{"id":18876,"date":"2025-01-19T22:09:50","date_gmt":"2025-01-19T14:09:50","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=18876"},"modified":"2025-01-19T22:09:50","modified_gmt":"2025-01-19T14:09:50","slug":"deepface","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/deepface\/","title":{"rendered":"DeepFace\uff1a\u5b9e\u73b0\u9762\u90e8\u5e74\u9f84\u3001\u6027\u522b\u3001\u60c5\u7eea\u3001\u79cd\u65cf\u8bc6\u522b\u7684\u8f7b\u91cf\u7ea7Python\u5e93"},"content":{"rendered":"<p>DeepFace\u662f\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684\u9762\u90e8\u8bc6\u522b\u548c\u9762\u90e8\u5c5e\u6027\u5206\u6790\uff08\u5305\u62ec\u5e74\u9f84\u3001\u6027\u522b\u3001\u60c5\u7eea\u548c\u79cd\u65cf\uff09\u7684Python\u5e93\u3002\u5b83\u96c6\u6210\u4e86\u591a\u79cd\u5148\u8fdb\u7684\u9762\u90e8\u8bc6\u522b\u6a21\u578b\uff0c\u5982VGG-Face\u3001FaceNet\u3001OpenFace\u3001DeepFace\u3001DeepID\u3001ArcFace\u3001Dlib\u3001SFace\u548cGhostFaceNet\u3002DeepFace\u4e0d\u4ec5\u80fd\u591f\u5b9e\u73b0\u9ad8\u7cbe\u5ea6\u7684\u9762\u90e8\u8bc6\u522b\uff0c\u8fd8\u80fd\u8fdb\u884c\u9762\u90e8\u5c5e\u6027\u7684\u8be6\u7ec6\u5206\u6790\u3002\u8be5\u5e93\u7684\u8bbe\u8ba1\u76ee\u6807\u662f\u7b80\u5316\u9762\u90e8\u8bc6\u522b\u7684\u6d41\u7a0b\uff0c\u4f7f\u5f00\u53d1\u8005\u80fd\u591f\u8f7b\u677e\u8c03\u7528\u5176\u529f\u80fd\u8fdb\u884c\u9762\u90e8\u9a8c\u8bc1\u3001\u67e5\u627e\u548c\u5206\u6790\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-18877\" title=\"DeepFace\uff1a\u5b9e\u73b0\u9762\u90e8\u5e74\u9f84\u3001\u6027\u522b\u3001\u60c5\u7eea\u3001\u79cd\u65cf\u8bc6\u522b\u7684\u8f7b\u91cf\u7ea7Python\u5e93-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/e41947878157e2a.png\" alt=\"DeepFace\uff1a\u5b9e\u73b0\u9762\u90e8\u5e74\u9f84\u3001\u6027\u522b\u3001\u60c5\u7eea\u3001\u79cd\u65cf\u8bc6\u522b\u7684\u8f7b\u91cf\u7ea7Python\u5e93-1\" width=\"979\" height=\"662\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/e41947878157e2a.png 979w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/e41947878157e2a-300x203.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/e41947878157e2a-220x150.png 220w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/e41947878157e2a-768x519.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/e41947878157e2a-18x12.png 18w\" sizes=\"auto, (max-width: 979px) 100vw, 979px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li>\u9762\u90e8\u8bc6\u522b\uff1a\u901a\u8fc7\u591a\u79cd\u6a21\u578b\u5b9e\u73b0\u9ad8\u7cbe\u5ea6\u7684\u9762\u90e8\u8bc6\u522b\u3002<\/li>\n<li>\u9762\u90e8\u5c5e\u6027\u5206\u6790\uff1a\u5206\u6790\u9762\u90e8\u7684\u5e74\u9f84\u3001\u6027\u522b\u3001\u60c5\u7eea\u548c\u79cd\u65cf\u3002<\/li>\n<li>\u9762\u90e8\u9a8c\u8bc1\uff1a\u9a8c\u8bc1\u4e24\u5f20\u9762\u90e8\u56fe\u50cf\u662f\u5426\u5c5e\u4e8e\u540c\u4e00\u4eba\u3002<\/li>\n<li>\u67e5\u627e\u529f\u80fd\uff1a\u5728\u6570\u636e\u5e93\u4e2d\u67e5\u627e\u4e0e\u8f93\u5165\u56fe\u50cf\u5339\u914d\u7684\u9762\u90e8\u3002<\/li>\n<li>\u652f\u6301\u591a\u79cd\u8f93\u5165\u683c\u5f0f\uff1a\u652f\u6301\u56fe\u50cf\u8def\u5f84\u3001numpy\u6570\u7ec4\u548cbase64\u7f16\u7801\u56fe\u50cf\u3002<\/li>\n<li>\u9ad8\u6548\u7684\u9762\u90e8\u5d4c\u5165\u5b58\u50a8\uff1a\u4f7f\u7528pickle\u6587\u4ef6\u5b58\u50a8\u9762\u90e8\u5d4c\u5165\uff0c\u52a0\u5feb\u67e5\u627e\u901f\u5ea6\u3002<\/li>\n<li>\u7075\u6d3b\u7684\u5b89\u88c5\u65b9\u5f0f\uff1a\u652f\u6301\u901a\u8fc7PyPI\u548c\u6e90\u7801\u5b89\u88c5\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<p>DeepFace\u5e93\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u4e24\u79cd\u65b9\u5f0f\u5b89\u88c5\uff1a<\/p>\n<ol>\n<li>\u901a\u8fc7PyPI\u5b89\u88c5\uff1a<\/li>\n<\/ol>\n<pre><code>pip install deepface\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li>\u901a\u8fc7\u6e90\u7801\u5b89\u88c5\uff1a<\/li>\n<\/ol>\n<pre><code>git clone https:\/\/github.com\/serengil\/deepface.git\r\ncd deepface\r\npip install -e .\r\n<\/code><\/pre>\n<h3>\u4f7f\u7528\u793a\u4f8b<\/h3>\n<p>\u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u4ee3\u7801\u5bfc\u5165\u5e76\u4f7f\u7528DeepFace\u5e93\u7684\u529f\u80fd\uff1a<\/p>\n<pre><code>from deepface import DeepFace\r\n<\/code><\/pre>\n<h4>\u9762\u90e8\u9a8c\u8bc1<\/h4>\n<p>\u9a8c\u8bc1\u4e24\u5f20\u9762\u90e8\u56fe\u50cf\u662f\u5426\u5c5e\u4e8e\u540c\u4e00\u4eba\uff1a<\/p>\n<pre><code>result = DeepFace.verify(img1_path=\"img1.jpg\", img2_path=\"img2.jpg\")\r\nprint(result[\"verified\"])\r\n<\/code><\/pre>\n<h4>\u9762\u90e8\u8bc6\u522b<\/h4>\n<p>\u5728\u6570\u636e\u5e93\u4e2d\u67e5\u627e\u4e0e\u8f93\u5165\u56fe\u50cf\u5339\u914d\u7684\u9762\u90e8\uff1a<\/p>\n<pre><code>result = DeepFace.find(img_path=\"img.jpg\", db_path=\"database\/\")\r\nprint(result)\r\n<\/code><\/pre>\n<h4>\u9762\u90e8\u5c5e\u6027\u5206\u6790<\/h4>\n<p>\u5206\u6790\u9762\u90e8\u7684\u5e74\u9f84\u3001\u6027\u522b\u3001\u60c5\u7eea\u548c\u79cd\u65cf\uff1a<\/p>\n<pre><code>result = DeepFace.analyze(img_path=\"img.jpg\", actions=['age', 'gender', 'emotion', 'race'])\r\nprint(result)\r\n<\/code><\/pre>\n<h3>\u9ad8\u7ea7\u529f\u80fd<\/h3>\n<p>DeepFace\u5e93\u8fd8\u63d0\u4f9b\u4e86\u4e00\u4e9b\u9ad8\u7ea7\u529f\u80fd\uff0c\u5982\u6279\u91cf\u9884\u6d4b\u3001\u9762\u90e8\u63d0\u53d6\u9009\u9879\u7b49\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u9ad8\u7ea7\u529f\u80fd\u7684\u4f7f\u7528\u793a\u4f8b\uff1a<\/p>\n<h4>\u6279\u91cf\u9884\u6d4b<\/h4>\n<pre><code>results = DeepFace.analyze(img_paths=[\"img1.jpg\", \"img2.jpg\"], actions=['age', 'gender', 'emotion', 'race'])\r\nprint(results)\r\n<\/code><\/pre>\n<h4>\u9762\u90e8\u63d0\u53d6\u9009\u9879<\/h4>\n<pre><code>faces = DeepFace.extract_faces(img_path=\"img.jpg\", target_size=(224, 224), grayscale=False)\r\nprint(faces)\r\n<\/code><\/pre>\n<h3>\u5e38\u89c1\u95ee\u9898<\/h3>\n<ol>\n<li><strong>\u5982\u4f55\u63d0\u9ad8\u8bc6\u522b\u901f\u5ea6\uff1f<\/strong>\n<ul>\n<li>\u53ef\u4ee5\u901a\u8fc7\u9884\u5148\u8ba1\u7b97\u5e76\u5b58\u50a8\u9762\u90e8\u5d4c\u5165\u6765\u52a0\u5feb\u67e5\u627e\u901f\u5ea6\u3002<\/li>\n<li>\u4f7f\u7528\u9ad8\u6548\u7684\u786c\u4ef6\uff08\u5982GPU\uff09\u8fdb\u884c\u8ba1\u7b97\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5982\u4f55\u5904\u7406\u4f4e\u5206\u8fa8\u7387\u56fe\u50cf\uff1f<\/strong>\n<ul>\n<li>\u53ef\u4ee5\u4f7f\u7528<code>resample<\/code>\u53c2\u6570\u6765\u63d0\u9ad8\u4f4e\u5206\u8fa8\u7387\u56fe\u50cf\u7684\u8d28\u91cf\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5982\u4f55\u5904\u7406\u5927\u56fe\u50cf\u4e2d\u7684\u591a\u5f20\u9762\u90e8\uff1f<\/strong>\n<ul>\n<li>\u4f7f\u7528<code>max_faces<\/code>\u53c2\u6570\u9650\u5236\u5904\u7406\u7684\u9762\u90e8\u6570\u91cf\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>\u901a\u8fc7\u4ee5\u4e0a\u8be6\u7ec6\u7684\u4f7f\u7528\u5e2e\u52a9\uff0c\u7528\u6237\u53ef\u4ee5\u8f7b\u677e\u4e0a\u624b\u4f7f\u7528DeepFace\u5e93\u8fdb\u884c\u9762\u90e8\u8bc6\u522b\u548c\u5c5e\u6027\u5206\u6790\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>DeepFace\u662f\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684\u9762\u90e8\u8bc6\u522b\u548c\u9762\u90e8\u5c5e\u6027\u5206\u6790\uff08\u5305\u62ec\u5e74\u9f84\u3001\u6027\u522b\u3001\u60c5\u7eea\u548c\u79cd\u65cf\uff09\u7684Python\u5e93\u3002\u5b83\u96c6\u6210\u4e86\u591a\u79cd\u5148\u8fdb\u7684\u9762\u90e8\u8bc6\u522b\u6a21\u578b\uff0c\u5982VGG-Face\u3001FaceNet\u3001OpenFace\u3001DeepFace\u3001DeepID\u3001ArcFace\u3001Dli&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61680,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[230],"class_list":["post-18876","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","tag-aikaiyuanxiangmu"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/18876","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/comments?post=18876"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/18876\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media\/61680"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media?parent=18876"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/categories?post=18876"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/tags?post=18876"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}