591a\u8fb9\u5f62\u7b49\u3002<\/li>\n<li>\u53ef\u8fd0\u884c\u5728\u73b0\u4ee3\u7f51\u7edc\u6d4f\u89c8\u5668\u4e2d\uff0c\u65e0\u9700\u670d\u52a1\u5668\u7aef\u5b89\u88c5\u3002<\/li>\n<\/ul>\n<p><p><strong>\u4f7f\u7528\u4f53\u9a8c\uff1a<\/strong><\/p>\n<\/p>\n<p><p>VIA \u7684\u754c\u9762\u53ef\u80fd\u4e0d\u5982\u5176\u4ed6\u5de5\u5177\u90a3\u6837\u76f4\u89c2\u73b0\u4ee3\uff0c\u4f46\u5b83\u7684\u7075\u6d3b\u6027\u548c\u529f\u80fd\u7684\u5168\u9762\u6027\u5bf9\u7814\u7a76\u4eba\u5458\u548c\u5c0f\u7684\u56e2\u961f\u5c24\u5176\u6709\u7528\u3002<\/p>\n<\/p>\n<p><p><strong>\u4e94\u3001CVAT (COMPUTER VISION ANNOTATION TOOL)<\/strong><\/p>\n<\/p>\n<p><p>CVAT \u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u3001\u4e3a\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5f00\u53d1\u8bad\u7ec3\u6570\u636e\u800c\u8bbe\u8ba1\u7684\u5728\u7ebf\u56fe\u50cf\u548c\u89c6\u9891\u6807\u6ce8\u5de5\u5177\u3002<\/p>\n<\/p>\n<p><p><strong>\u4e3b\u8981\u529f\u80fd\uff1a<\/strong><\/p>\n<\/p>\n<ul>\n<li>\u652f\u6301\u56fe\u50cf\u548c\u89c6\u9891\u6807\u6ce8\u3002<\/li>\n<li>\u96c6\u6210\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u8fdb\u884c\u534a\u81ea\u52a8\u6807\u6ce8\u3002<\/li>\n<li>\u5e26\u6709\u4efb\u52a1\u7ba1\u7406\u754c\u9762\uff0c\u4fbf\u4e8e\u534f\u4f5c\u548c\u7ba1\u7406\u6807\u6ce8\u8fdb\u5ea6\u3002<\/li>\n<li>\u652f\u6301\u591a\u79cd\u5bfc\u51fa\u683c\u5f0f\uff0c\u517c\u5bb9\u4e0d\u540c\u7684\u673a\u5668\u5b66\u4e60\u6846\u67b6\u3002<\/li>\n<\/ul>\n<p><p><strong>\u4f7f\u7528\u4f53\u9a8c\uff1a<\/strong><\/p>\n<\/p>\n<p><p>CVAT \u9002\u5408\u9700\u8981\u8fdb\u884c\u89c6\u9891\u6807\u6ce8\u6216\u5927\u89c4\u6a21\u534f\u4f5c\u9879\u76ee\u7684\u9ad8\u7ea7\u7528\u6237\u3002\u5176\u4fbf\u4e8e\u96c6\u6210\u81ea\u52a8\u5316\u5de5\u5177\u548c\u7b97\u6cd5\uff0c\u4f7f\u5f97\u6807\u6ce8\u5de5\u4f5c\u53ef\u4ee5\u66f4\u9ad8\u6548\u3001\u7cbe\u786e\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p><strong>1. \u54ea\u4e9b\u56fe\u50cf\u6807\u6ce8\u5de5\u5177\u9002\u5408\u521d\u5b66\u8005\u4f7f\u7528\uff1f<\/strong><\/p>\n<p>\u5bf9\u4e8e\u521d\u5b66\u8005\u6765\u8bf4\uff0c\u5efa\u8bae\u4f7f\u7528\u4e00\u4e9b\u6613\u4e8e\u4e0a\u624b\u4e14\u529f\u80fd\u4e30\u5bcc\u7684\u56fe\u50cf\u6807\u6ce8\u5de5\u5177\uff0c\u6bd4\u5982LabelImg\u548cRectLabel\u7b49\u3002\u8fd9\u4e9b\u5de5\u5177\u5177\u6709\u76f4\u89c2\u7684\u754c\u9762\u8bbe\u8ba1\u548c\u7b80\u5355\u7684\u64cd\u4f5c\u65b9\u5f0f\uff0c\u9002\u5408\u521d\u5b66\u8005\u5feb\u901f\u4e0a\u624b\u3002<\/p>\n<p><strong>2. \u6709\u6ca1\u6709\u4e00\u4e9b\u9ad8\u7ea7\u7684\u56fe\u50cf\u6807\u6ce8\u5de5\u5177\u53ef\u4ee5\u6ee1\u8db3\u4e13\u4e1a\u9700\u6c42\uff1f<\/strong><\/p>\n<p>\u5bf9\u4e8e\u6709\u4e13\u4e1a\u9700\u6c42\u7684\u7528\u6237\uff0c\u53ef\u4ee5\u9009\u62e9\u4e00\u4e9b\u529f\u80fd\u66f4\u52a0\u5f3a\u5927\u7684\u56fe\u50cf\u6807\u6ce8\u5de5\u5177\uff0c\u6bd4\u5982Labelbox\u548cSupervisely\u7b49\u3002\u8fd9\u4e9b\u5de5\u5177\u4e0d\u4ec5\u652f\u6301\u5e38\u89c1\u7684\u56fe\u50cf\u6807\u6ce8\u4efb\u52a1\uff0c\u8fd8\u63d0\u4f9b\u4e86\u66f4\u591a\u7684\u9ad8\u7ea7\u529f\u80fd\uff0c\u5982\u6570\u636e\u7ba1\u7406\u3001\u81ea\u52a8\u5316\u6807\u6ce8\u548c\u56e2\u961f\u534f\u4f5c\u7b49\uff0c\u6ee1\u8db3\u4e13\u4e1a\u7528\u6237\u7684\u9700\u6c42\u3002<\/p>\n<p><strong>3. \u6709\u6ca1\u6709\u514d\u8d39\u7684\u56fe\u50cf\u6807\u6ce8\u5de5\u5177\u53ef\u4ee5\u4f7f\u7528\uff1f<\/strong><\/p>\n<p>\u5f53\u7136\u6709\u3002\u5982\u679c\u60a8\u662f\u4e2a\u4eba\u7528\u6237\u6216\u8005\u53ea\u9700\u8fdb\u884c\u7b80\u5355\u7684\u6807\u6ce8\u4efb\u52a1\uff0c\u53ef\u4ee5\u9009\u62e9\u4e00\u4e9b\u514d\u8d39\u7684\u56fe\u50cf\u6807\u6ce8\u5de5\u5177\uff0c\u6bd4\u5982VGG Image Annotator (VIA)\u548cLabelbox Lite\u7b49\u3002\u8fd9\u4e9b\u5de5\u5177\u867d\u7136\u529f\u80fd\u76f8\u5bf9\u8f83\u7b80\u5355\uff0c\u4f46\u5df2\u7ecf\u8db3\u591f\u6ee1\u8db3\u666e\u901a\u7528\u6237\u7684\u57fa\u672c\u9700\u6c42\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"\u56fe\u50cf\u6807\u6ce8\u5de5\u5177\u7684\u9009\u62e9\u4f9d\u8d56\u4e8e\u6807\u6ce8\u4efb\u52a1\u7684\u590d\u6742\u6027\u3001\u9884\u7b97\u548c\u4e2a\u4eba\u504f\u597d\u3002\u4e00\u4e9b\u6bd4\u8f83\u597d\u7684\u56fe\u50cf\u6807\u6ce8\u5de5\u5177\u5305\u62ec LabelImg\u3001La [&hellip;]","protected":false},"author":3,"featured_media":323748,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[37],"tags":[],"acf":[],"_links":{"self":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/323740"}],"collection":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/comments?post=323740"}],"version-history":[{"count":0,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/323740\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/323748"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=323740"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=323740"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=323740"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}