{"id":1391,"date":"2022-03-12T16:16:10","date_gmt":"2022-03-12T08:16:10","guid":{"rendered":"http:\/\/eotstxtab.top\/?p=1391"},"modified":"2022-03-12T16:17:38","modified_gmt":"2022-03-12T08:17:38","slug":"%e5%90%8c%e6%80%81%e5%8a%a0%e5%af%86%e4%ba%ba%e8%84%b8%e8%af%86%e5%88%abv1-%e7%ae%80%e5%8d%95%e5%ae%9e%e7%8e%b0","status":"publish","type":"post","link":"http:\/\/43.142.23.155\/?p=1391","title":{"rendered":"\u540c\u6001\u52a0\u5bc6\u7684\u4eba\u8138\u8bc6\u522bv1-\u7b80\u5355\u5b9e\u73b0"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u65b9\u6848\u4ecb\u7ecd<\/h2>\n\n\n\n<p>\u4eba\u8138\u8bc6\u522b\uff1adlib_Face \/\/\u56e0\u4e3a\u7b80\u5355<\/p>\n\n\n\n<p>\u52a0\u5bc6\u7b97\u6cd5\uff1aPaillier\uff08\u52a0\u6cd5\u540c\u6001\uff09<\/p>\n\n\n\n<p>\u670d\u52a1\u5668\u67b6\u6784\uff1a<br><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"929\" height=\"285\" src=\"http:\/\/43.142.23.155\/wp-content\/uploads\/2022\/03\/C-S.png\" alt=\"\" class=\"wp-image-1392\" srcset=\"http:\/\/43.142.23.155\/wp-content\/uploads\/2022\/03\/C-S.png 929w, http:\/\/43.142.23.155\/wp-content\/uploads\/2022\/03\/C-S-300x92.png 300w, http:\/\/43.142.23.155\/wp-content\/uploads\/2022\/03\/C-S-768x236.png 768w, http:\/\/43.142.23.155\/wp-content\/uploads\/2022\/03\/C-S-670x206.png 670w\" sizes=\"auto, (max-width: 929px) 100vw, 929px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u6ce8\u610f\uff1a\u4ee5\u4e0b\u601d\u8def\u51e0\u4e4e\u662f\u5728\u53c2\u8003\u548c\u5b66\u4e60\u540e\u81ea\u5df1\u63d0\u51fa\u7684\u65b9\u6cd5\uff1a<\/h3>\n\n\n\n<p>\uff08\u5982\u6709\u95ee\u9898\uff0c\u540e\u7eed\u518d\u505a\u4fee\u6539\uff09<\/p>\n\n\n\n<h3 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class=\"wp-block-heading\">\u6ce8\uff1a\u4ec5\u4e2a\u4eba\u4e4b\u89c1\uff0c\u4e60\u540c\u6001\u751a\u5c11\uff0c\u5982\u6709\u7eb0\u6f0f\uff0c\u656c\u8bf7\u6307\u6b63\uff01<\/h3>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u4ee3\u7801\u89e3\u91ca<\/h2>\n\n\n\n<p>\u6211\u5c06\u6240\u6709\u52a0\u5bc6\u64cd\u4f5c\u653e\u5728\u540c\u4e00\u4efd\u4ee3\u7801\u6587\u4ef6 HE_All_paillier.py \u4e2d\u4e86\uff0c\u901a\u8fc7\u4f7f\u7528\u7c7b\u548ccsv\u6587\u4ef6\u4f4d\u7f6e\u6765\u7c97\u7cd9\u5730\u6a21\u62df\u670d\u52a1\u5668\u4e0e\u5ba2\u6237\u7aef\u5404\u81ea\u7684\u8bbf\u95ee\u6743\u9650\u3002<\/p>\n\n\n\n<p>\u4ee3\u7801\u4e2d\u7684\u8be6\u7ec6\u95ee\u9898\u53ef\u4ee5\u5728\u6ce8\u91ca\u4e2d\u5f97\u5230\u5f88\u597d\u7684\u89e3\u91ca<\/p>\n\n\n\n<p>\u53e6\u5916\uff0c\u4eba\u8138\u90e8\u5206\uff1a<\/p>\n\n\n\n<p>\u5f55\u5165\u4eba\u8138\u53ef\u4ee5\u91c7\u7528Client\u4e2d get_faces_from_camera.py 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srcset=\"http:\/\/43.142.23.155\/wp-content\/uploads\/2022\/03\/image-19.png 272w, http:\/\/43.142.23.155\/wp-content\/uploads\/2022\/03\/image-19-174x300.png 174w\" sizes=\"auto, (max-width: 184px) 100vw, 184px\" \/><\/figure><\/div>\n\n\n\n<p>\u6211\u5c06\u6240\u6709\u52a0\u5bc6\u64cd\u4f5c\u653e\u5728\u540c\u4e00\u4efd\u4ee3\u7801\u6587\u4ef6 HE_All_paillier.py \u4e2d\u4e86\uff0c\u901a\u8fc7\u4f7f\u7528\u7c7b\u548ccsv\u6587\u4ef6\u4f4d\u7f6e\u6765\u7c97\u7cd9\u5730\u6a21\u62df\u670d\u52a1\u5668\u4e0e\u5ba2\u6237\u7aef\u5404\u81ea\u7684\u8bbf\u95ee\u6743\u9650\u3002<\/p>\n\n\n\n<p>\u6548\u679c\u56fe\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"528\" src=\"http:\/\/43.142.23.155\/wp-content\/uploads\/2022\/03\/image-21-1024x528.png\" alt=\"\" class=\"wp-image-1398\" srcset=\"http:\/\/43.142.23.155\/wp-content\/uploads\/2022\/03\/image-21-1024x528.png 1024w, http:\/\/43.142.23.155\/wp-content\/uploads\/2022\/03\/image-21-300x155.png 300w, http:\/\/43.142.23.155\/wp-content\/uploads\/2022\/03\/image-21-768x396.png 768w, http:\/\/43.142.23.155\/wp-content\/uploads\/2022\/03\/image-21-670x345.png 670w, http:\/\/43.142.23.155\/wp-content\/uploads\/2022\/03\/image-21.png 1242w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4eba\u8138\u56fe\u6d89\u53ca\u7167\u7247\uff0c\u8fd8\u662f\u522b\u653e\u51fa\u6765\u4e86<\/p>\n\n\n\n<p>\u8ba1\u7b97\u7279\u5f81\u5411\u91cf\u5bc6\u6587:<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"44\" src=\"http:\/\/43.142.23.155\/wp-content\/uploads\/2022\/03\/image-22-1024x44.png\" alt=\"\" class=\"wp-image-1400\" srcset=\"http:\/\/43.142.23.155\/wp-content\/uploads\/2022\/03\/image-22-1024x44.png 1024w, http:\/\/43.142.23.155\/wp-content\/uploads\/2022\/03\/image-22-300x13.png 300w, 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667px) 100vw, 667px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u5199\u5728\u6700\u540e\uff1a<\/h2>\n\n\n\n<p>\u5f00\u59cb\u7531\u4e8e\u8bba\u6587\u4e2d\u91c7\u7528\u7684\u52a0\u5bc6\u7b97\u6cd5\u4e0d\u540c\uff0c\u5bfc\u81f4\u8d70\u4e86\u8bb8\u591a\u5f2f\u8def\uff0c\u6bd4\u5982\u91cf\u5316\u548c\u81ea\u5df1\u9020\u8f6e\u5b50\u5199\u52a0\u5bc6<\/p>\n\n\n\n<p>\u672c\u65b9\u6848\u548c\u4ee3\u7801\u8fd8\u6709\u8bb8\u591a\u8bb8\u591a\u758f\u6f0f\u4e4b\u5904\u548c\u4e0d\u8db3\uff0c\u4f46\u7531\u4e8e\u6700\u8fd1\u8003\u7814\u590d\u8bd5\u5728\u5373\uff0c\u6bd5\u4e1a\u8bbe\u8ba1\u4e2d\u671f\u4e5f\u5c06\u5230DDL\uff0c\u660e\u5929\u5c31\u8981\u63d0\u4ea4\u672c\u7efc\u5408\u5b9e\u9a8c\u7684\u6750\u6599\uff0c\u56e0\u6b64Vision-1\u7684\u540c\u6001\u52a0\u5bc6\u4eba\u8138\u8bc6\u522b\u7684\u4ee3\u7801\u5b9e\u73b0\u4e14\u81f3\u6b64\u4e0d\u53d8\u3002<\/p>\n\n\n\n<p>\u4f46\u662f\u57fa\u4e8e\u5b9e\u9645\u60c5\u51b5\u548c\u5e94\u7528\u573a\u666f\uff0c\u4ee3\u7801\u5b8c\u6574\u6027\u8fd8\u8fdc\u8fdc\u4e0d\u8db3\uff0c\u8fdc\u672a\u5230\u53ef\u7528\u7684\u5730\u6b65\uff0c\u5f85\u6700\u8fd1\u4e8b\u5b9c\u7ed3\u675f\u540e\uff0c\u6211\u5c06\u518d\u6b21\u4f18\u5316\u81f3v2\uff0c\u5f7c\u65f6\u5c06\u66f4\u65b0\u5230<a href=\"https:\/\/github.com\/eotstxtab\">GitHub<\/a>\u548c\u6211\u7684\u4e2a\u4eba\u535a\u5ba2\u7f51\u7ad9<a href=\"http:\/\/43.142.23.155\">\u4e2a\u4eba\u535a\u5ba2\u7f51\u7ad9<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<p>\u9644\u4e0a\u4ee3\u7801\u4e0e\u7b80\u5355\u4ecb\u7ecd\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from phe import paillier # \u5f00\u6e90\u5e93\r\nimport time # \u505a\u6027\u80fd\u6d4b\u8bd5\r\nimport cv2\r\nimport os\r\nimport dlib\r\nfrom pandas import read_csv\r\nfrom skimage import io\r\nimport csv\r\nimport numpy as np\r\n\r\npaillier.DEFAULT_KEYSIZE = 512 # \u79c1\u94a5\u5927\u5c0f\u53c2\u6570\u8bbe\u7f6e\r\n\r\n'''\u751f\u6210\u516c\u79c1\u94a5'''\r\npublic_key,private_key = paillier.generate_paillier_keypair()\r\n\r\n'''\u7c7b: client\u5ba2\u6237\u7aef'''\r\nclass Client_Pai(object):\r\n\r\n        def read_csv(): # \u8bfb\u53d6\u7279\u5f81.csv\u5165\u5217\u8868\r\n                nd = np.genfromtxt('.\/Client\/unknwn_feature.csv', delimiter=',', skip_header=True)\r\n                final_list = nd.tolist()\r\n                return final_list\r\n        \r\n\r\n'''\u7c7b: dataServer\u6570\u636e\u670d\u52a1\u5668'''        \r\nclass DS_Pai(object):\r\n\r\n        def read_csv(): # \u8bfb\u53d6\u7279\u5f81.csv\u5165\u5217\u8868\r\n                nd = np.genfromtxt('.\/data\/feas_DB.csv', delimiter=',', skip_header=True)\r\n                final_list = nd.tolist()\r\n                return final_list\r\n\r\n'''\u7c7b: AuthServer\u6570\u636e\u670d\u52a1\u5668'''        \r\nclass AS_Pai(object):\r\n\r\n        def read_csv(): # \u8bfb\u53d6\u7279\u5f81.csv\u5165\u5217\u8868\r\n                nd = np.genfromtxt('.\/AuthServer\/mid.csv', delimiter=',', skip_header=True)\r\n                final_list = nd.tolist()\r\n                return final_list\r\n\r\n\r\n\r\n\r\n\r\n'''Client \u64cd\u4f5c'''\r\n\r\n# \u8bfb\u53d6csv\u5df2\u63d0\u53d6\u7279\u5f81\r\nunknwn_feature = Client_Pai.read_csv()\r\n\r\n# \u52a0\u5bc6\u5e76\u5b58\u5165csv\r\nunknwn_enc = &#91;public_key.encrypt(m) for m in unknwn_feature]\r\nfile = open('.\/Client\/enc_unknwn_fea.csv','w') \r\nfile.write(str(unknwn_enc))\r\nfile.close()\r\n# print(unknwn_enc)\r\n\r\n\r\n\r\n'''DS \u64cd\u4f5c'''\r\n\r\n# \u8bfb\u53d6csv\u5df2\u63d0\u53d6\u7279\u5f81\u4ee5\u4fbf\u52a0\u5bc6\uff0c\u5f53\u7136\u8fd9\u4e00\u6b65\u672c\u4e0d\u8be5DS\u505a\uff0c\u7b80\u5355\u8d77\u89c1\u653e\u5230\u4e00\u8d77\u4e86\r\nDBfeatures = DS_Pai.read_csv()\r\n\r\n# \u52a0\u5bc6\u5e76\u5b58\u5165csv\uff0c\u540c\u7406\uff0c\u5176\u5b9e\u53ea\u6709\u751f\u6210\u540e\u7684\u5bc6\u6587csv\u624d\u662f\u8be5\u670d\u52a1\u5668\u62e5\u6709\u7684\u6570\u636e\r\nDB_enc = &#91;public_key.encrypt(m) for m in DBfeatures]\r\nfile = open('.\/DataServer\/enc_feas_DB.csv','w') \r\nfile.write(str(DB_enc))\r\nfile.close()\r\n# print(DB_enc)\r\n\r\n# \u7279\u5f81\u5bc6\u6587\u540c\u6001\u76f8\u51cf\r\nmid = &#91;]\r\nfor i in range(0,128):\r\n        mid&#91;i] = unknwn_enc&#91;i] - DB_enc&#91;i]\r\n\r\n# \u5bc6\u6587\u76f8\u51cf\u7ed3\u679c\u5199\u5165csv\u5e76\u53d1\u9001\u7ed9AS\uff08\u5b58\u5165\u5bf9\u5e94\u6587\u4ef6\u5939\uff09      \r\nfile = open('.\/AuthServer\/mid.csv','w') \r\nfile.write(str(unknwn_enc))\r\nfile.close()\r\n\r\n\r\n'''AS\u64cd\u4f5c'''\r\ndd = 0\r\nfor i in range(0,128):\r\n        mid&#91;i] = private_key.decrypt(mid&#91;i])\r\n        dd = dd + mid&#91;i]*mid&#91;i]\r\n\r\nprint(dd)\r\n<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00\u3001\u65b9\u6848\u4ecb\u7ecd \u4eba\u8138\u8bc6\u522b\uff1adlib_Face \/\/\u56e0\u4e3a\u7b80\u5355 \u52a0\u5bc6\u7b97\u6cd5\uff1aPaillier\uff08\u52a0\u6cd5\u540c\u6001\uff09 \u670d\u52a1\u5668\u67b6\u6784\uff1a \u6ce8\u610f\uff1a\u4ee5\u4e0b\u601d\u8def\u51e0\u4e4e\u662f\u5728\u53c2\u8003\u548c\u5b66\u4e60\u540e\u81ea\u5df1\u63d0\u51fa\u7684\u65b9\u6cd5\uff1a \uff08\u5982\u6709\u95ee\u9898\uff0c\u540e\u7eed\u518d\u505a\u4fee\u6539\uff09 1\u3001\u521d\u6b65&#46;&#46;&#46;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,47,48],"tags":[11,52,46,29],"class_list":["post-1391","post","type-post","status-publish","format-standard","hentry","category-3","category-47","category-ai","tag-python","tag-52","tag-46","tag-29"],"_links":{"self":[{"href":"http:\/\/43.142.23.155\/index.php?rest_route=\/wp\/v2\/posts\/1391","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/43.142.23.155\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/43.142.23.155\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/43.142.23.155\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/43.142.23.155\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1391"}],"version-history":[{"count":6,"href":"http:\/\/43.142.23.155\/index.php?rest_route=\/wp\/v2\/posts\/1391\/revisions"}],"predecessor-version":[{"id":1406,"href":"http:\/\/43.142.23.155\/index.php?rest_route=\/wp\/v2\/posts\/1391\/revisions\/1406"}],"wp:attachment":[{"href":"http:\/\/43.142.23.155\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1391"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/43.142.23.155\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1391"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/43.142.23.155\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1391"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}