{"id":35656,"date":"2024-12-29T04:00:18","date_gmt":"2024-12-28T20:00:18","guid":{"rendered":"https:\/\/17aitech.com\/?p=35656"},"modified":"2024-12-29T04:00:18","modified_gmt":"2024-12-28T20:00:18","slug":"eccv-2024-%e6%8e%a2%e7%b4%a2%e7%a6%bb%e6%95%a3token%e8%a7%86%e8%a7%89%e7%94%9f%e6%88%90%e4%b8%ad%e7%9a%84%e8%87%aa%e9%80%82%e5%ba%94%e6%8e%a8%e7%90%86%e7%ad%96%e7%95%a5","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35656","title":{"rendered":"ECCV 2024 | \u63a2\u7d22\u79bb\u6563Token\u89c6\u89c9\u751f\u6210\u4e2d\u7684\u81ea\u9002\u5e94\u63a8\u7406\u7b56\u7565"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-09-18-8\" target=\"_blank\">ECCV 2024 | \u63a2\u7d22\u79bb\u6563Token\u89c6\u89c9\u751f\u6210\u4e2d\u7684\u81ea\u9002\u5e94\u63a8\u7406\u7b56\u7565<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-10dc94b8f3a3611efd8abebd05d176a5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-10dc94b8f3a3611efd8abebd05d176a5.png\"><\/a><\/section>\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\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\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\u8bba\u6587\u7b2c\u4e00\u4f5c\u8005\u502a\u8d5e\u6797\u662f\u6e05\u534e\u5927\u5b66\u81ea\u52a8\u5316\u7cfb 2022 \u7ea7\u76f4\u535a\u751f\uff0c\u5e08\u4ece\u9ec4\u9ad8\u526f\u6559\u6388\uff0c\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u4e3a\u9ad8\u6548\u6df1\u5ea6\u5b66\u4e60\u4e0e\u56fe\u50cf\u751f\u6210\u3002\u4ed6\u66fe\u5728 ICCV\u3001CVPR\u3001ECCV\u3001ICLR \u7b49\u56fd\u9645\u4f1a\u8bae\u4e0a\u53d1\u8868\u591a\u7bc7\u5b66\u672f\u8bba\u6587\u3002<\/strong><\/p>\n<p>\u8fd1\u5e74\u6765\uff0c AIGC \u9886\u57df\u53d1\u5c55\u5341\u5206\u8fc5\u731b\u3002\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u4e2d\uff0c\u6269\u6563\u6a21\u578b\u5df2\u7ecf\u6210\u4e3a\u4e00\u79cd\u6709\u6548\u4e14\u5e38\u7528\u7684\u6a21\u578b\u3002\u76f8\u53cd\uff0c\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\uff0c\u5185\u5bb9\u7684\u751f\u6210\u901a\u5e38\u901a\u8fc7\u4f7f\u7528 Transformer \u53bb\u751f\u6210\u79bb\u6563\u7684 token\u3002\u53d7\u5230\u8fd9\u79cd\u5dee\u5f02\u7684\u542f\u53d1\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u7814\u7a76\uff08\u4ee5 VQGAN \u4f5c\u4e3a\u5178\u578b\u4ee3\u8868\uff09\u5f00\u59cb\u63a2\u7d22\u8fd9\u79cd\u57fa\u4e8e\u79bb\u6563 token \u7684\u751f\u6210\u8303\u5f0f\u5728\u89c6\u89c9\u5408\u6210\u4e2d\u7684\u5e94\u7528\u3002\u4e0e\u6269\u6563\u6a21\u578b\u4e0d\u540c\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u91c7\u7528\u7c7b\u4f3c\u4e8e\u8bed\u8a00\u6a21\u578b\u7684\u79bb\u6563 token \u4f5c\u4e3a\u751f\u6210\u7684\u57fa\u672c\u5355\u5143\u3002<\/p>\n<p>\u4e3a\u4ec0\u4e48\u8981\u63a2\u7d22\u57fa\u4e8e\u79bb\u6563 token \u7684\u751f\u6210\u6a21\u578b\uff1f\u6211\u4eec\u8ba4\u4e3a\u4e3b\u8981\u6709\u4ee5\u4e0b\u51e0\u70b9\u539f\u56e0\uff1a<\/p>\n<p>1) \u7531\u4e8e\u4e0e\u8bed\u8a00\u6a21\u578b\u8303\u5f0f\u76f8\u540c\uff0c\u5b83\u4eec\u53ef\u4ee5\u76f4\u63a5\u5229\u7528\u8bed\u8a00\u6a21\u578b\u4e2d\u5df2\u7ecf\u6210\u719f\u7684\u8bad\u7ec3\u3001\u63a8\u7406\u6280\u672f<\/p>\n<p>2) \u6709\u52a9\u4e8e\u5f00\u53d1\u66f4\u5148\u8fdb\u7684\u3001\u5177\u6709\u5171\u4eab token \u7a7a\u95f4\u7684\u3001scalable \u7684\u591a\u6a21\u6001\u57fa\u7840\u6a21\u578b<\/p>\n<p>3) \u6709\u52a9\u4e8e\u5efa\u6784\u7edf\u4e00\u89c6\u89c9\u7406\u89e3\u4e0e\u751f\u6210\u80fd\u529b\u7684\u901a\u7528\u89c6\u89c9\u57fa\u7840\u6a21\u578b<\/p>\n<p>\u5728\u57fa\u4e8e\u79bb\u6563 token \u7684\u751f\u6210\u91cc\uff0c\u8fd1\u51e0\u5e74\u975e\u81ea\u56de\u5f52 Transformer (Non-autoregressive Transformer, NAT) \u5c55\u73b0\u51fa\u4e86\u663e\u8457\u7684\u8ba1\u7b97\u6548\u7387\u4e0e\u751f\u6210\u8d28\u91cf\u65b9\u9762\u7684\u6f5c\u529b\uff0c\u4e0d\u540c\u4e8e\u4f20\u7edf\u7684\u81ea\u56de\u5f52\u751f\u6210\u8303\u5f0f\uff0cNAT \u80fd\u591f\u5728\u4ec5 4 \u5230 8 \u6b65\u5185\u751f\u6210\u8d28\u91cf\u4e0d\u9519\u7684\u56fe\u50cf\u3002\u5b83\u7684\u751f\u6210\u8fc7\u7a0b\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-6c75c00842c204e759f05001be9158c8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-6c75c00842c204e759f05001be9158c8.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 NAT \u751f\u6210\u8fc7\u7a0b\u7684\u793a\u610f\u56fe<\/sup><\/em><\/p>\n<p>\u7b80\u5355\u6765\u8bf4\uff0c\u8fd9\u7c7b\u6a21\u578b\u4ece\u4e00\u4e2a\u5b8c\u5168 mask \u7684 token map \u5f00\u59cb\uff0c\u6bcf\u6b65\u5e76\u884c\u89e3\u7801\u591a\u4e2a token\uff0c\u76f4\u5230\u6240\u6709\u7684 token \u88ab\u89e3\u7801\uff0c\u7136\u540e\u518d\u901a\u8fc7\u4e00\u4e2a\u9884\u8bad\u7ec3\u7684\u89e3\u7801\u5668\u628a token \u7a7a\u95f4\u53d8\u6362\u5230\u56fe\u50cf\u7a7a\u95f4\uff0c\u5f97\u5230\u751f\u6210\u7ed3\u679c\u3002<\/p>\n<p>\u867d\u7136 \u201c\u5e76\u884c\u89e3\u7801\u201d \u7684\u673a\u5236\u8ba9\u6a21\u578b\u751f\u6210\u8fc7\u7a0b\u66f4\u52a0\u5730\u9ad8\u6548\u548c\u7075\u6d3b\u3002\u4f46\u5b83\u4e5f\u5f15\u5165\u4e86\u8bb8\u591a\u590d\u6742\u7684\u8bbe\u8ba1\u6311\u6218\uff0c\u4f8b\u5982\u6bcf\u4e00\u6b65\u5e94\u8be5\u89e3\u7801\u591a\u5c11 token\u3001\u5e94\u8be5\u9009\u62e9\u54ea\u4e9b token\u3001\u4ee5\u53ca\u91c7\u6837\u65f6\u5e94\u8be5\u6709\u591a\u5927\u7684\u968f\u673a\u6027\u7b49\u3002<\/p>\n<p>\u73b0\u6709\u7684\u5de5\u4f5c\u901a\u8fc7\u6784\u5efa\u4e00\u5957\u5305\u542b\u591a\u4e2a\u4eba\u5de5\u8bbe\u8ba1\u7684\u8c03\u5ea6\u51fd\u6570\uff08\u7edf\u4e00\u8bb0\u4e3a\uff09\u7684\u751f\u6210\u7b56\u7565\u6765\u7f13\u89e3\u8fd9\u4e00\u95ee\u9898\u3002\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-6473a57c044219b315988068fb477a7c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-6473a57c044219b315988068fb477a7c.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0NAT \u7684\u9ed8\u8ba4\u751f\u6210\u7b56\u7565\uff0c\u5176\u4e2d T \u4e3a\u603b\u751f\u6210\u63a8\u7406\u6b65\u6570\uff0ct \u4e3a\u5f53\u524d\u63a8\u7406\u6b65\uff0c\u5747\u4e3a\u8d85\u53c2\u6570\u3002\u6bcf\u4e00\u884c\u7b56\u7565\u7684\u5177\u4f53\u542b\u4e49\u53ef\u4ee5\u53c2\u89c1\u539f\u6587<\/sup><\/em><\/p>\n<p>\u7136\u800c\uff0c\u8fd9\u79cd\u4eba\u4e3a\u8bbe\u8ba1\u7684\u65b9\u5f0f\u4e0d\u4ec5\u9700\u8981\u5927\u91cf\u7684\u4e13\u4e1a\u77e5\u8bc6\u548c\u4eba\u529b\u6210\u672c\uff0c\u6700\u7ec8\u5f97\u5230\u7684\u7b56\u7565\u51fd\u6570\u4ecd\u7136\u53ef\u80fd\u5e76\u975e\u6700\u4f73\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u6211\u4eec\u8ba4\u4e3a\u4e0d\u540c\u6837\u672c\u90fd\u6709\u5176\u72ec\u7279\u7684\u7279\u6027\uff0c\u4e00\u4e2a\u5e94\u7528\u4e8e\u6240\u6709\u6837\u672c\u7684\u3001\u5168\u5c40\u5171\u4eab\u7684\u751f\u6210\u7b56\u7565\u53ef\u80fd\u96be\u4ee5\u7075\u6d3b\u5e94\u5bf9\u6837\u672c\u4e4b\u95f4\u7684\u5dee\u5f02\u6027\u3002<\/p>\n<p>\u57fa\u4e8e\u4e0a\u8ff0\u89c2\u5bdf\uff0c\u6211\u4eec\u63d0\u51fa AdaNAT\uff0c\u6838\u5fc3\u601d\u60f3\u662f\u5f15\u5165\u4e00\u4e2a\u53ef\u5b66\u4e60\u7684\u7b56\u7565\u7f51\u7edc\uff0c\u81ea\u52a8\u6839\u636e\u6bcf\u4e2a\u6837\u672c\u81ea\u9002\u5e94\u5730\u914d\u7f6e\u751f\u6210\u7b56\u7565\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-35e3ca75e0ce06b7c1305ced9307c248.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-35e3ca75e0ce06b7c1305ced9307c248.png\"><\/a><em>\u73b0\u6709\u5de5\u4f5c\u4e0e AdaNAT \u7684\u5bf9\u6bd4\uff0c\u8fd9\u91cc<\/em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-ff6c80b20c447f2892cb9c7e4434b1cc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-ff6c80b20c447f2892cb9c7e4434b1cc.png\"><\/a><em>\u662f\u5f53\u524d\u751f\u6210\u6837\u672c\u5728\u65f6\u523b\u65f6\u7684 token map<\/em><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-deb459cd11e7764d67f0fdabf156c248.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-deb459cd11e7764d67f0fdabf156c248.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aAdaNAT: Exploring Adaptive Policy for Token-Based Image Generation<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2409.00342<\/p>\n<\/li>\n<li>\n<p>\u4ee3\u7801\u4e0e\u9884\u8bad\u7ec3\u6a21\u578b\u5df2\u7ecf\u5f00\u6e90\uff1ahttps:\/\/github.com\/LeapLabTHU\/AdaNAT<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u65b9\u6cd5\u4ecb\u7ecd<\/strong><\/p>\n<p>\u7136\u800c\uff0c\u8bad\u7ec3\u4e00\u4e2a\u81ea\u9002\u5e94\u3001\u81ea\u52a8\u914d\u7f6e\u751f\u6210\u7b56\u7565\u7684\u7f51\u7edc\u9762\u4e34\u4e00\u4e2a\u76f4\u63a5\u7684\u6311\u6218\uff1a\u57fa\u4e8e\u79bb\u6563 token \u7684\u751f\u6210\u8fc7\u7a0b\u662f\u4e0d\u53ef\u5fae\u7684\uff0c\u56e0\u6b64\u6211\u4eec\u65e0\u6cd5\u76f4\u63a5\u91c7\u7528\u6807\u51c6\u7684\u7aef\u5230\u7aef\u4f18\u5316\u6280\u672f\u5982\u68af\u5ea6\u4e0b\u964d\u7684\u65b9\u6cd5\u6765\u4f18\u5316\u8fd9\u4e2a\u7f51\u7edc\u3002\u4e3a\u5e94\u5bf9\u8fd9\u4e00\u6311\u6218\uff0c\u6211\u4eec\u5c06\u751f\u6210\u7b56\u7565\u7684\u4f18\u5316\u95ee\u9898\u5f62\u5f0f\u5316\u4e3a\u9a6c\u5c14\u53ef\u592b\u51b3\u7b56\u8fc7\u7a0b\uff08MDP\uff09\uff0c\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u7b56\u7565\u7f51\u7edc\u53ef\u4ee5\u81ea\u7136\u5730\u88ab\u5b9a\u4e49\u4e3a\u4e00\u4e2a\u300c\u89c2\u5bdf\u751f\u6210\u72b6\u6001\uff0c\u81ea\u9002\u5e94\u5730\u914d\u7f6e\u7b56\u7565\u4ee5\u6700\u5927\u5316\u751f\u6210\u8d28\u91cf\u300d\u7684 agent\uff0c\u4e5f\u56e0\u6b64\u53ef\u4ee5\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff08\u5982\u7b56\u7565\u68af\u5ea6\uff09\u8fdb\u884c\u8bad\u7ec3\u3002<\/p>\n<p>\u53e6\u4e00\u4e2a\u503c\u5f97\u6ce8\u610f\u7684\u70b9\u662f\uff0c\u5728\u6211\u4eec\u7684\u95ee\u9898\u4e2d\uff0c\u8bbe\u8ba1\u5408\u9002\u7684\u5956\u52b1\u51fd\u6570\u5bf9\u4e8e\u6709\u6548\u8bad\u7ec3\u7b56\u7565\u7f51\u7edc\u81f3\u5173\u91cd\u8981\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u6211\u4eec\u9996\u5148\u8003\u8651\u4e86\u4e24\u79cd\u73b0\u6210\u7684\u8bbe\u8ba1\u9009\u62e9\uff1a<\/p>\n<ul>\n<li>\n<p>\u6807\u51c6\u8bc4\u4f30\u6307\u6807\u5982 Fr\u00e9chet Inception Distance (FID)\u00a0<\/p>\n<\/li>\n<li>\n<p>\u9884\u8bad\u7ec3\u7684\u56fe\u50cf\u5956\u52b1\u6a21\u578b\uff0c\u5982 ImageReward \u6a21\u578b<\/p>\n<\/li>\n<\/ul>\n<p>\u7136\u800c\uff0c\u6211\u4eec\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u5c3d\u7ba1\u8fd9\u4e9b\u8bbe\u8ba1\u80fd\u591f\u6709\u6548\u5730\u6700\u5927\u5316\u5956\u52b1\u51fd\u6570\uff0c\u4f46\u6700\u7ec8\u7684\u751f\u6210\u6a21\u578b\u5f80\u5f80\u65e0\u6cd5\u751f\u6210\u8db3\u591f\u9ad8\u8d28\u91cf\u6216\u8db3\u591f\u591a\u6837\u5316\u7684\u56fe\u50cf\uff0c\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-edc0b1476da0793a1052cc2eb0fd9d99.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-edc0b1476da0793a1052cc2eb0fd9d99.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u4ee5 FID \u4f5c\u4e3a\u5956\u52b1\u51fd\u6570\u7684\u56fe\u50cf\u751f\u6210\u6548\u679c (FID=2.56)<\/sup><\/em><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-83c721409657a4186636953183e9fc39.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-83c721409657a4186636953183e9fc39.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u4ee5\u9884\u8bad\u7ec3\u7684\u5956\u52b1\u6a21\u578b\u4f5c\u4e3a\u5956\u52b1\u51fd\u6570\u7684\u56fe\u50cf\u751f\u6210\u6548\u679c (FID=33.1)<\/sup><\/em><\/p>\n<p>\u6362\u53e5\u8bdd\u8bf4\uff0c\u7b56\u7565\u7f51\u7edc\u503e\u5411\u4e8e \u201c\u8fc7\u62df\u5408\u201d \u8fd9\u4e9b\u9884\u5148\u8bbe\u5b9a\u7684\u3001\u9759\u6001\u7684\u5956\u52b1\u51fd\u6570\u3002\u53d7\u5230\u8fd9\u4e00\u73b0\u8c61\u7684\u542f\u53d1\uff0c\u6211\u4eec\u7684\u6838\u5fc3\u601d\u8def\u662f\u5728\u7b56\u7565\u7f51\u7edc\u5b66\u4e60\u7684\u540c\u65f6\uff0c\u52a8\u6001\u66f4\u65b0\u5956\u52b1\u51fd\u6570\u4ee5\u9632\u6b62\u7b56\u7565\u7f51\u7edc\u8fc7\u62df\u5408\uff0c\u8ba9\u4e8c\u8005 \u201c\u76f8\u4e92\u5bf9\u6297\uff0c\u5171\u540c\u8fdb\u6b65\u201d\u3002\u8fd9\u79cd\u601d\u60f3\u81ea\u7136\u5730\u8ba9\u6211\u4eec\u8054\u60f3\u5230\u751f\u6210\u5bf9\u6297\u7f51\u7edc (GAN) \u7684\u60f3\u6cd5\uff0c\u56e0\u6b64\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u5bf9\u6297\u5956\u52b1\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u7c7b\u4f3c\u4e8e GAN \u4e2d\u7684\u5224\u522b\u5668\uff0c\u4ee5\u751f\u6210\u6837\u672c\u4e3a\u771f\u5b9e\u56fe\u7247\u7684\u6982\u7387\u4f5c\u4e3a\u5956\u52b1\u3002\u5f53\u7b56\u7565\u7f51\u7edc\u5b66\u4e60\u6700\u5927\u5316\u5956\u52b1\u65f6\uff0c\u6211\u4eec\u540c\u65f6\u4f18\u5316\u5956\u52b1\u6a21\u578b\uff0c\u4ee5\u66f4\u597d\u5730\u533a\u5206\u771f\u5b9e\u6837\u672c\u548c\u751f\u6210\u6837\u672c\u3002\u603b\u7ed3\u6765\u770b\uff0cAdaNAT \u7684\u65b9\u6cd5\u793a\u610f\u56fe\u5982\u4e0b\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-0ad8eb24ad8c63b4947544d5f5e0f68c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-0ad8eb24ad8c63b4947544d5f5e0f68c.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 AdaNAT \u793a\u610f\u56fe<\/sup><\/em><\/p>\n<p><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/p>\n<p>\u6211\u4eec\u5728\u591a\u4e2a\u57fa\u51c6\u6570\u636e\u96c6\u4e0a\u9a8c\u8bc1\u4e86 AdaNAT \u7684\u6709\u6548\u6027\uff0c\u5305\u62ec ImageNet \u7684 class-conditional \u751f\u6210\u4ee5\u53ca MSCOCO \u548c CC3M \u6570\u636e\u96c6\u7684\u6587\u5230\u56fe\u751f\u6210\u3002<\/p>\n<p>\u5f97\u76ca\u4e8e NAT \u751f\u6210\u8303\u5f0f\u4e2d\u5e76\u884c\u89e3\u7801\u7684\u4f18\u52bf\uff0cAdaNAT \u5728 ImageNet-256 \u548c ImageNet-512 \u6570\u636e\u96c6\u4e0a\uff0c\u76f8\u8f83\u4e8e\u4e3b\u6d41\u7684\u6269\u6563\u6a21\u578b\uff0c\u5728\u4f4e\u5f00\u9500\u573a\u666f\u4e0b\uff0c\u63a8\u7406\u5f00\u9500\u81f3\u5c11\u51cf\u5c11\u4e86 2-3 \u500d\uff0c\u540c\u65f6\u751f\u6210\u6548\u679c\u66f4\u4f73:<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-9d46ca6a5d28e25b8c1a65e979f7b17f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-9d46ca6a5d28e25b8c1a65e979f7b17f.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0ImageNet-256 class-conditional \u751f\u6210\u7ed3\u679c<\/sup><\/em><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-062768536de46e4f249a9fc83948a5ab.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-062768536de46e4f249a9fc83948a5ab.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 ImageNet-512 class-conditional \u751f\u6210\u7ed3\u679c<\/sup><\/em><\/p>\n<p>\u6b64\u5916\uff0c\u5728\u6587\u5230\u56fe\u751f\u6210\u65b9\u9762\uff0cAdaNAT \u4e5f\u6709\u7740\u4e0d\u9519\u7684\u8868\u73b0\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-4112df74e4739969a42bbac15bc69dbf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-4112df74e4739969a42bbac15bc69dbf.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 MSCOCO \u6587\u5230\u56fe\u751f\u6210\u7ed3\u679c<\/sup><\/em><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-4cfed21d68959f350c3544f50f3635ac.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-4cfed21d68959f350c3544f50f3635ac.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 CC3M \u6587\u5230\u56fe\u751f\u6210\u7ed3\u679c<\/sup><\/em><\/p>\n<p>\u5728\u6a21\u578b\u7684\u4f18\u5316\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u4e5f\u80fd\u660e\u663e\u770b\u5230\u751f\u6210\u8d28\u91cf\u968f\u7740\u7b56\u7565\u7f51\u7edc\u7684\u5b66\u4e60\u800c\u63d0\u5347\uff0c\u540c\u65f6 FID \u6307\u6807\u4e5f\u6709\u76f8\u5e94\u7684\u4e0b\u964d\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-4ec9540c71eb15c15671b402a281263a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-4ec9540c71eb15c15671b402a281263a.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 AdaNAT \u7684\u4f18\u5316\u8fc7\u7a0b\u53ef\u89c6\u5316<\/sup><\/em><\/p>\n<p>\u6d88\u878d\u5b9e\u9a8c\u53d1\u73b0\uff0c\u5f15\u5165\u53ef\u5b66\u4e60\u3001\u81ea\u9002\u5e94\u7684\u7b56\u7565\u90fd\u5bf9\u63d0\u5347 NAT \u7684\u751f\u6210\u8d28\u91cf\u6709\u6240\u5e2e\u52a9\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-394849b3d5b1dfe7848364edeb40867f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-394849b3d5b1dfe7848364edeb40867f.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u6d88\u878d\u5b9e\u9a8c<\/sup><\/em><\/p>\n<p>\u6700\u540e\uff0c\u6211\u4eec\u4e5f\u53ef\u89c6\u5316\u4e86 AdaNAT \u6a21\u578b\u751f\u6210\u7684\u56fe\u7247\uff0c\u603b\u7684\u6765\u770b\uff0cAdaNAT \u7684\u751f\u6210\u6837\u672c\u540c\u65f6\u5177\u6709\u826f\u597d\u7684\u751f\u6210\u8d28\u91cf\u4e0e\u591a\u6837\u6027\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-bbc9d62be6cbebfd580da0cb037e30db.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-bbc9d62be6cbebfd580da0cb037e30db.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 AdaNAT \u751f\u6210\u7ed3\u679c\u53ef\u89c6\u5316<\/sup><\/em><\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-09-18-8\" target=\"_blank\">ECCV 2024 | \u63a2\u7d22\u79bb\u6563Token\u89c6\u89c9\u751f\u6210\u4e2d\u7684\u81ea\u9002\u5e94\u63a8\u7406\u7b56\u7565<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:ECCV 2024 | [&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":[70,73,65,67,66],"class_list":["post-35656","post","type-post","status-publish","format-standard","hentry","category-news","tag-agent","tag-73","tag-65","tag-67","tag-66"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>ECCV 2024 | \u63a2\u7d22\u79bb\u6563Token\u89c6\u89c9\u751f\u6210\u4e2d\u7684\u81ea\u9002\u5e94\u63a8\u7406\u7b56\u7565 - \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=35656\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/17aitech.com\/?p=35656\",\"url\":\"https:\/\/17aitech.com\/?p=35656\",\"name\":\"ECCV 2024 | \u63a2\u7d22\u79bb\u6563Token\u89c6\u89c9\u751f\u6210\u4e2d\u7684\u81ea\u9002\u5e94\u63a8\u7406\u7b56\u7565 - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\/\/17aitech.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/17aitech.com\/?p=35656#primaryimage\"},\"image\":{\"@id\":\"https:\/\/17aitech.com\/?p=35656#primaryimage\"},\"thumbnailUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-10dc94b8f3a3611efd8abebd05d176a5.png\",\"datePublished\":\"2024-12-28T20:00:18+00:00\",\"author\":{\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\/\/17aitech.com\/?p=35656#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/17aitech.com\/?p=35656\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/?p=35656#primaryimage\",\"url\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-10dc94b8f3a3611efd8abebd05d176a5.png\",\"contentUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-10dc94b8f3a3611efd8abebd05d176a5.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/17aitech.com\/?p=35656#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/17aitech.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"ECCV 2024 | \u63a2\u7d22\u79bb\u6563Token\u89c6\u89c9\u751f\u6210\u4e2d\u7684\u81ea\u9002\u5e94\u63a8\u7406\u7b56\u7565\"}]},{\"@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":"ECCV 2024 | \u63a2\u7d22\u79bb\u6563Token\u89c6\u89c9\u751f\u6210\u4e2d\u7684\u81ea\u9002\u5e94\u63a8\u7406\u7b56\u7565 - \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=35656","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=35656","url":"https:\/\/17aitech.com\/?p=35656","name":"ECCV 2024 | \u63a2\u7d22\u79bb\u6563Token\u89c6\u89c9\u751f\u6210\u4e2d\u7684\u81ea\u9002\u5e94\u63a8\u7406\u7b56\u7565 - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=35656#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=35656#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-10dc94b8f3a3611efd8abebd05d176a5.png","datePublished":"2024-12-28T20:00:18+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=35656#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=35656"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=35656#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-10dc94b8f3a3611efd8abebd05d176a5.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-10dc94b8f3a3611efd8abebd05d176a5.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=35656#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"ECCV 2024 | \u63a2\u7d22\u79bb\u6563Token\u89c6\u89c9\u751f\u6210\u4e2d\u7684\u81ea\u9002\u5e94\u63a8\u7406\u7b56\u7565"}]},{"@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\/35656","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=35656"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/35656\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=35656"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=35656"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=35656"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}