{"id":36160,"date":"2025-01-06T17:00:12","date_gmt":"2025-01-06T09:00:12","guid":{"rendered":"https:\/\/17aitech.com\/?p=36160"},"modified":"2025-01-06T17:00:12","modified_gmt":"2025-01-06T09:00:12","slug":"neurips-2024-facechain%e5%9b%a2%e9%98%9f%e6%96%b0%e4%bd%9c%ef%bc%8c%e5%bc%80%e6%ba%90%e6%8b%93%e6%89%91%e5%af%b9%e9%bd%90%e4%ba%ba%e8%84%b8%e8%a1%a8%e5%be%81%e6%a8%a1%e5%9e%8btopofr","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36160","title":{"rendered":"NeurIPS 2024 | FaceChain\u56e2\u961f\u65b0\u4f5c\uff0c\u5f00\u6e90\u62d3\u6251\u5bf9\u9f50\u4eba\u8138\u8868\u5f81\u6a21\u578bTopoFR"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-17-6\" target=\"_blank\">NeurIPS 2024 | FaceChain\u56e2\u961f\u65b0\u4f5c\uff0c\u5f00\u6e90\u62d3\u6251\u5bf9\u9f50\u4eba\u8138\u8868\u5f81\u6a21\u578bTopoFR<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9041db615d02c730908f37ae810a8818.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9041db615d02c730908f37ae810a8818.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>AIxiv\u4e13\u680f\u662f<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/p>\n<\/section>\n<\/blockquote>\n<p><strong>\u672c\u7bc7\u8bba\u6587\u5df2\u88abNeurIPS 2024\u63a5\u6536\uff0c\u8bba\u6587\u7b2c\u4e00\u4f5c\u8005\u4f46\u4fca\u6765\u81ea\u6d59\u6c5f\u5927\u5b66&amp;FaceChain\u793e\u533a\uff0c\u5171\u4e00\u4f5c\u8005\u5218\u6d0b\u6765\u81ea\u4f26\u6566\u56fd\u738b\u5b66\u9662&amp;FaceChain\u793e\u533a\uff0c\u901a\u8baf\u4f5c\u8005\u5b59\u4f70\u8d35\u6765\u81ea<mark data-type=\"institutions\" data-id=\"245d8d6b-49fb-4ebe-b2e3-a85508dcaf9b\">\u963f\u91cc\u5df4\u5df4<\/mark>&amp;FaceChain\u793e\u533a\uff0c\u8fd8\u6709\u5408\u4f5c\u4f5c\u8005\u5305\u62ec\u5e1d\u56fd\u7406\u5de5\u5b66\u9662\u9093\u5065\u5eb7\uff0cFaceChain\u793e\u533a\u8c22\u660a\u5b87\u3001\u674e\u601d\u8fdc\uff0c\u4f26\u6566\u56fd\u738b\u5b66\u9662\u7f57\u5c71\u3002<\/strong><\/p>\n<p><strong>\u4e00\u3001\u524d\u8a00<\/strong><\/p>\n<p>\u5728\u6570\u5b57\u4eba\u9886\u57df\uff0c\u5f62\u8c61\u7684\u751f\u6210\u9700\u8981\u4f9d\u8d56\u4e8e\u57fa\u7840\u7684<mark data-type=\"tech_tasks\" data-id=\"64d4c374-6061-46cc-8d29-d0a582934876\">\u8868\u5f81\u5b66\u4e60<\/mark>\u3002FaceChain \u56e2\u961f\u9664\u4e86\u5728\u6570\u5b57\u4eba\u751f\u6210\u9886\u57df\u6301\u7eed\u8d21\u732e\u4e4b\u5916\uff0c\u5728\u57fa\u7840\u7684\u4eba\u8138<mark data-type=\"tech_tasks\" data-id=\"64d4c374-6061-46cc-8d29-d0a582934876\">\u8868\u5f81\u5b66\u4e60<\/mark>\u9886\u57df\u4e5f\u4e00\u76f4\u5728\u8fdb\u884c\u6df1\u5165\u7814\u7a76\u3002\u91c7\u7528\u4e86\u65b0\u4e00\u4ee3\u7684 Transformer \u4eba\u8138\u8868\u5f81\u6a21\u578b TransFace \u540e\uff0cFaceChain \u53bb\u5e74\u4e5f\u662f\u63a8\u51fa\u4e86 10s \u76f4\u63a5\u63a8\u7406\u7684\u4eba\u7269\u5199\u771f\u6781\u901f\u751f\u6210\u5de5\u4f5c\uff0cFaceChain-FACT\u3002\u7ee7 TransFace \u4e4b\u540e\uff0cFaceChain \u56e2\u961f\u6700\u8fd1\u88ab<mark data-type=\"tech_methods\" data-id=\"1a0e9c5e-6502-4cd7-8683-6b5ca6c48be2\">\u673a\u5668\u5b66\u4e60<\/mark>\u9876\u7ea7\u56fd\u9645\u4f1a\u8bae NeurIPS 2024 \u63a5\u6536\u4e86\u4e00\u7bc7\u4eba\u8138<mark data-type=\"tech_tasks\" data-id=\"64d4c374-6061-46cc-8d29-d0a582934876\">\u8868\u5f81\u5b66\u4e60<\/mark>\u65b0\u4f5c\uff0c &#8220;TopoFR: A Closer Look at Topology Alignment on Face Recognition&#8221;\uff0c\u8ba9\u6211\u4eec\u4e00\u7779\u4e3a\u5feb\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-2c29cd2a66f2f8cd4db33a5a0b53e3de.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-2c29cd2a66f2f8cd4db33a5a0b53e3de.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2410.10587<\/section>\n<\/li>\n<li>\n<section>\u5f00\u6e90\u4ee3\u7801\uff1ahttps:\/\/github.com\/modelscope\/facechain\/tree\/main\/face_module\/TopoFR<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u4e8c\u3001\u80cc\u666f<\/strong><\/section>\n<section><\/section>\n<section><strong>1. <mark data-type=\"tech_tasks\" data-id=\"3ff3ab31-7595-48d8-905a-baddfecc22be\">\u4eba\u8138\u8bc6\u522b<\/mark><\/strong><\/section>\n<section><\/section>\n<section><mark data-type=\"tech_methods\" data-id=\"85c4b79b-6428-4184-b9bc-5beb6e2b1f3f\">\u5377\u79ef<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark><\/mark>\u5728\u81ea\u52a8\u63d0\u53d6\u4eba\u8138\u7279\u5f81\u5e76\u7528\u4e8e<mark data-type=\"tech_tasks\" data-id=\"3ff3ab31-7595-48d8-905a-baddfecc22be\">\u4eba\u8138\u8bc6\u522b<\/mark>\u4efb\u52a1\u4e0a\u5df2\u7ecf\u53d6\u5f97\u4e86\u5de8\u5927\u7684\u6210\u529f\u3002\u8bad\u7ec3\u57fa\u4e8e<mark data-type=\"tech_methods\" data-id=\"85c4b79b-6428-4184-b9bc-5beb6e2b1f3f\">\u5377\u79ef<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark><\/mark>\u7684<mark data-type=\"tech_tasks\" data-id=\"3ff3ab31-7595-48d8-905a-baddfecc22be\">\u4eba\u8138\u8bc6\u522b<\/mark>\u6a21\u578b\u7684<mark data-type=\"concepts\" data-id=\"4c38563a-2d9b-439e-bfb4-21d209eeff3e\">\u635f\u5931\u51fd\u6570<\/mark>\u4e3b\u8981\u5206\u4e3a\u4ee5\u4e0b\u4e24\u79cd\u7c7b\u578b\uff1a\uff081\uff09\u57fa\u4e8e Metric \u7684<mark data-type=\"concepts\" data-id=\"4c38563a-2d9b-439e-bfb4-21d209eeff3e\">\u635f\u5931\u51fd\u6570<\/mark>\uff0c\u4f8b\u5982 Triplet loss, Tuplet loss \u4ee5\u53ca Center loss\u3002(2) \u57fa\u4e8e Margin \u7684<mark data-type=\"concepts\" data-id=\"4c38563a-2d9b-439e-bfb4-21d209eeff3e\">\u635f\u5931\u51fd\u6570<\/mark>\uff0c\u4f8b\u5982 ArcFace, CosFace, CurricularFace \u4e0e AdaFace\u3002<\/section>\n<section><\/section>\n<section>\u76f8\u6bd4\u4e8e\u57fa\u4e8e Metric \u7684<mark data-type=\"concepts\" data-id=\"4c38563a-2d9b-439e-bfb4-21d209eeff3e\">\u635f\u5931\u51fd\u6570<\/mark>\uff0c \u57fa\u4e8e Margin \u7684<mark data-type=\"concepts\" data-id=\"4c38563a-2d9b-439e-bfb4-21d209eeff3e\">\u635f\u5931\u51fd\u6570<\/mark>\u80fd\u591f\u9f13\u52b1\u6a21\u578b\u6267\u884c\u66f4\u52a0\u9ad8\u6548\u7684\u6837\u672c\u5230\u7c7b\u522b\u7684\u6bd4\u8f83\uff0c\u56e0\u6b64\u80fd\u591f\u4fc3\u8fdb<mark data-type=\"tech_tasks\" data-id=\"3ff3ab31-7595-48d8-905a-baddfecc22be\">\u4eba\u8138\u8bc6\u522b<\/mark>\u6a21\u578b\u53d6\u5f97\u66f4\u597d\u7684\u8bc6\u522b\u7cbe\u5ea6\u3002\u5176\u4e2d\uff0cArcFace \u6210\u4e3a\u4e1a\u754c\u8bad\u7ec3<mark data-type=\"tech_tasks\" data-id=\"3ff3ab31-7595-48d8-905a-baddfecc22be\">\u4eba\u8138\u8bc6\u522b<\/mark>\u6a21\u578b\u9996\u9009\u7684<mark data-type=\"concepts\" data-id=\"4c38563a-2d9b-439e-bfb4-21d209eeff3e\">\u635f\u5931\u51fd\u6570<\/mark>\u3002<\/section>\n<section><\/section>\n<section><strong>2. \u6301\u7eed\u540c\u8c03<\/strong><\/section>\n<section><\/section>\n<section>\u4e0b\u9762\u4ecb\u7ecd\u4e00\u4e0b\u6301\u7eed\u540c\u8c03\u4e0e\u6211\u4eec\u65b9\u6cd5\u76f8\u5173\u7684\u4e00\u4e9b\u77e5\u8bc6\u3002<\/section>\n<section><\/section>\n<section>\u6301\u7eed\u540c\u8c03\u662f\u4e00\u79cd\u8ba1\u7b97<mark data-type=\"concepts\" data-id=\"7e9b7c23-d264-44a1-bb9a-dbec387453df\">\u62d3\u6251\u5b66<\/mark>\u65b9\u6cd5\uff0c\u5b83\u81f4\u529b\u4e8e\u6355\u6349 Vietoris-Rips \u590d\u5f62\u968f\u7740\u5c3a\u5ea6<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-353843470e0c846fc4553870a7307ffd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-353843470e0c846fc4553870a7307ffd.png\"><\/a>\u53d8\u5316\u800c\u8fdb\u5316\u7684\u8fc7\u7a0b\u4e2d\u6240\u5448\u73b0\u7684\u62d3\u6251\u4e0d\u53d8\u6027\u7279\u5f81\uff0c\u5176\u4e3b\u8981\u7528\u4e8e\u5206\u6790\u590d\u6742\u70b9\u4e91\u7684\u6f5c\u5728\u62d3\u6251\u7ed3\u6784\u3002\u8fd1\u5e74\u6765\uff0c\u6301\u7eed\u540c\u8c03\u6280\u672f\u5728<mark data-type=\"tech_tasks\" data-id=\"c8eaa083-424b-453e-9197-b7a71901e12f\">\u4fe1\u53f7\u5904\u7406<\/mark>\u3001\u89c6\u9891\u5206\u6790\u3001<mark data-type=\"concepts\" data-id=\"306453a1-dae0-4518-9204-c5d533cedbe7\">\u795e\u7ecf\u79d1\u5b66<\/mark>\u3001\u75be\u75c5\u8bca\u65ad\u4ee5\u53ca<mark data-type=\"tech_tasks\" data-id=\"64d4c374-6061-46cc-8d29-d0a582934876\">\u8868\u5f81\u5b66\u4e60<\/mark>\u7b56\u7565\u8bc4\u4f30\u7b49\u9886\u57df\u8868\u73b0\u51fa\u4e86\u6781\u5927\u7684\u4f18\u52bf\u3002\u5728<mark data-type=\"tech_methods\" data-id=\"1a0e9c5e-6502-4cd7-8683-6b5ca6c48be2\">\u673a\u5668\u5b66\u4e60<\/mark>\u9886\u57df\uff0c\u4e00\u4e9b\u7814\u7a76\u5df2\u7ecf\u8bc1\u660e\u4e86\u5728<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u878d\u5165\u6837\u672c\u7684\u62d3\u6251\u7279\u5f81\u53ef\u4ee5\u6709\u6548\u5730\u63d0\u9ad8\u6a21\u578b\u7684\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section>\u7b26\u53f7\uff1a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f441a66f40df9dc5f361767e952bb954.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f441a66f40df9dc5f361767e952bb954.png\"><\/a>\u8868\u793a\u4e00\u4e2a\u70b9\u4e91\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-424108b137c53b70eab8499c0e3b30d4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-424108b137c53b70eab8499c0e3b30d4.png\"><\/a>\u8868\u793a\u4e00\u4e2a\u5728<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3b9c1c9f391b63bc8d47b0e3b7a302c6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3b9c1c9f391b63bc8d47b0e3b7a302c6.png\"><\/a>\u7a7a\u95f4\u4e2d\u7684\u8ddd\u79bb\u5ea6\u91cf\u3002\u77e9\u9635<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-347907f9350bebac28f0acf625da768e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-347907f9350bebac28f0acf625da768e.png\"><\/a>\u8868\u793a\u70b9\u4e91<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ed7fd2f1475df0db9d825d6f3cd6a6a8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ed7fd2f1475df0db9d825d6f3cd6a6a8.png\"><\/a>\u4e2d\u5404\u70b9\u4e4b\u95f4\u7684\u6210\u5bf9\u8ddd\u79bb\u77e9\u9635\u3002<\/section>\n<section><\/section>\n<section>Vietoris-Rips \u590d\u5f62\uff1aVietoris-Rips \u590d\u5f62\u662f\u4ece\u5ea6\u91cf\u7a7a\u95f4\u4e2d\u4e00\u7ec4\u70b9\u6784\u5efa\u7684\u7279\u6b8a\u5355\u7eaf\u590d\u5f62\uff0c\u53ef\u7528\u4e8e\u8fd1\u4f3c\u8868\u793a\u5e95\u5c42\u7a7a\u95f4\u7684\u62d3\u6251\u7ed3\u6784\u3002\u5bf9\u4e8e<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e5dda0dc7af5b2cf031cc9b49bb688ad.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e5dda0dc7af5b2cf031cc9b49bb688ad.png\"><\/a>\uff0c\u6211\u4eec\u8868\u793a\u70b9\u4e91<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ccd2a22a40b50e9ddea063b9c4e94036.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ccd2a22a40b50e9ddea063b9c4e94036.png\"><\/a>\u5728\u5c3a\u5ea6<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-18603d7f407e3b27c3e239088f6a1ccc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-18603d7f407e3b27c3e239088f6a1ccc.png\"><\/a>\u5904\u6240\u5bf9\u5e94\u7684 Vietoris-Rips \u590d\u5f62\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3e9c1f014e6c2b83158a272c93d683db.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3e9c1f014e6c2b83158a272c93d683db.png\"><\/a>\uff0c\u5176\u5305\u542b\u4e86\u70b9\u4e91<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-112a5862347e99907fd144b4ac8510e7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-112a5862347e99907fd144b4ac8510e7.png\"><\/a>\u4e2d\u6240\u6709\u7684\u5355\u7eaf\u5f62\uff08\u5373\u5b50\u96c6\uff09\uff0c\u5e76\u4e14\u70b9\u4e91<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-05efb2010a33fb38138231b69ebcb235.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-05efb2010a33fb38138231b69ebcb235.png\"><\/a>\u4e2d\u7684\u6bcf\u4e2a\u6210\u5206\u6ee1\u8db3\u4e00\u4e2a\u8ddd\u79bb\u7ea6\u675f\uff1a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-00b28900e3c8ca78b0c1a56722703538.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-00b28900e3c8ca78b0c1a56722703538.png\"><\/a>\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-52f7f897ab9bd3c27879c5b9aac42fb6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-52f7f897ab9bd3c27879c5b9aac42fb6.png\"><\/a>\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u5916 Vietoris-Rips \u590d\u5f62\u8fd8\u6ee1\u8db3\u4e00\u4e2a\u5d4c\u5957\u5173\u7cfb\uff1a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c3739d2aeaff3c5d6f07f663de1ce2d8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c3739d2aeaff3c5d6f07f663de1ce2d8.png\"><\/a>\u3002\u57fa\u4e8e\u8fd9\u4e2a\u5173\u7cfb\uff0c\u6211\u4eec\u80fd\u591f\u968f\u7740\u5c3a\u5ea6\u7cfb\u6570<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f5512189caf2d8b9d686513b5d8e4aec.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f5512189caf2d8b9d686513b5d8e4aec.png\"><\/a>\u7684\u589e\u52a0\u800c\u8ffd\u8e2a\u5355\u7eaf\u590d\u5f62\u7684\u8fdb\u5316\u8fc7\u7a0b\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-081d80983c905d5e332cbbc3d8c6cc37.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-081d80983c905d5e332cbbc3d8c6cc37.png\"><\/a>\u548c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5301979750bb7f2dec93d26f3ed104e7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5301979750bb7f2dec93d26f3ed104e7.png\"><\/a>\u662f\u7b49\u4ef7\u7684\uff0c\u56e0\u4e3a\u6784\u5efa Vietoris-Rips \u590d\u5f62\u53ea\u9700\u8981\u8ddd\u79bb\u4fe1\u606f\u3002\u00a0<\/section>\n<section><\/section>\n<section>\u540c\u8c03\u7fa4\uff1a\u540c\u8c03\u7fa4\u662f\u4e00\u79cd\u4ee3\u6570\u7ed3\u6784\uff0c\u7528\u4e8e\u5206\u6790\u4e0d\u540c\u7ef4\u5ea6<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-30803d8de7c71e690fd9d1e07e7c0808.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-30803d8de7c71e690fd9d1e07e7c0808.png\"><\/a>\u4e0b\u5355\u7eaf\u590d\u5f62\u7684\u62d3\u6251\u7279\u5f81\uff0c\u4f8b\u5982\u8fde\u901a\u5206\u91cf (<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-402b99fcc7f20e35563b01f049d3627d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-402b99fcc7f20e35563b01f049d3627d.png\"><\/a>)\u3001\u73af (<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-eacc29e95a022ad7ea8ee045372f9243.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-eacc29e95a022ad7ea8ee045372f9243.png\"><\/a>)\u3001\u7a7a\u6d1e (<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-424aca9acd1bcfa250ffaa0dd1de56e8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-424aca9acd1bcfa250ffaa0dd1de56e8.png\"><\/a>) \u548c\u66f4\u9ad8\u7ef4\u7279\u5f81 (<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-bdfd3b707497afa5ebd04f3afce73860.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-bdfd3b707497afa5ebd04f3afce73860.png\"><\/a>)\u3002\u901a\u8fc7\u8ddf\u8e2a Vietoris-Rips \u590d\u5f62\u7684\u62d3\u6251\u7279\u5f81\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-2937fea7a96b08d402cc73ac62afdaec.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-2937fea7a96b08d402cc73ac62afdaec.png\"><\/a>\u968f\u7740\u5c3a\u5ea6 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-37080743bd3532f6f37b164815a9561d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-37080743bd3532f6f37b164815a9561d.png\"><\/a>\u00a0\u589e\u52a0\u800c\u5448\u73b0\u7684\u76f8\u5e94\u53d8\u5316\uff0c\u53ef\u4ee5\u6df1\u5165\u4e86\u89e3\u5e95\u5c42\u7a7a\u95f4\u7684\u591a\u5c3a\u5ea6\u62d3\u6251\u4fe1\u606f\u3002\u00a0<\/section>\n<section><\/section>\n<section>\u6301\u7eed\u56fe\u548c\u6301\u7eed\u914d\u5bf9\uff1a\u6301\u7eed\u56fe<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-cd75b59331aced28407e54632c38bf10.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-cd75b59331aced28407e54632c38bf10.png\"><\/a>\u662f\u7b1b\u5361\u5c14\u5e73\u9762<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-12efd657a900a820144fbe1b0dfc4d0d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-12efd657a900a820144fbe1b0dfc4d0d.png\"><\/a>\u4e2d\u70b9<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-620aacda3dde86239fd69a5b3d2e5559.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-620aacda3dde86239fd69a5b3d2e5559.png\"><\/a>\u7684\u591a\u91cd\u96c6\u5408\uff0c\u5176\u7f16\u7801\u4e86\u5173\u4e8e\u62d3\u6251\u7279\u5f81\u5bff\u547d\u7684\u4fe1\u606f\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5b83\u603b\u7ed3\u4e86\u6bcf\u4e2a\u62d3\u6251\u7279\u5f81\u7684\u8bde\u751f\u65f6\u95f4b\u548c\u6d88\u5931\u65f6\u95f4d \uff0c\u5176\u4e2d\u8bde\u751f\u65f6\u95f4b\u8868\u793a\u7279\u5f81\u88ab\u521b\u5efa\u7684\u5c3a\u5ea6\uff0c\u800c\u6d88\u5931\u65f6\u95f4d\u6307\u7684\u662f\u7279\u5f81\u88ab\u9500\u6bc1\u7684\u5c3a\u5ea6\u3002\u6301\u7eed\u914d\u5bf9<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9a0fc8237db6ee807495b515fc48dd6d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9a0fc8237db6ee807495b515fc48dd6d.png\"><\/a>\u5305\u542b\u4e0e\u6301\u4e45\u56fe<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-0f28196867919bd881f72b81dd647b82.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-0f28196867919bd881f72b81dd647b82.png\"><\/a>\u4e2d\u6807\u8bc6\u7684\u62d3\u6251\u7279\u5f81\u7684\u8bde\u751f\u548c\u6d88\u5931\u76f8\u5bf9\u5e94\u7684\u5355\u7eaf\u5f62<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-1f116a7e37ea1f14dc62d04ca0cec54f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-1f116a7e37ea1f14dc62d04ca0cec54f.png\"><\/a>\u7684\u7d22\u5f15<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-84f81578155878a9cbaf67ea46bd2133.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-84f81578155878a9cbaf67ea46bd2133.png\"><\/a>\u3002\u00a0<\/section>\n<section><\/section>\n<section><strong>\u4e09\u3001\u65b9\u6cd5<\/strong><\/section>\n<section><\/section>\n<section><strong>1. \u672c\u6587\u52a8\u673a<\/strong><\/section>\n<section><\/section>\n<section>\u73b0\u5b58\u7684<mark data-type=\"tech_tasks\" data-id=\"3ff3ab31-7595-48d8-905a-baddfecc22be\">\u4eba\u8138\u8bc6\u522b<\/mark>\u5de5\u4f5c\u4e3b\u8981\u5173\u6ce8\u4e8e\u8bbe\u8ba1\u66f4\u9ad8\u6548\u7684\u57fa\u4e8e Margin \u7684<mark data-type=\"concepts\" data-id=\"4c38563a-2d9b-439e-bfb4-21d209eeff3e\">\u635f\u5931\u51fd\u6570<\/mark>\u6216\u8005\u66f4\u590d\u6742\u7684\u7f51\u7edc\u67b6\u6784\uff0c\u4ee5\u6b64\u6765\u5e2e\u52a9<mark data-type=\"tech_methods\" data-id=\"85c4b79b-6428-4184-b9bc-5beb6e2b1f3f\">\u5377\u79ef<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark><\/mark>\u66f4\u597d\u5730\u6355\u6349\u7ec6\u817b\u5ea6\u7684\u4eba\u8138\u7279\u5f81\u3002<\/section>\n<section><\/section>\n<section>\u8fd1\u5e74\u6765\uff0c\u65e0\u76d1\u7763\u5b66\u4e60\u548c\u56fe<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u7684\u6210\u529f\u5df2\u7ecf\u8868\u660e\u4e86\u6570\u636e\u7ed3\u6784\u5728\u63d0\u5347\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u4e2d\u7684\u91cd\u8981\u6027\u3002\u5927\u89c4\u6a21<mark data-type=\"tech_tasks\" data-id=\"3ff3ab31-7595-48d8-905a-baddfecc22be\">\u4eba\u8138\u8bc6\u522b<\/mark>\u6570\u636e\u96c6\u4e2d\u5929\u7136\u5730\u8574\u542b\u7740\u4e30\u5bcc\u7684\u6570\u636e\u7ed3\u6784\u4fe1\u606f\uff0c\u7136\u800c\uff0c\u5728<mark data-type=\"tech_tasks\" data-id=\"3ff3ab31-7595-48d8-905a-baddfecc22be\">\u4eba\u8138\u8bc6\u522b<\/mark>\u4efb\u52a1\u4e2d\uff0c\u76ee\u524d\u8fd8\u6ca1\u6709\u7814\u7a76\u63a2\u7d22\u8fc7\u5982\u4f55\u6316\u6398\u5e76\u5229\u7528\u5927\u89c4\u6a21\u6570\u636e\u96c6\u4e2d\u6240\u8574\u542b\u7684\u7ed3\u6784\u4fe1\u606f\u6765\u63d0\u5347<mark data-type=\"tech_tasks\" data-id=\"3ff3ab31-7595-48d8-905a-baddfecc22be\">\u4eba\u8138\u8bc6\u522b<\/mark>\u6a21\u578b\u5728\u771f\u5b9e\u573a\u666f\u4e2d\u7684\u6cdb\u5316\u6027\u80fd\u3002\u56e0\u6b64\u672c\u6587\u81f4\u529b\u4e8e\u5c06\u5927\u89c4\u6a21\u4eba\u8138\u6570\u636e\u96c6\u4e2d\u5185\u5728\u7684\u7ed3\u6784\u4fe1\u606f\u6ce8\u5165\u8fdb\u9690\u5c42\u7a7a\u95f4\u4e2d\uff0c\u4ee5\u6b64\u6765\u663e\u8457\u63d0\u5347<mark data-type=\"tech_tasks\" data-id=\"3ff3ab31-7595-48d8-905a-baddfecc22be\">\u4eba\u8138\u8bc6\u522b<\/mark>\u6a21\u578b\u5728\u771f\u5b9e\u573a\u666f\u4e2d\u7684\u6cdb\u5316\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section>\u6211\u4eec\u4f7f\u7528\u6301\u7eed\u540c\u8c03\u6280\u672f\u8c03\u7814\u4e86\u73b0\u5b58\u7684\u57fa\u4e8e<mark data-type=\"tech_methods\" data-id=\"85c4b79b-6428-4184-b9bc-5beb6e2b1f3f\">\u5377\u79ef<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark><\/mark>\u7684<mark data-type=\"tech_tasks\" data-id=\"3ff3ab31-7595-48d8-905a-baddfecc22be\">\u4eba\u8138\u8bc6\u522b<\/mark>\u6a21\u578b\u6846\u67b6\u6570\u636e\u7ed3\u6784\u4fe1\u606f\u7684\u53d8\u5316\u8d8b\u52bf\uff0c\u5982\u56fe 1 \u4e0e\u56fe 2 \u6240\u793a\uff0c\u5e76\u5f97\u5230\u4e86\u4ee5\u4e0b\u4e09\u4e2a\u65b0\u9896\u89c2\u6d4b\u7ed3\u8bba\uff1a<\/section>\n<section><\/section>\n<section>\uff08i\uff09\u968f\u7740\u6570\u636e\u91cf\u7684\u589e\u5927\uff0c\u8f93\u5165\u7a7a\u95f4\u7684\u62d3\u6251\u7ed3\u6784\u53d8\u5f97\u8d8a\u6765\u8d8a\u590d\u6742<\/section>\n<section>\uff08ii\uff09\u968f\u7740\u6570\u636e\u91cf\u7684\u589e\u5927\uff0c\u8f93\u5165\u7a7a\u95f4\u4e0e\u9690\u5c42\u7a7a\u95f4\u7684\u62d3\u6251\u7ed3\u6784\u5dee\u5f02\u8d8a\u6765\u8d8a\u5927<\/section>\n<section>\uff08iii\uff09\u968f\u7740\u7f51\u7edc\u6df1\u5ea6\u7684\u589e\u52a0\uff0c\u8f93\u5165\u7a7a\u95f4\u4e0e\u9690\u5c42\u7a7a\u95f4\u7684\u62d3\u6251\u7ed3\u6784\u5dee\u5f02\u8d8a\u6765\u8d8a\u5c0f\uff0c\u8fd9\u4e5f\u63ed\u793a\u4e86\u4e3a\u4ec0\u4e48\u8d8a\u6df1\u7684<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u80fd\u591f\u8fbe\u5230\u8d8a\u9ad8\u7684<mark data-type=\"tech_tasks\" data-id=\"3ff3ab31-7595-48d8-905a-baddfecc22be\">\u4eba\u8138\u8bc6\u522b<\/mark>\u7cbe\u5ea6\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-30f857ae0cd5d1ef1d61fec129b95d8d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-30f857ae0cd5d1ef1d61fec129b95d8d.png\"><\/a><\/section>\n<section><em><sup>\u56fe 1\uff1a\u6211\u4eec\u5206\u522b\u4ece MS1MV2 \u6570\u636e\u96c6\u4e2d\u62bd\u6837\u4e86 1000\uff08a\uff09\u30015000\uff08b\uff09\u300110000\uff08c\uff09\u548c 100000\uff08d\uff09\u5f20\u4eba\u8138\u56fe\u50cf\uff0c\u5e76\u4f7f\u7528\u6301\u7eed\u540c\u8c03\u6280\u672f\u8ba1\u7b97\u5b83\u4eec\u7684\u6301\u7eed\u56fe\uff0c\u5176\u4e2d<\/sup><\/em><em><sup><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e2ce255c63ba86b3a46a3b7fa7f05a94.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e2ce255c63ba86b3a46a3b7fa7f05a94.png\"><\/a>\u8868\u793a\u7b2cj\u7ef4\u540c\u8c03\u3002\u6301\u7eed\u56fe\u662f\u7528\u6765\u63cf\u8ff0\u7a7a\u95f4\u62d3\u6251\u7ed3\u6784\u7684\u6570\u5b66\u5de5\u5177\uff0c\u5176\u4e2d\u6301\u4e45\u56fe\u4e2d\u7684\u7b2cj\u7ef4\u540c\u8c03<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f8cdaa01d7c43a82db064a53996ad353.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f8cdaa01d7c43a82db064a53996ad353.png\"><\/a>\u4ee3\u8868\u7a7a\u95f4\u4e2d\u7684\u7b2cj\u7ef4\u7a7a\u6d1e\u3002\u5728\u62d3\u6251\u7406\u8bba\u4e2d\uff0c\u5982\u679c\u7a7a\u95f4\u4e2d\u9ad8\u7ef4\u7a7a\u6d1e\u7684\u6570\u91cf\u8d8a\u591a\uff0c\u90a3\u4e48\u5e95\u5c42\u7a7a\u95f4\u7684\u62d3\u6251\u7ed3\u6784\u5c31\u66f4\u8d8a\u590d\u6742\u3002\u5982\u56fe 1 (a)-1 (d) \u6240\u793a\uff0c\u968f\u7740\u4eba\u8138\u6570\u636e\u91cf\u7684\u589e\u52a0\uff0c\u8f93\u5165\u7a7a\u95f4\u7684\u6301\u4e45\u56fe\u4e2d\u5305\u542b\u7684\u9ad8\u7ef4\u7a7a\u6d1e\uff08\u5982<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-08173c514213d0ce702badcfd39dbc5d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-08173c514213d0ce702badcfd39dbc5d.png\"><\/a>\u548c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-be00fdd338f85032a51779176bf1940a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-be00fdd338f85032a51779176bf1940a.png\"><\/a>\uff09\u4e5f\u8d8a\u6765\u8d8a\u591a\u3002\u56e0\u6b64\uff0c\u8fd9\u4e00\u5b9e\u9a8c\u73b0\u8c61\u6e05\u6670\u5730\u8868\u660e\u4e86\u8f93\u5165\u7a7a\u95f4\u7684\u62d3\u6251\u7ed3\u6784\u4e5f\u53d8\u5f97\u8d8a\u6765\u8d8a\u590d\u6742\u3002<\/sup><\/em><em>\u00a0<\/em><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3225138ada2eea130b8d9a8636e10cc3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3225138ada2eea130b8d9a8636e10cc3.png\"><\/a><\/section>\n<section><em><sup>\u56fe 2\uff1a\uff08a) \u6211\u4eec\u9996\u5148\u4f7f\u7528\u57fa\u4e8e ResNet-50 \u67b6\u6784\u7684 ArcFace \u6a21\u578b\u5bf9 MS1MV2 \u8bad\u7ec3\u96c6\u6267\u884c\u63a8\u65ad\uff0c\u4ee5\u6b64\u6765\u63a2\u7a76\u6570\u636e\u91cf\u4e0e\u62d3\u6251\u7ed3\u6784\u5dee\u5f02\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u5728\u63a8\u65ad\u65f6\uff0cbatch-size \u88ab\u5206\u522b\u8bbe\u7f6e\u4e3a 256\u30011024 \u548c 2048\uff0c\u5e76\u5206\u522b\u8fdb\u884c\u4e86 1000 \u6b21\u8fed\u4ee3\u3002\u6211\u4eec\u4f7f\u7528\u76f4\u65b9\u56fe\u6765\u8fd1\u4f3c\u8fd9\u4e9b\u62d3\u6251\u7ed3\u6784\u5dee\u5f02\u5206\u5e03\u3002<\/sup><\/em><\/section>\n<section><sup><em>\uff08b) \u5176\u6b21\uff0c\u6211\u4eec\u4f7f\u7528\u5177\u6709\u4e0d\u540c ResNet \u67b6\u6784\u7684 ArcFace \u6a21\u578b\u5728 MS1MV2 \u8bad\u7ec3\u96c6\u4e0a\u8fdb\u884c\u63a8\u65ad\uff08batch-size=128\uff09\u4ee5\u6b64\u6765\u7814\u7a76\u7f51\u7edc\u6df1\u5ea6\u4e0e\u62d3\u6251\u7ed3\u6784\u5dee\u5f02\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/em><\/sup><\/section>\n<section><sup><em>\uff08c) \u6b64\u5916\uff0c\u6211\u4eec\u7814\u7a76\u4e86\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u62d3\u6251\u7ed3\u6784\u5dee\u5f02\u7684\u53d8\u5316\u8d8b\u52bf\uff08\u6279\u91cf\u5927\u5c0f = 128\uff09\uff0c\u53d1\u73b0 i) \u76f4\u63a5\u4f7f\u7528 PH \u5bf9\u9f50\u62d3\u6251\u7ed3\u6784\u4f1a\u5bfc\u81f4\u5dee\u5f02\u6025\u5267\u51cf\u5c11\u81f3 0\uff0c\u8fd9\u610f\u5473\u7740\u9690\u5c42\u7a7a\u95f4\u7684\u62d3\u6251\u7ed3\u6784\u906d\u9047\u4e86\u7ed3\u6784\u5d29\u584c\u73b0\u8c61\uff1bii) \u800c\u6211\u4eec\u7684 PTSA \u7b56\u7565\u4fc3\u8fdb\u4e86\u7ed3\u6784\u5dee\u5f02\u7684\u5e73\u7a33<mark data-type=\"concepts\" data-id=\"3bf78775-1316-4ac0-bd99-10e2fc88c439\">\u6536\u655b<\/mark>\uff0c\u6709\u6548\u5730\u5c06\u8f93\u5165\u7a7a\u95f4\u7684\u7ed3\u6784\u4fe1\u606f\u6ce8\u5165\u8fdb\u9690\u5c42\u7a7a\u95f4\u3002<\/em><\/sup><\/section>\n<section><em><sup>\uff08d) \u76f4\u63a5\u4f7f\u7528 PH \u5bf9\u9f50\u62d3\u6251\u7ed3\u6784\u4f1a\u5bfc\u81f4\u6a21\u578b\u5728 IJB-C \u6d4b\u8bd5\u96c6\u4e2d\u51fa\u73b0\u663e\u8457\u5dee\u5f02\u3002\u6211\u4eec\u7684 PTSA \u7b56\u7565\u6709\u6548\u7f13\u89e3\u4e86\u8fd9\u79cd<mark data-type=\"concepts\" data-id=\"af836eef-be90-4143-a022-46fae3904f0e\">\u8fc7\u62df\u5408<\/mark>\u95ee\u9898\uff0c\u5728 IJB-C \u6570\u636e\u96c6\u4e0a\u8bc4\u4f30\u8fc7\u7a0b\u4e2d\u5c55\u73b0\u51fa\u66f4\u5c0f\u7684\u62d3\u6251\u7ed3\u6784\u5dee\u5f02\u3002 <\/sup><\/em><\/section>\n<section><\/section>\n<section>\u57fa\u4e8e\u4ee5\u4e0a\u7684\u89c2\u6d4b\u7ed3\u8bba\uff0c\u6211\u4eec\u53ef\u4ee5\u63a8\u65ad\u51fa\uff0c\u5728\u5927\u89c4\u6a21\u8bc6\u522b\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3<mark data-type=\"tech_tasks\" data-id=\"3ff3ab31-7595-48d8-905a-baddfecc22be\">\u4eba\u8138\u8bc6\u522b<\/mark>\u6a21\u578b\u65f6\uff0c\u4eba\u8138\u6570\u636e\u7684\u7ed3\u6784\u4fe1\u606f\u5c06\u88ab\u4e25\u91cd\u7834\u574f\uff0c\u8fd9\u65e0\u7591\u9650\u5236\u4e86<mark data-type=\"tech_tasks\" data-id=\"3ff3ab31-7595-48d8-905a-baddfecc22be\">\u4eba\u8138\u8bc6\u522b<\/mark>\u6a21\u578b\u5728\u771f\u5b9e\u5e94\u7528\u573a\u666f\u4e2d\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>\u56e0\u6b64\uff0c\u672c\u6587\u7814\u7a76\u7684\u95ee\u9898\u662f\uff0c\u5728<mark data-type=\"tech_tasks\" data-id=\"3ff3ab31-7595-48d8-905a-baddfecc22be\">\u4eba\u8138\u8bc6\u522b<\/mark>\u6a21\u578b\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u5982\u4f55\u5728\u9690\u5c42\u7a7a\u95f4\u6709\u6548\u5730\u4fdd\u7559\u8f93\u5165\u7a7a\u95f4\u7684\u6570\u636e\u6240\u8574\u542b\u7684\u7ed3\u6784\u4fe1\u606f\uff0c\u4ee5\u6b64\u63d0\u5347<mark data-type=\"tech_tasks\" data-id=\"3ff3ab31-7595-48d8-905a-baddfecc22be\">\u4eba\u8138\u8bc6\u522b<\/mark>\u6a21\u578b\u5728\u771f\u5b9e\u573a\u666f\u4e2d\u7684\u6cdb\u5316\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section><strong>2. \u5177\u4f53\u7b56\u7565<\/strong><\/section>\n<section><\/section>\n<section>2.1 \u6a21\u578b\u7684\u6574\u4f53\u67b6\u6784<\/section>\n<section><\/section>\n<section>\u9488\u5bf9\u4e0a\u8ff0\u95ee\u9898\uff0c\u672c\u6587\u4ece\u8ba1\u7b97<mark data-type=\"concepts\" data-id=\"7e9b7c23-d264-44a1-bb9a-dbec387453df\">\u62d3\u6251\u5b66<\/mark>\u89d2\u5ea6\u51fa\u53d1\uff0c\u63d0\u51fa\u4e86\u57fa\u4e8e\u62d3\u6251\u7ed3\u6784\u5bf9\u9f50\u7684<mark data-type=\"tech_tasks\" data-id=\"3ff3ab31-7595-48d8-905a-baddfecc22be\">\u4eba\u8138\u8bc6\u522b<\/mark>\u65b0\u6846\u67b6 TopoFR\uff0c\u5982\u4e0b\u56fe 3 \u6240\u793a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b12c43bad683a06a7b40db104ec6acb3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b12c43bad683a06a7b40db104ec6acb3.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 3\uff1a\u6240\u63d0\u51fa\u7684 TopoFR \u6a21\u578b\u6574\u4f53\u67b6\u6784\u793a\u610f\u56fe\u3002<\/sup><\/em><sup><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c93a8347abf39b39c5ac992b982c8138.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c93a8347abf39b39c5ac992b982c8138.png\"><\/a><em>\u8868\u793a\u4e58\u6cd5\u64cd\u4f5c\u3002<\/em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-65b09bfd635865d15dbe4cbd99a30d90.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-65b09bfd635865d15dbe4cbd99a30d90.png\"><\/a><\/sup><em><sup>\u8868\u793a\u5bf9\u6bcf\u4e2a\u8bad\u7ec3\u6837\u672c\u5e94\u7528 RSP \u7684\u6982\u7387\u3002\u00a0<\/sup><\/em><\/section>\n<section><\/section>\n<section>2.2 \u6270\u52a8\u5f15\u5bfc\u7684\u62d3\u6251\u7ed3\u6784\u5bf9\u9f50\u7b56\u7565 PTSA<\/section>\n<section><\/section>\n<section>\u6211\u4eec\u53d1\u73b0\uff0c\u76f4\u63a5\u91c7\u7528\u6301\u7eed\u540c\u8c03\u6280\u672f\u5bf9\u9f50<mark data-type=\"tech_tasks\" data-id=\"3ff3ab31-7595-48d8-905a-baddfecc22be\">\u4eba\u8138\u8bc6\u522b<\/mark>\u6a21\u578b\u8f93\u5165\u7a7a\u95f4\u548c\u9690\u5c42\u7a7a\u95f4\u7684\u62d3\u6251\u7ed3\u6784\uff0c\u96be\u4ee5\u5728\u9690\u5c42\u7a7a\u95f4\u4e0a\u672c\u8d28\u4fdd\u7559\u8f93\u5165\u7a7a\u95f4\u7684\u7ed3\u6784\u4fe1\u606f\uff0c\u8fdb\u800c\u5bb9\u6613\u5bfc\u81f4\u6a21\u578b\u7684\u9690\u5c42\u7a7a\u95f4\u906d\u9047\u7ed3\u6784\u5d29\u584c\u73b0\u8c61\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u6270\u52a8\u5f15\u5bfc\u7684\u62d3\u6251\u7ed3\u6784\u5bf9\u9f50\u7b56\u7565 PTSA\uff0c\u5176\u5305\u542b\u4e86\u4e24\u4e2a\u673a\u5236\uff1a\u968f\u673a\u7ed3\u6784\u6270\u52a8 RSP \u548c \u4e0d\u53d8\u6027\u7ed3\u6784\u5bf9\u9f50 ISA\u3002<\/section>\n<section><\/section>\n<section>\u968f\u673a\u7ed3\u6784\u6270\u52a8 RSP<\/section>\n<section><\/section>\n<section>RSP \u5f15\u5165\u4e86\u4e00\u4e2a\u591a\u6837\u6027\u6570\u636e\u589e\u5f3a\u96c6\u5408<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-95f0d0a2f7c34039b9307773c4231229.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-95f0d0a2f7c34039b9307773c4231229.png\"><\/a>\uff0c\u5176\u4e2d\u5305\u542b\u4e86\u56db\u4e2a\u5e38\u89c1\u7684\u6570\u636e\u589e\u5f3a\u8fd0\u7b97\uff1a\u968f\u673a\u64e6\u9664<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-0969ce7d4bc1ab76cca055dede4761e9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-0969ce7d4bc1ab76cca055dede4761e9.png\"><\/a>\uff0c\u9ad8\u65af\u6a21\u7cca<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e6372c3c7632e3e930820b0dee45a9c1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e6372c3c7632e3e930820b0dee45a9c1.png\"><\/a>\uff0c\u7070\u5ea6\u5316<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-399b1508f9d740601c621d82e541b44f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-399b1508f9d740601c621d82e541b44f.png\"><\/a>\u4ee5\u53ca\u989c\u8272\u589e\u5f3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-636e5f6547bfa296430b3d363e0c6723.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-636e5f6547bfa296430b3d363e0c6723.png\"><\/a>\u3002\u5bf9\u4e8e\u6bcf\u4e00\u4e2a\u8bad\u7ec3\u6837\u672c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3cce2d9e59b24e6171c6947c88f0f3d4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3cce2d9e59b24e6171c6947c88f0f3d4.png\"><\/a>\uff0cRSP \u4f1a\u968f\u673a\u6311\u9009\u4e00\u4e2a\u6570\u636e\u589e\u5f3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e0ed7a70346bdee4f4ffacbf85a723e1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e0ed7a70346bdee4f4ffacbf85a723e1.png\"><\/a>\u8fd0\u7b97\u6765\u5bf9\u5176\u8fdb\u884c\u6270\u52a8\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-1ab3bc52720b885e6e326048343f1033.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-1ab3bc52720b885e6e326048343f1033.png\"><\/a><\/section>\n<section>\u5176\u6b21\uff0c\u6270\u52a8\u540e\u7684\u6837\u672c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-26413e6879865396fc42b82ee80a230f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-26413e6879865396fc42b82ee80a230f.png\"><\/a>\u5c06\u6b63\u5f0f\u9001\u5165\u7f51\u7edc\u8fdb\u884c\u6709\u76d1\u7763\u8bad\u7ec3\uff0c\u8fd9\u6781\u5927\u5730\u589e\u52a0\u9690\u5c42\u7279\u5f81\u7a7a\u95f4\u7684\u62d3\u6251\u7ed3\u6784\u591a\u6837\u6027\u3002\u6211\u4eec\u91c7\u7528 ArcFace Loss \u4f5c\u4e3a\u57fa\u7840\u5206\u7c7b<mark data-type=\"concepts\" data-id=\"4c38563a-2d9b-439e-bfb4-21d209eeff3e\">\u635f\u5931\u51fd\u6570<\/mark>\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-4bc0dac5ba405308288fe486e167ed88.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-4bc0dac5ba405308288fe486e167ed88.png\"><\/a><\/section>\n<section>\u4e0d\u53d8\u6027\u7ed3\u6784\u5bf9\u9f50 ISA<\/section>\n<section><\/section>\n<section>\u5728\u7f51\u7edc\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u5206\u522b\u6784\u5efa\u51fa\u539f\u59cb\u8f93\u5165\u7a7a\u95f4<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-6bf1d9dbde7eb0494b0afc8173f96969.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-6bf1d9dbde7eb0494b0afc8173f96969.png\"><\/a>\u4e0e\u6270\u52a8\u7279\u5f81\u7a7a\u95f4<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ee788ec4d505b54f8b497dc094d76649.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ee788ec4d505b54f8b497dc094d76649.png\"><\/a>\u7684 Vietoris-Rips \u590d\u5f62<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f80f40e277cd714fafd430c396de040b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f80f40e277cd714fafd430c396de040b.png\"><\/a>\u548c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8bc7d7fc55ded2eebf968d71f63b9fac.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8bc7d7fc55ded2eebf968d71f63b9fac.png\"><\/a>\u3002\u5e76\u5229\u7528\u6301\u7eed\u540c\u8c03\u6280\u672f\u6c42\u89e3\u51fa\u5176\u5bf9\u5e94\u7684\u6301\u7eed\u56fe<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-eb66dfd914fc98e73adca163b64288ec.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-eb66dfd914fc98e73adca163b64288ec.png\"><\/a>\u548c\u6301\u7eed\u914d\u5bf9<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f96b75294a5df011bb5b1e77662f3c13.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f96b75294a5df011bb5b1e77662f3c13.png\"><\/a>\u3002\u7406\u60f3\u5730\uff0c\u4e0d\u7ba1\u8f93\u5165\u7684\u4eba\u8138\u56fe\u50cf\u600e\u6837\u88ab\u5e72\u6270\uff0c\u5176\u7f16\u7801\u5728\u9690\u5c42\u7a7a\u95f4\u4e2d\u7684\u4f4d\u7f6e\u5e94\u8be5\u4fdd\u6301\u4e0d\u53d8\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u63d0\u51fa\u5bf9\u9f50\u539f\u59cb\u8f93\u5165\u7a7a\u95f4\u548c\u6270\u52a8\u7279\u5f81\u7a7a\u95f4\u7684\u62d3\u6251\u7ed3\u6784\uff0c\u4e0d\u53d8\u6027\u7ed3\u6784\u5bf9\u9f50\u673a\u5236\u6240\u5bf9\u5e94\u7684<mark data-type=\"concepts\" data-id=\"4c38563a-2d9b-439e-bfb4-21d209eeff3e\">\u635f\u5931\u51fd\u6570<\/mark>\u5982\u4e0b\u6240\u793a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c7fcf8b64076653620fed44e272b87bd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c7fcf8b64076653620fed44e272b87bd.png\"><\/a><\/section>\n<section>2.3 \u7ed3\u6784\u7834\u574f\u6027\u4f30\u8ba1 SDE<\/section>\n<section><\/section>\n<section>\u5728\u5b9e\u9645\u7684<mark data-type=\"tech_tasks\" data-id=\"3ff3ab31-7595-48d8-905a-baddfecc22be\">\u4eba\u8138\u8bc6\u522b<\/mark>\u573a\u666f\u4e2d\uff0c\u8bad\u7ec3\u96c6\u901a\u8fc7\u4f1a\u5305\u542b\u4e00\u4e9b\u4f4e\u8d28\u91cf\u7684\u4eba\u8138\u56fe\u50cf\uff0c\u8fd9\u4e5f\u88ab\u79f0\u4e3a\u56f0\u96be\u6837\u672c\u3002\u8fd9\u4e9b\u56f0\u96be\u6837\u672c\u5728\u9690\u5c42\u7a7a\u95f4\u4e2d\u5f88\u5bb9\u6613\u88ab\u7f16\u7801\u5230\u9760\u8fd1<mark data-type=\"concepts\" data-id=\"837f29c8-8d5f-4611-b8c3-c77c5d12c616\">\u51b3\u7b56\u8fb9\u754c<\/mark>\u9644\u8fd1\u7684\u5f02\u5e38\u4f4d\u7f6e\uff0c\u4e25\u91cd\u7834\u574f\u4e86\u9690\u5c42\u7a7a\u95f4\u7684\u62d3\u6251\u7ed3\u6784\uff0c\u5e76\u4f1a\u5f71\u54cd\u8f93\u5165\u7a7a\u95f4\u548c\u9690\u5c42\u7a7a\u95f4\u62d3\u6251\u7ed3\u6784\u7684\u5bf9\u9f50\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u7ed3\u6784\u7834\u574f\u6027\u4f30\u8ba1\u7b56\u7565 SDE \u6765\u7cbe\u51c6\u5730\u8bc6\u522b\u51fa\u8fd9\u4e9b\u56f0\u96be\u6837\u672c\uff0c\u5e76\u9f13\u52b1\u6a21\u578b\u5728\u8bad\u7ec3\u9636\u6bb5\u91cd\u70b9\u5b66\u4e60\u8fd9\u4e9b\u6837\u672c\uff0c\u9010\u6e10\u5f15\u5bfc\u8d77\u56de\u5f52\u5230\u5408\u7406\u7684\u7a7a\u95f4\u4f4d\u7f6e\u4e0a\u3002<\/section>\n<section><\/section>\n<section>\u9884\u6d4b\u4e0d\u786e\u5b9a\u6027<\/section>\n<section><\/section>\n<section>\u56f0\u96be<mark data-type=\"institutions\" data-id=\"3311b71e-cbcd-48db-a71d-50967d3bc222\">\u6837\u672c\u901a<\/mark>\u5e38\u5206\u5e03\u5728<mark data-type=\"concepts\" data-id=\"837f29c8-8d5f-4611-b8c3-c77c5d12c616\">\u51b3\u7b56\u8fb9\u754c<\/mark>\u9644\u8fd1\uff0c\u56e0\u6b64\u4e5f\u6709\u7740\u8f83\u5927\u7684\u9884\u6d4b\u4e0d\u786e\u5b9a\u6027 (\u5373\u5206\u7c7b\u5668\u5904\u7684\u9884\u6d4b\u5206\u5e03\u71b5\u8f83\u5927) \uff0c\u8fd9\u4e5f\u662f\u5176\u5bb9\u6613\u88ab\u9519\u8bef\u5206\u7c7b\u7684\u539f\u56e0\u3002\u4e3a\u7cbe\u51c6\u5730\u7b5b\u9009\u51fa\u8fd9\u4e9b\u56f0\u96be\u6837\u672c\uff0c\u6211\u4eec\u63d0\u51fa\u5229\u7528\u9ad8\u65af &#8211; \u5747\u5300\u6df7\u5408\u5206\u5e03\u6982\u7387\u6a21\u578b\u6765\u5efa\u6a21\u8fd9\u4e9b\u6837\u672c\u7684\u9884\u6d4b\u4e0d\u786e\u5b9a\u6027\uff0c\u5176\u5229\u7528\u5206\u7c7b\u5668\u5904\u7684\u9884\u6d4b\u71b5\u4f5c\u4e3a<mark data-type=\"concepts\" data-id=\"390f4777-ec4d-4d4e-890b-fcb64dcb764c\">\u6982\u7387\u5206\u5e03<\/mark>\u7684\u53d8\u91cf\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e7a033940d6b47621eb01dbd0882b124.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e7a033940d6b47621eb01dbd0882b124.png\"><\/a><\/section>\n<section>\u5176\u4e2d\uff0c\u5747\u5300\u5206\u5e03<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-462336c0a3a8292803c2cc8c32e02ac8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-462336c0a3a8292803c2cc8c32e02ac8.png\"><\/a>\u5efa\u6a21\u4e86\u56f0\u96be\u6837\u672c\uff0c\u800c<mark data-type=\"concepts\" data-id=\"1ae8cd23-a088-4116-a57b-bd3dbf9bfe00\">\u9ad8\u65af\u5206\u5e03<\/mark><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a5a45c24d3711246231a1265a4957f68.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a5a45c24d3711246231a1265a4957f68.png\"><\/a>\u5efa\u6a21\u4e86\u7b80\u5355\u6837\u672c\u3002\u56e0\u6b64\uff0c\u67d0\u4e2a\u6837\u672c\u5c5e\u4e8e\u56f0\u96be\u6837\u672c\uff08\u5373\u7531\u4e8e\u8f83\u5927\u7684\u9884\u6d4b\u4e0d\u786e\u5b9a\u6027\uff09\u7684<mark data-type=\"concepts\" data-id=\"65f1656c-d3c4-4835-9a35-50ba3e09159d\">\u540e\u9a8c\u6982\u7387<\/mark>\u53ef\u4ee5\u88ab\u8ba1\u7b97\u4e3a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-35b4b7baf40f33a886c94e615a906548.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-35b4b7baf40f33a886c94e615a906548.png\"><\/a><\/section>\n<section>\u5f53\u5206\u7c7b\u5668\u7684\u9884\u6d4b\u5206\u5e03\u5341\u5206\u63a5\u8fd1\u4e8e\u5747\u5300\u5206\u5e03\u65f6\uff0c\u90a3\u4e48\u6837\u672c\u5c5e\u4e8e\u56f0\u96be\u6837\u672c\u7684\u6982\u7387\u5c06\u5341\u5206\u63a5\u8fd1\u4e8e 1\u3002<\/section>\n<section><\/section>\n<section>\u7ed3\u6784\u7834\u574f\u6027\u5206\u6570 SDS<\/section>\n<section><\/section>\n<section>\u76f8\u6bd4\u4e8e\u6b63\u786e\u5206\u7c7b\u6837\u672c\uff0c\u9519\u8bef\u5206\u7c7b\u6837\u672c\u6709\u7740\u66f4\u5927\u7684\u56f0\u96be\u6027\uff0c\u5e76\u4e14\u5bf9\u9690\u5c42\u7a7a\u95f4\u7684\u62d3\u6251\u7ed3\u6784\u635f\u5bb3\u66f4\u5927\u3002\u53d7 Focal Loss \u8bbe\u8ba1\u601d\u60f3\u7684\u542f\u53d1\uff0c\u6211\u4eec\u5728\u8861\u91cf\u6837\u672c\u5bf9\u7a7a\u95f4\u7ed3\u6784\u7834\u574f\u6027\u5927\u5c0f\u65f6\u7efc\u5408\u8003\u8651\u4e86\u9884\u6d4b\u4e0d\u786e\u5b9a\u6027\u4e0e\u9884\u6d4b\u7cbe\u5ea6\uff0c\u5e76\u8bbe\u8ba1\u51fa\u6982\u7387<mark data-type=\"concepts\" data-id=\"1ccbfcc7-1b56-44d6-b64b-729d855abcb1\">\u611f\u77e5<\/mark>\u7684\u6253\u5206\u673a\u5236<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5c01b11ba87ebb2aa0cf8d234537f9b0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5c01b11ba87ebb2aa0cf8d234537f9b0.png\"><\/a>\u6765\u81ea\u9002\u5e94\u5730\u4e3a\u6bcf\u4e2a\u6837\u672c\u8ba1\u7b97\u7ed3\u6784\u7834\u574f\u6027\u5206\u6570 SDS\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d7b252b5aadb6cbe3bc069b8d3ee57da.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d7b252b5aadb6cbe3bc069b8d3ee57da.png\"><\/a><\/section>\n<section>\u4e3a\u9f13\u52b1\u6a21\u578b\u5728\u8bad\u7ec3\u9636\u6bb5\u91cd\u70b9\u5173\u6ce8\u90a3\u4e9b\u5bf9\u62d3\u6251\u7ed3\u6784\u7834\u574f\u8f83\u5927\u7684\u56f0\u96be\u6837\u672c\uff0c\u6211\u4eec\u5c06\u7ed3\u6784\u7834\u574f\u6027\u5206\u6570 SDS \u52a0\u6743\u81f3\u6700\u7ec8\u7684\u5206\u7c7b<mark data-type=\"concepts\" data-id=\"4c38563a-2d9b-439e-bfb4-21d209eeff3e\">\u635f\u5931\u51fd\u6570<\/mark>\u4e0a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d7162c6b227afcd90262a93e17359f8d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d7162c6b227afcd90262a93e17359f8d.png\"><\/a><\/section>\n<section>\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u6700\u5c0f\u5316<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c3eb51504afc5952fc07c69a752bc5fd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c3eb51504afc5952fc07c69a752bc5fd.png\"><\/a>\u5c06\u5e26\u6765\u4e24\u4e2a\u597d\u5904\uff1a<\/section>\n<section><\/section>\n<section>\uff08i\uff09\u6700\u5c0f\u5316<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-98023ed1fc72516a716a8618a8610a20.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-98023ed1fc72516a716a8618a8610a20.png\"><\/a>\u5c06\u9f13\u52b1\u6a21\u578b\u4ece\u591a\u6837\u5316\u7684\u8bad\u7ec3\u6837\u672c\u4e2d\u6355\u6349\u51fa\u66f4\u6709\u6cdb\u5316\u6027\u7684\u4eba\u8138\u7279\u5f81\u3002\uff08ii\uff09\u6700\u5c0f\u5316\u7ed3\u6784\u7834\u574f\u6027\u5206\u6570 SDS<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ffb337a916b22deebb5c4c9c5385121a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ffb337a916b22deebb5c4c9c5385121a.png\"><\/a>\u80fd\u591f\u6709\u6548\u51cf\u8f7b\u56f0\u96be\u6837\u672c\u5bf9\u9690\u5c42\u7a7a\u95f4\u7ed3\u6784\u7684\u7834\u574f\uff0c\u8fd9\u6709\u5229\u4e8e\u7ed3\u6784\u4fe1\u606f\u7684\u4fdd\u7559\u4ee5\u53ca\u6e05\u6670<mark data-type=\"concepts\" data-id=\"837f29c8-8d5f-4611-b8c3-c77c5d12c616\">\u51b3\u7b56\u8fb9\u754c<\/mark>\u7684\u6784\u5efa\u3002<\/section>\n<section><\/section>\n<section>2.4 <mark data-type=\"tech_tasks\" data-id=\"7b8ac054-c5d3-42f7-9b60-d85ace1a0481\">\u6a21\u578b\u4f18\u5316<\/mark><\/section>\n<section><\/section>\n<section>TopoFR \u6a21\u578b\u6574\u4f53\u7684<mark data-type=\"concepts\" data-id=\"a3ee878c-7013-408b-8e6b-7b1038057f8f\">\u76ee\u6807\u51fd\u6570<\/mark>\u5982\u4e0b\u6240\u793a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-bfefb0c70750d42a8564bc86e6c8df60.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-bfefb0c70750d42a8564bc86e6c8df60.png\"><\/a><\/section>\n<section><strong>\u56db\u3001\u5173\u952e\u5b9e\u9a8c\u53ca\u5206\u6790<\/strong><\/section>\n<section><\/section>\n<section><strong>1.1 \u8bad\u7ec3\u6570\u636e\u96c6\u4e0e\u6d4b\u8bd5<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark><\/strong><\/section>\n<section><\/section>\n<section>\u6211\u4eec\u5206\u522b\u91c7\u7528 MS1MV2 (5.8M \u56fe\u50cf\uff0c85K \u7c7b\u522b)\uff0cGlint360K (17M \u56fe\u50cf\uff0c360K \u7c7b\u522b) \u4ee5\u53ca WebFace42M (42.5M \u56fe\u50cf\uff0c2M \u7c7b\u522b) \u4f5c\u4e3a\u6211\u4eec\u6a21\u578b\u7684\u8bad\u7ec3\u96c6\u3002<\/section>\n<section><\/section>\n<section>\u5229\u7528 LFW, AgeDB-30, CFP-FP, IJB-C \u4ee5\u53ca IJB-B \u7b49\u591a\u4e2a<mark data-type=\"tech_tasks\" data-id=\"3ff3ab31-7595-48d8-905a-baddfecc22be\">\u4eba\u8138\u8bc6\u522b<\/mark>\u6d4b\u8bd5<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6765\u8bc4\u4f30\u6211\u4eec\u6a21\u578b\u7684\u8bc6\u522b\u4e0e\u6cdb\u5316\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section><strong>1.2 \u5728 LFW, CFP-FP, AgeDB-30, IJB-C \u4ee5\u53ca IJB-B \u6d4b\u8bd5<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u4e0a\u7684\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/section>\n<section>\u00a0<\/section>\n<section>\u6211\u4eec\u53ef\u4ee5\u89c2\u5bdf\u5230\uff0cTopoFR \u5728\u8fd9\u4e9b\u7b80\u5355\u7684<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u4e0a\u7684\u6027\u80fd\u51e0\u4e4e\u8fbe\u5230\u4e86\u9971\u548c\uff0c\u5e76\u663e\u8457\u9ad8\u4e8e\u5bf9\u6bd4\u65b9\u6cd5\u3002\u6b64\u5916\uff0cTopoFR \u5728\u4e0d\u540c ResNet \u6846\u67b6\u4e0b\u90fd\u53d6\u5f97\u4e86 SOTA \u6027\u80fd\u3002\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u6211\u4eec\u57fa\u4e8e ResNet-50 \u67b6\u6784\u7684 TopoFR \u6a21\u578b\u751a\u81f3\u8d85\u8d8a\u4e86\u5927\u90e8\u5206\u57fa\u4e8e ResNet-100 \u7684\u7ade\u4e89\u8005\u6a21\u578b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-7a4841f43102260ec6ea56cf26a8498d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-7a4841f43102260ec6ea56cf26a8498d.png\"><\/a><\/section>\n<section><strong>1.3 \u9ad8\u65af &#8211; \u5747\u5300\u6df7\u5408\u5206\u5e03\u6982\u7387\u6a21\u578b\u7684\u6709\u6548\u6027<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u9a8c\u8bc1\u9ad8\u65af &#8211; \u5747\u5300\u6df7\u5408\u5206\u5e03\u6982\u7387\u6a21\u578b\u5728\u6316\u6398\u56f0\u96be\u6837\u672c\u65b9\u9762\u7684\u6709\u6548\u6027\uff0c\u6211\u4eec\u5c55\u793a\u4e86\u6a21\u578b\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5229\u7528\u5206\u7c7b\u5668\u9884\u6d4b\u71b5\u6240\u4f30\u8ba1\u7684<mark data-type=\"concepts\" data-id=\"1ae8cd23-a088-4116-a57b-bd3dbf9bfe00\">\u9ad8\u65af\u5206\u5e03<\/mark>\u5bc6\u5ea6\u51fd\u6570\uff0c\u5982\u4e0b\u56fe 4 \u6240\u793a\u3002<\/section>\n<section><\/section>\n<section>\u7ed3\u679c\u8868\u660e\uff0c\u88ab\u9519\u8bef\u5206\u7c7b\u7684\u56f0\u96be<mark data-type=\"institutions\" data-id=\"3311b71e-cbcd-48db-a71d-50967d3bc222\">\u6837\u672c\u901a<\/mark>\u5e38\u6709\u7740\u8f83\u5c0f\u7684\u9ad8\u65af\u5bc6\u5ea6\uff08\u5373\u6709\u7740\u8f83\u9ad8\u7684\u9ad8\u65af &#8211; \u5747\u5300\u6df7\u5408\u5206\u5e03<mark data-type=\"concepts\" data-id=\"65f1656c-d3c4-4835-9a35-50ba3e09159d\">\u540e\u9a8c\u6982\u7387<\/mark>\uff09\uff0c\u56e0\u6b64\u80fd\u591f\u88ab\u9ad8\u65af &#8211; \u5747\u5300\u6df7\u5408\u5206\u5e03\u6982\u7387\u6a21\u578b\u8f7b\u6613\u63a2\u6d4b\u51fa\u6765\u3002\u63d0\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u5373\u4f7f\u90e8\u5206\u88ab\u9519\u8bef\u5206\u7c7b\u7684\u56f0\u96be\u6837\u672c\u6709\u7740\u8f83\u5c0f\u7684\u71b5\uff08\u5373\u6709\u7740\u8f83\u5927\u7684\u9ad8\u65af\u5bc6\u5ea6\u548c\u8f83\u4f4e\u7684<mark data-type=\"concepts\" data-id=\"65f1656c-d3c4-4835-9a35-50ba3e09159d\">\u540e\u9a8c\u6982\u7387<\/mark>\uff09\uff0c\u5b83\u4eec\u7684\u7ed3\u6784\u6027\u7834\u574f\u5206\u6570<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9d43d6b5dcbe19bdba0c66e1b45cfeab.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9d43d6b5dcbe19bdba0c66e1b45cfeab.png\"><\/a>\u4e5f\u80fd\u88ab Focal Loss<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d8d1703aae0fb4213bdfeec4d084fe7e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d8d1703aae0fb4213bdfeec4d084fe7e.png\"><\/a>\u6240\u4fee\u6b63\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ce602fa742ff0cb6e79e49669df239ca.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ce602fa742ff0cb6e79e49669df239ca.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 <\/sup><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 4\uff1a\u6a21\u578b\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6240\u4f30\u8ba1\u7684\u9ad8\u65af\u5bc6\u5ea6\uff08\u84dd\u8272\u66f2\u7ebf\uff09\u3002\u7eff\u8272\u6807\u8bb0<\/sup><\/em><sup><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-6e44e80496fd3de34a8822a2c83d2197.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-6e44e80496fd3de34a8822a2c83d2197.png\"><\/a><em>\u548c\u9ed1\u8272\u6807\u8bb0<\/em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8dfa9d0dc3a1af2daa1f1eaaeb762d7d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8dfa9d0dc3a1af2daa1f1eaaeb762d7d.png\"><\/a><\/sup><em><sup>\u5206\u522b\u8868\u793a\u6b63\u786e\u5206\u7c7b\u6837\u672c\u548c\u9519\u8bef\u5206\u7c7b\u6837\u672c\u7684\u71b5\u3002<\/sup><\/em><\/section>\n<section>\u00a0<\/section>\n<section><strong>1.4 \u6270\u52a8\u5f15\u5bfc\u7684\u62d3\u6251\u7ed3\u6784\u5bf9\u9f50\u7b56\u7565\u7684\u6cdb\u5316\u6027\u80fd<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u8868\u660e\u6b64\u62d3\u6251\u7ed3\u6784\u5bf9\u9f50\u7b56\u7565 PTSA \u5728\u4fdd\u6301\u6570\u636e\u7ed3\u6784\u4fe1\u606f\u65b9\u9762\u7684\u4e00\u6d41\u6cdb\u5316\u6027\u80fd\uff0c\u6211\u4eec\u5728 IJB-C \u6d4b\u8bd5\u96c6\u4e0a\u8c03\u67e5\u4e86 TopoFR \u6a21\u578b\u4e0e\u5176\u53d8\u4f53 TopoFR-A \u5728\u8f93\u5165\u7a7a\u95f4\u4e0e\u9690\u5c42\u7a7a\u95f4\u4e0a\u7684\u62d3\u6251\u7ed3\u6784\u5dee\u5f02\uff0c\u5982\u4e0b\u56fe 5 \u6240\u793a\u3002\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u53d8\u4f53 TopoFR-A \u76f4\u63a5\u5229\u7528\u6301\u7eed\u540c\u8c03\u6280\u672f\u6765\u5bf9\u9f50\u4e24\u4e2a\u7a7a\u95f4\u7684\u62d3\u6251\u7ed3\u6784\u3002<\/section>\n<section><\/section>\n<section>\u6240\u5f97\u5230\u7684\u53ef\u89c6\u5316\u7edf\u8ba1\u7ed3\u679c\u660e\u663e\u5730\u8868\u660e\u4e86\u6211\u4eec\u6240\u63d0\u51fa\u7684\u6270\u52a8\u5f15\u5bfc\u7684\u62d3\u6251\u7ed3\u6784\u5bf9\u9f50\u7b56\u7565 PTSA \u5728\u4fdd\u7559\u6570\u636e\u7ed3\u6784\u4fe1\u606f\u65b9\u9762\u7684\u6709\u6548\u6027\u548c\u6cdb\u5316\u6027\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-7d3b2e23067132a641865d84ed8ecd8e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-7d3b2e23067132a641865d84ed8ecd8e.png\"><\/a><\/section>\n<section><em><sup>\u56fe 5\uff1aTopoFR \u548c\u53d8\u4f53 TopoFR-A \u5728\u4e0d\u540c\u7f51\u7edc\u4e3b\u5e72\u67b6\u6784\u548c\u8bad\u7ec3\u6570\u636e\u96c6\u4e0a\u7684\u62d3\u6251\u7ed3\u6784\u5dee\u5f02 [\u7f51\u7edc\u4e3b\u5e72\u67b6\u6784\uff0c\u8bad\u7ec3\u6570\u636e\u96c6]\u3002\u53d8\u4f53 TopoFR-A \u76f4\u63a5\u5229\u7528\u6301\u7eed\u540c\u8c03\u6280\u672f\u5bf9\u9f50\u4e24\u4e2a\u7a7a\u95f4\u7684\u62d3\u6251\u7ed3\u6784\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u6211\u4eec\u4f7f\u7528 Glint360K \u6570\u636e\u96c6\u8bad\u7ec3\u7684 TopoFR \u6a21\u578b\u5728 IJB-C \u6d4b\u8bd5\u96c6\u4e0a\u51e0\u4e4e\u5b8c\u7f8e\u5730\u5bf9\u9f50\u4e86\u8f93\u5165\u7a7a\u95f4\u548c\u9690\u5c42\u7a7a\u95f4\u7684\u62d3\u6251\u7ed3\u6784\uff08\u5373\u84dd\u8272\u76f4\u65b9\u56fe\u51e0\u4e4e<mark data-type=\"concepts\" data-id=\"3bf78775-1316-4ac0-bd99-10e2fc88c439\">\u6536\u655b<\/mark>\u4e3a\u4e00\u6761\u76f4\u7ebf\uff09\u3002<\/sup>\u00a0<\/em><\/section>\n<section><\/section>\n<section><strong>\u4e94\u3001\u7ed3\u8bba<\/strong><\/section>\n<section><\/section>\n<section>\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd<mark data-type=\"tech_tasks\" data-id=\"3ff3ab31-7595-48d8-905a-baddfecc22be\">\u4eba\u8138\u8bc6\u522b<\/mark>\u65b0\u6846\u67b6 TopoFR\uff0c\u5176\u6709\u6548\u5730\u5c06\u9690\u85cf\u5728\u8f93\u5165\u7a7a\u95f4\u4e2d\u7684\u7ed3\u6784\u4fe1\u606f\u7f16\u7801\u5230\u9690\u5c42\u7a7a\u95f4\uff0c\u6781\u5927\u5730\u63d0\u5347\u4e86<mark data-type=\"tech_tasks\" data-id=\"3ff3ab31-7595-48d8-905a-baddfecc22be\">\u4eba\u8138\u8bc6\u522b<\/mark>\u6a21\u578b\u5728\u771f\u5b9e\u573a\u666f\u4e2d\u7684\u6cdb\u5316\u6027\u80fd\u3002\u4e00\u7cfb\u5217\u5728\u4e3b\u6d41\u7684<mark data-type=\"tech_tasks\" data-id=\"3ff3ab31-7595-48d8-905a-baddfecc22be\">\u4eba\u8138\u8bc6\u522b<\/mark><mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u4e0a\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\u4e86\u6211\u4eec TopoFR \u6a21\u578b\u7684 SOTA \u6027\u80fd\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-17-6\" target=\"_blank\">NeurIPS 2024 | FaceChain\u56e2\u961f\u65b0\u4f5c\uff0c\u5f00\u6e90\u62d3\u6251\u5bf9\u9f50\u4eba\u8138\u8868\u5f81\u6a21\u578bTopoFR<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:NeurIPS 202 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[55],"class_list":["post-36160","post","type-post","status-publish","format-standard","hentry","category-news","tag-55"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>NeurIPS 2024 | FaceChain\u56e2\u961f\u65b0\u4f5c\uff0c\u5f00\u6e90\u62d3\u6251\u5bf9\u9f50\u4eba\u8138\u8868\u5f81\u6a21\u578bTopoFR - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=36160\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/17aitech.com\/?p=36160\",\"url\":\"https:\/\/17aitech.com\/?p=36160\",\"name\":\"NeurIPS 2024 | FaceChain\u56e2\u961f\u65b0\u4f5c\uff0c\u5f00\u6e90\u62d3\u6251\u5bf9\u9f50\u4eba\u8138\u8868\u5f81\u6a21\u578bTopoFR - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\/\/17aitech.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/17aitech.com\/?p=36160#primaryimage\"},\"image\":{\"@id\":\"https:\/\/17aitech.com\/?p=36160#primaryimage\"},\"thumbnailUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9041db615d02c730908f37ae810a8818.png\",\"datePublished\":\"2025-01-06T09:00:12+00:00\",\"author\":{\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\/\/17aitech.com\/?p=36160#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/17aitech.com\/?p=36160\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/?p=36160#primaryimage\",\"url\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9041db615d02c730908f37ae810a8818.png\",\"contentUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9041db615d02c730908f37ae810a8818.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/17aitech.com\/?p=36160#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/17aitech.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"NeurIPS 2024 | FaceChain\u56e2\u961f\u65b0\u4f5c\uff0c\u5f00\u6e90\u62d3\u6251\u5bf9\u9f50\u4eba\u8138\u8868\u5f81\u6a21\u578bTopoFR\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/17aitech.com\/#website\",\"url\":\"https:\/\/17aitech.com\/\",\"name\":\"\u4e00\u8d77AI\u6280\u672f\",\"description\":\"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca\",\"alternateName\":\"\u4e00\u8d77AI\u6280\u672f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/17aitech.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\",\"name\":\"AI\u5c0f\u52a9\u624b\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/image\/\",\"url\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"contentUrl\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"caption\":\"AI\u5c0f\u52a9\u624b\"},\"description\":\"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e\",\"url\":\"https:\/\/17aitech.com\/?page_id=33738&user=3\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"NeurIPS 2024 | FaceChain\u56e2\u961f\u65b0\u4f5c\uff0c\u5f00\u6e90\u62d3\u6251\u5bf9\u9f50\u4eba\u8138\u8868\u5f81\u6a21\u578bTopoFR - \u4e00\u8d77AI\u6280\u672f","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/17aitech.com\/?p=36160","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=36160","url":"https:\/\/17aitech.com\/?p=36160","name":"NeurIPS 2024 | FaceChain\u56e2\u961f\u65b0\u4f5c\uff0c\u5f00\u6e90\u62d3\u6251\u5bf9\u9f50\u4eba\u8138\u8868\u5f81\u6a21\u578bTopoFR - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=36160#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=36160#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9041db615d02c730908f37ae810a8818.png","datePublished":"2025-01-06T09:00:12+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=36160#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=36160"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=36160#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9041db615d02c730908f37ae810a8818.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9041db615d02c730908f37ae810a8818.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=36160#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"NeurIPS 2024 | FaceChain\u56e2\u961f\u65b0\u4f5c\uff0c\u5f00\u6e90\u62d3\u6251\u5bf9\u9f50\u4eba\u8138\u8868\u5f81\u6a21\u578bTopoFR"}]},{"@type":"WebSite","@id":"https:\/\/17aitech.com\/#website","url":"https:\/\/17aitech.com\/","name":"\u4e00\u8d77AI\u6280\u672f","description":"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca","alternateName":"\u4e00\u8d77AI\u6280\u672f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/17aitech.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d","name":"AI\u5c0f\u52a9\u624b","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/#\/schema\/person\/image\/","url":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","contentUrl":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","caption":"AI\u5c0f\u52a9\u624b"},"description":"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e","url":"https:\/\/17aitech.com\/?page_id=33738&user=3"}]}},"_links":{"self":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/36160","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=36160"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/36160\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=36160"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=36160"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=36160"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}