{"id":35636,"date":"2024-12-28T18:00:19","date_gmt":"2024-12-28T10:00:19","guid":{"rendered":"https:\/\/17aitech.com\/?p=35636"},"modified":"2024-12-28T18:00:19","modified_gmt":"2024-12-28T10:00:19","slug":"eccv-2024-%e4%b8%80%e7%9c%bc%e4%b8%b4%e6%91%b9%ef%bc%9a%e7%9e%a5%e4%b8%80%e7%9c%bc%e5%b0%b1%e8%83%bd%e6%a8%a1%e4%bb%bf%e7%ac%94%e8%bf%b9%e7%9a%84ai","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35636","title":{"rendered":"ECCV 2024 | \u4e00\u773c\u4e34\u6479\uff1a\u77a5\u4e00\u773c\u5c31\u80fd\u6a21\u4eff\u7b14\u8ff9\u7684AI"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-09-16-3\" target=\"_blank\">ECCV 2024 | \u4e00\u773c\u4e34\u6479\uff1a\u77a5\u4e00\u773c\u5c31\u80fd\u6a21\u4eff\u7b14\u8ff9\u7684AI<\/a><\/p>\n<p>\u6765\u81ea\u534e\u5357\u7406\u5de5\u5927\u5b66\u3001\u65b0\u52a0\u5761\u56fd\u7acb\u5927\u5b66\u3001\u6606\u4ed1\u4e07\u7ef4\u4ee5\u53ca\u7436\u6d32\u5b9e\u9a8c\u5ba4\u7684\u7814\u7a76\u8005\u4eec\u63d0\u51fa\u4e00\u79cd\u65b0\u7684\u98ce\u683c\u5316\u624b\u5199\u6587\u5b57\u751f\u6210\u65b9\u6cd5\uff0c\u4ec5\u9700\u63d0\u4f9b\u5355\u5f20\u53c2\u8003\u6837\u672c\u5373\u53ef\u4e34\u6479\u7528\u6237\u7684\u4e66\u5199\u98ce\u683c\uff0c\u652f\u6301\u82f1\u6587\uff0c\u4e2d\u6587\u548c\u65e5\u6587\u4e09\u79cd\u6587\u5b57\u7684\u4e34\u6479\u3002<\/p>\n<p><strong>\u4e00\u773c\u4e34\u6479 AI \u7684\u7814\u7a76\u80cc\u666f<\/strong><\/p>\n<p>\u624b\u5199\u4f53\u81ea\u52a8\u4e34\u6479\u662f\u4e00\u9879\u6709\u8da3\u7684 AI \u751f\u6210\u5f0f\u4efb\u52a1\uff0c\u7528\u6237\u53ea\u9700\u5c06\u5c11\u91cf\u4e66\u5199\u6837\u672c\u8f93\u5165\u5230\u7b14\u8ff9\u6a21\u4eff AI \u4e2d\uff0c\u5c31\u80fd\u83b7\u5f97\u4e00\u5957\u7b26\u5408\u81ea\u5df1\u4e66\u5199\u98ce\u683c\u7684\u7535\u5b50\u5b57\u4f53\u3002\u8be5\u5b57\u4f53\u53ef\u4ee5\u7528\u4e8e\u793e\u4ea4\u548c\u529e\u516c\u8f6f\u4ef6\u4e2d\uff0c\u5e2e\u52a9\u7528\u6237\u66f4\u597d\u7684\u8868\u8fbe\u4e2a\u6027\u548c\u4f20\u9012\u60c5\u611f\uff0c\u517c\u987e\u4e86\u4f20\u7edf\u624b\u5199\u7684\u4eba\u60c5\u5473\u548c\u6570\u5b57\u5316\u65f6\u4ee3\u7684\u9ad8\u6548\u8868\u8fbe\u3002<\/p>\n<p>\u5728\u53bb\u5e74\u65e9\u4e9b\u65f6\u5019\uff0c\u673a\u5668\u4e4b\u5fc3\u4e5f\u62a5\u9053\u8fc7\u4e00\u4e2aCVPR\u201923\u7b14\u8ff9\u6a21\u4eff\u7684\u5de5\u4f5c\uff0c\u540d\u4e3aDisentangling Writer and Character Styles for Handwriting Generation\u3002\u5f7c\u65f6\u7684\u7b14\u8ff9\u6a21\u4eff AI \u8fd8\u9700\u8981\u63d0\u4f9b 15 \u5f20\u6837\u672c\u4f5c\u4e3a\u98ce\u683c\u53c2\u8003\uff0c\u7528\u6237\u4f7f\u7528\u8d77\u6765\u89c9\u5f97\u7565\u663e\u7e41\u7410\u3002\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u7528\u6237\u66f4\u503e\u5411\u4e8e\u53ea\u9700\u5355\u5f20\u6837\u672c\u4f5c\u4e3a\u8f93\u5165\u7684\u7b14\u8ff9\u6a21\u4eff AI\uff0c\u56e0\u4e3a\u5176\u66f4\u52a0\u9ad8\u6548\uff0c\u4fbf\u6377\u4ee5\u53ca\u8282\u7ea6\u65f6\u95f4\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-93a26fb4f1c846363e86bdc7de4dea29.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-93a26fb4f1c846363e86bdc7de4dea29.png\"><\/a><\/p>\n<p>\u5728\u8fd9\u7bc7\u53d1\u8868\u5728 ECCV 2024 \u4e0a\u7684\u65b0\u5de5\u4f5c\u4e2d\uff0c\u7814\u7a76\u8005\u4eec\u8bbe\u8ba1\u4e86\u4e00\u79cd\u80fd\u591f\u4e00\u773c\u4e34\u6479\u7684\u624b\u5199\u6587\u5b57\u751f\u6210\u65b9\u6cd5\u3002\u8be5\u65b9\u6cd5\u4ec5\u9700\u5355\u5f20\u6837\u672c\u4f5c\u4e3a\u98ce\u683c\u8f93\u5165\uff0c\u4e3a\u7528\u6237\u5e26\u6765\u66f4\u597d\u7684\u4f7f\u7528\u4f53\u9a8c\u3002\u5728\u5177\u4f53\u4ecb\u7ecd\u8be5\u5de5\u4f5c\u4e4b\u524d\uff0c\u6211\u4eec\u53ef\u4ee5\u601d\u8003\u4e00\u4e2a\u95ee\u9898\uff1a\u76ee\u524d\u5927\u706b\u7684\u6587\u751f\u56fe\u65b9\u6cd5\u548c\u98ce\u683c\u8fc1\u79fb\u65b9\u6cd5\u662f\u5728\u6d77\u91cf\u7684\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\u7684\uff0c\u62e5\u6709\u5f3a\u5927\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u80fd\u5426\u53ef\u4ee5\u76f4\u63a5\u5b9e\u73b0\u4e00\u773c\u4e34\u6479\uff1f\u7b54\u6848\u662f\u5426\u5b9a\u7684\u3002\u7814\u7a76\u8005\u4eec\u6311\u9009\u4e86 DALL-E3, Stable Diffusion , Artbreeder , IP-Adapter \u7b49\u5de5\u4e1a\u65b9\u6cd5\u8fdb\u884c\u6d4b\u8bd5\uff0c\u5b9e\u9a8c\u663e\u793a\u73b0\u6709\u5de5\u4e1a\u65b9\u6cd5\u5728\u624b\u5199\u6587\u5b57\u7684\u98ce\u683c\u4e34\u6479 (\u58a8\u8ff9\u989c\u8272\uff0c\u503e\u659c\u7a0b\u5ea6\uff0c\u5b57\u6bcd\u95f4\u7684\u8fde\u7b14\u548c\u95f4\u9694\u7b49) \u4e0a\u79bb\u76ee\u6807\u8fd8\u6709\u8f83\u5927\u8ddd\u79bb\uff0c\u6682\u65f6\u8fd8\u65e0\u6cd5\u505a\u5230\u4e00\u773c\u4e34\u6479\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-a3dcea7cfe25706b0c408a23d8b32e60.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-a3dcea7cfe25706b0c408a23d8b32e60.png\"><\/a><\/p>\n<p>\u4e3a\u4e86\u5b9e\u73b0\u4e00\u773c\u4e34\u6479\uff0c\u7814\u7a76\u8005\u4eec\u63d0\u51fa\u4e00\u4e2a\u98ce\u683c\u5316\u7684\u624b\u5199\u6587\u5b57\u751f\u6210\u6a21\u578b (stylized handwritten text generation method)\uff0c\u8be5\u6a21\u578b\u80fd\u591f\u4ece\u5355\u5f20\u624b\u5199\u6837\u672c\u4e2d\u4e34\u6479\u51fa\u7528\u6237\u7684\u4e66\u5199\u98ce\u683c\uff0c\u8fdb\u800c\u5408\u6210\u4efb\u610f\u4e66\u5199\u5185\u5bb9\u7684\u624b\u5199\u7b14\u8ff9\u3002\u76ee\u524d\u8bba\u6587\u7684\u4ee3\u7801\u548c\u6570\u636e\u5df2\u7ecf\u5f00\u6e90\uff0c\u6b22\u8fce\u611f\u5174\u8da3\u7684\u5c0f\u4f19\u4f34\u4eec\u4e0a\u624b\u8bd5\u73a9\uff01<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-454d1b0018fbf7d2451aca41875c5c6d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-454d1b0018fbf7d2451aca41875c5c6d.png\"><\/a><\/p>\n<ul>\n<li>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2409.04004<\/li>\n<li>\u4ee3\u7801\u5f00\u6e90\uff1ahttps:\/\/github.com\/dailenson\/One-DM<\/li>\n<\/ul>\n<p><strong>\u5173\u952e\u95ee\u9898<\/strong><\/p>\n<p>\u56f4\u7ed5\u4e0a\u8ff0\u76ee\u6807\uff0c\u7814\u7a76\u8005\u4eec\u5206\u6790\u4e86\u4e24\u4e2a\u5173\u952e\u95ee\u9898\uff1a1. \u7528\u6237\u53ea\u80fd\u63d0\u4f9b\u5355\u5f20\u4e66\u5199\u6837\u672c\uff0c\u5982\u4f55\u4ece\u5355\u5f20\u53c2\u8003\u6837\u672c\u4e2d\u51c6\u786e\u5b66\u4e60\u7528\u6237\u72ec\u7279\u7684\u4e66\u5199\u98ce\u683c\u5462\uff1f\u6362\u53e5\u8bdd\u8bf4\uff0c\u4e00\u773c\u4e34\u6479\u7684\u8981\u6c42\u8fc7\u4e8e\u82db\u523b\uff0c\u4ec5\u4ec5\u4f7f\u7528\u5355\u5f20\u6837\u672c\u80fd\u5426\u4e34\u6479\u51fa\u4ee4\u4eba\u6ee1\u610f\u7684\u7528\u6237\u7b14\u8ff9\uff1f2. \u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u7528\u6237\u4e66\u5199\u7684\u7eb8\u5f20\u53ef\u80fd\u6ca1\u90a3\u4e48\u5e72\u51c0\uff0c\u63d0\u4f9b\u7684\u6837\u672c\u4e2d\u5b58\u5728\u591a\u6837\u7684\u566a\u58f0\u80cc\u666f\uff0c\u5982\u4f55\u5728\u4e34\u6479\u98ce\u683c\u7684\u8fc7\u7a0b\u4e2d\u907f\u514d\u8fd9\u4e9b\u566a\u58f0\u7684\u5e72\u6270\uff1f\u63a5\u4e0b\u6765\u8ba9\u6211\u4eec\u770b\u770b\u8fd9\u7bc7 ECCV2024 \u63d0\u51fa\u7684 One-DM\uff08One-Shot Diffusion Mimicker\uff09\u662f\u5982\u4f55\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\u7684\u5427\u3002<\/p>\n<p><strong>\u6280\u672f\u65b9\u6848<\/strong><\/p>\n<p><strong>\u7814\u7a76\u52a8\u673a<\/strong> \u7814\u7a76\u8005\u53d1\u73b0\uff0c\u7531\u4e8e\u5355\u5f20\u6837\u672c\u56fe\u50cf\u4e2d\u5b58\u5728\u80cc\u666f\u5e72\u6270\uff0c\u4e66\u5199\u98ce\u683c\u6a21\u5f0f\u5e76\u4e0d\u6e05\u6670\uff0c\u5f88\u96be\u76f4\u63a5\u4ece\u539f\u59cb\u7684\u6837\u672c\u56fe\u50cf\u4e2d\u63d0\u53d6\u51fa\u51c6\u786e\u7684\u4e66\u5199\u98ce\u683c\u3002\u4e3a\u4e86\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\uff0c\u7814\u7a76\u8005\u5bf9\u6837\u672c\u8fdb\u884c\u9ad8\u4f4e\u9891\u5206\u79bb\uff0c\u53d1\u73b0\u4e66\u5199\u6837\u672c\u7684\u9ad8\u9891\u6210\u5206\u4e2d\u5177\u6709\u6e05\u6670\u7684\u6587\u5b57\u8f6e\u5ed3\uff0c\u8574\u542b\u7740\u663e\u8457\u7684\u4e66\u5199\u98ce\u683c\u6a21\u5f0f\uff0c\u5305\u542b\u6587\u5b57\u7684\u503e\u659c\uff0c\u5b57\u6bcd\u95f4\u8ddd\u548c\u8fde\u7b14\u6a21\u5f0f\u7b49\u3002\u53d7\u542f\u53d1\u4e8e\u4e0a\u8ff0\u89c2\u5bdf\uff0cOne-DM \u65e8\u5728\u5f15\u5165\u4e2a\u4eba\u7b14\u8ff9\u7684\u9ad8\u9891\u6210\u5206\u6765\u589e\u5f3a\u7528\u6237\u4e66\u5199\u98ce\u683c\u7684\u63d0\u53d6\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-c27d3078129b06250dfb9b1b7cb43512.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-c27d3078129b06250dfb9b1b7cb43512.png\"><\/a><\/p>\n<p>\u7136\u800c\uff0c\u8fd9\u542c\u8d77\u6765\u7b80\u5355\uff0c\u5b9e\u9645\u64cd\u4f5c\u5374\u4e0d\u5bb9\u6613\u3002\u8fd9\u91cc\u6709\u4e24\u4e2a\u5c1a\u672a\u89e3\u51b3\u7684\u96be\u9898\uff1a(1) \u5c3d\u7ba1\u9ad8\u9891\u6210\u5206\u4e2d\u5b58\u5728\u66f4\u6e05\u6670\u7684\u98ce\u683c\u6a21\u5f0f\uff0c\u5982\u4f55\u51c6\u786e\u5f15\u5bfc One-DM \u4ece\u9ad8\u9891\u56fe\u50cf\u4e2d\u63d0\u53d6\u51fa\u98ce\u683c\u7279\u5f81\u800c\u4e0d\u662f\u5176\u4ed6\u7684\u7279\u5f81\u5462\uff1f(2) \u7531\u4e8e\u9ad8\u9891\u6210\u5206\u4e2d\u7f3a\u4e4f\u7b14\u8ff9\u989c\u8272\uff0c\u4ecd\u7136\u9700\u8981\u4ece\u539f\u59cb\u6837\u672c\u4e2d\u63d0\u53d6\u98ce\u683c\u6a21\u5f0f\u4f5c\u4e3a\u8865\u5145\uff0c\u8fd9\u5bfc\u81f4\u6700\u7ec8\u63d0\u53d6\u51fa\u7684\u98ce\u683c\u7279\u5f81\u4f9d\u7136\u4fdd\u7559\u4e86\u6837\u672c\u7684\u80cc\u666f\u566a\u58f0\uff0c\u4ece\u800c\u5bf9\u540e\u7eed\u7684\u6587\u5b57\u5408\u6210\u8fc7\u7a0b\u4ea7\u751f\u4e0d\u5229\u5f71\u54cd\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u96be\u9898\uff0cOne-DM \u63d0\u51fa\u4e86\u4e24\u4e2a\u89e3\u51b3\u7b56\u7565\uff1a\uff08a\uff09\u62c9\u666e\u62c9\u65af\u98ce\u683c\u589e\u5f3a\u6a21\u5757\uff0c\uff08b\uff09\u81ea\u9002\u5e94\u8fc7\u6ee4\u566a\u58f0\u7684\u95e8\u63a7\u673a\u5236\u3002<\/p>\n<p><strong>\u65b9\u6cd5\u6846\u67b6<\/strong> One-DM \u7684\u6574\u4f53\u6846\u67b6\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u5305\u542b\u9ad8\u9891\u98ce\u683c\u7f16\u7801\u5668\u3001\u7a7a\u57df\u98ce\u683c\u7f16\u7801\u5668\u3001\u5185\u5bb9\u7f16\u7801\u5668\u3001\u98ce\u683c &#8211; \u5185\u5bb9\u878d\u5408\u6a21\u5757\u548c\u6269\u6563\u751f\u6210\u6a21\u5757\u3002\u9996\u5148\uff0cOne-DM \u5229\u7528\u9ad8\u901a\u6ee4\u6ce2\u5668\u4ece\u539f\u59cb\u98ce\u683c\u53c2\u8003\u56fe\u50cf\u4e2d\u63d0\u53d6\u9ad8\u9891\u6210\u5206\uff0c\u5176\u6b21\u5c06\u9ad8\u9891\u548c\u539f\u59cb\u56fe\u50cf\u5e76\u884c\u8f93\u5165\u5230\u9ad8\u9891\u548c\u7a7a\u57df\u98ce\u683c\u7f16\u7801\u5668\u4e2d\uff0c\u5206\u522b\u83b7\u5f97\u9ad8\u9891\u548c\u7a7a\u57df\u98ce\u683c\u7279\u5f81\u3002\u7136\u540e\uff0c\u5229\u7528\u95e8\u63a7\u673a\u5236\u6765\u81ea\u9002\u5e94\u8fc7\u6ee4\u7a7a\u57df\u98ce\u683c\u7279\u5f81\u4e2d\u7684\u80cc\u666f\u566a\u58f0\u3002\u63a5\u7740\u5c06\u5185\u5bb9\u7f16\u7801\u5668\u63d0\u53d6\u7684\u5185\u5bb9\u7279\u5f81\uff0c\u9ad8\u9891\u98ce\u683c\u7279\u5f81\u548c\u8fc7\u6ee4\u540e\u7684\u7a7a\u57df\u98ce\u683c\u7279\u5f81\u9001\u5165\u98ce\u683c &#8211; \u5185\u5bb9\u878d\u5408\u6a21\u5757\u4e2d\u83b7\u5f97\u5408\u5e76\u540e\u7684\u6761\u4ef6\u8f93\u5165\u3002\u6700\u540e\uff0c\u5229\u7528\u8be5\u6761\u4ef6\u8f93\u5165\u5f15\u5bfc\u6269\u6563\u6a21\u578b\u5408\u6210\u6ee1\u8db3\u671f\u671b\u98ce\u683c\u548c\u76ee\u6807\u5185\u5bb9\u7684\u624b\u5199\u6587\u5b57\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-ee959b776f675c8514e3fcf6b3af63d5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-ee959b776f675c8514e3fcf6b3af63d5.png\"><\/a><\/p>\n<p>(a) <strong>\u62c9\u666e\u62c9\u65af\u98ce\u683c\u589e\u5f3a\u6a21\u5757<\/strong> One-DM \u63d0\u51fa\u62c9\u666e\u62c9\u65af\u98ce\u683c\u589e\u5f3a\u6a21\u5757\u6765\u4ece\u5355\u5f20\u4e66\u5199\u6837\u672c\u4e2d\u9ad8\u6548\u63d0\u53d6\u7528\u6237\u7684\u4e66\u5199\u98ce\u683c\u3002\u9996\u5148\u5229\u7528\u62c9\u666e\u62c9\u65af\u7b97\u5b50\u83b7\u53d6\u539f\u59cb\u6837\u672c\u7684\u9ad8\u9891\u6210\u5206\u3002\u76f8\u6bd4\u5176\u4ed6\u7b97\u5b50\uff0c\u4f8b\u5982\uff1a\u5085\u91cc\u53f6\u7b97\u5b50\uff0c\u7d22\u8d1d\u5c14\u7b97\u5b50\u548c\u5c0f\u6ce2\u7b97\u5b50\uff0c\u62c9\u666e\u62c9\u65af\u7b97\u5b50\u7684\u4f18\u52bf\u5728\u4e8e\u80fd\u591f\u63d0\u53d6\u66f4\u52a0\u6e05\u6670\u7684\u5b57\u7b26\u98ce\u683c\u6a21\u5f0f\u3002\u968f\u540e\uff0c\u5728\u62c9\u666e\u62c9\u65af\u5bf9\u6bd4\u5b66\u4e60\u635f\u5931\u51fd\u6570\uff08LapNCE\uff09\u7684\u5f15\u5bfc\u4e0b\uff0c\u9ad8\u9891\u98ce\u683c\u7f16\u7801\u5668\u4ece\u9ad8\u9891\u6210\u5206\u4e2d\u63d0\u53d6\u51fa\u5224\u522b\u6027\u5f3a\u7684\u98ce\u683c\u6a21\u5f0f\uff0c\u7528\u4e8e\u4fc3\u8fdb\u624b\u5199\u6587\u672c\u5408\u6210\u7684\u771f\u5b9e\u6027\u548c\u591a\u6837\u6027\u3002LapNCE \u548c\u9ad8\u9891\u6210\u5206\u662f\u4e0d\u53ef\u5206\u5272\u7684\u6574\u4f53\uff0c\u4e0e\u5176\u4ed6\u76f4\u63a5\u4f5c\u7528\u4e8e\u56fe\u50cf\u4e0a\u7684\u5bf9\u6bd4\u5b66\u4e60\u635f\u5931\u51fd\u6570\u4e0d\u540c\uff0cLapNCE \u53ea\u6709\u4f5c\u7528\u5728\u9ad8\u9891\u6210\u5206\u4e0a\u624d\u80fd\u51c6\u786e\u5f15\u5bfc\u98ce\u683c\u7684\u63d0\u53d6\u3002<\/p>\n<p>(b) <strong>\u81ea\u9002\u5e94\u95e8\u63a7\u673a\u5236<\/strong> \u4e3a\u4e86\u8fc7\u6ee4\u7a7a\u57df\u98ce\u683c\u7279\u5f81\u4e2d\u5b58\u5728\u7684\u566a\u58f0\u4fe1\u606f\uff0cOne-DM \u63d0\u51fa\u81ea\u9002\u5e94\u95e8\u63a7\u673a\u5236\u3002\u95e8\u63a7\u673a\u5236\u4e2d\u5b58\u5728\u591a\u4e2a\u53ef\u5b66\u4e60\u7684\u95e8\u63a7\u5355\u5143<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-1a1a7a173f64e221524d7cab86c819cd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-1a1a7a173f64e221524d7cab86c819cd.png\"><\/a>\uff0c\u5176\u6570\u91cf\u4e0e\u7a7a\u57df\u98ce\u683c\u7279\u5f81<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-df5dad570d0178a3ec4717da2d745cbc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-df5dad570d0178a3ec4717da2d745cbc.png\"><\/a>\u7684\u957f\u5ea6\u76f8\u540c\u3002\u95e8\u63a7\u5355\u5143W\u7684\u503c\u4f1a\u968f\u7740<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-b8dd0467e6c85c2f0b7f159a0be9d940.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-b8dd0467e6c85c2f0b7f159a0be9d940.png\"><\/a>\u7684\u6539\u53d8\u800c\u81ea\u9002\u5e94\u53d8\u5316\uff0c\u6bcf\u4e2a\u95e8\u63a7\u5355\u5143<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-3b8ec58c62eb947e59c1053d46ab0399.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-3b8ec58c62eb947e59c1053d46ab0399.png\"><\/a>\u51b3\u5b9a\u4e86\u5bf9\u5e94\u4f4d\u7f6e<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-d0b69d9b25d86908e07f43a55c4ceb09.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-d0b69d9b25d86908e07f43a55c4ceb09.png\"><\/a>\u7684\u901a\u8fc7\u7387\uff0c\u4f7f\u5f97<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-97e342a23e3c72ead7ef1aa2715d4154.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-97e342a23e3c72ead7ef1aa2715d4154.png\"><\/a>\u8f83\u5927\u7684\u4f4d\u7f6e\u901a\u8fc7\u7387\u8d8a\u9ad8\u3002\u8be5\u673a\u5236\u80fd\u591f\u4ece<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-52be2bb11d4fc00ea96d0114cffe6a57.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-52be2bb11d4fc00ea96d0114cffe6a57.png\"><\/a>\u83b7\u53d6\u6709\u610f\u4e49\u7684\u98ce\u683c\u4fe1\u606f<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-d55b41f0e44911af8a156e08c96bc6e6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-d55b41f0e44911af8a156e08c96bc6e6.png\"><\/a>\uff0c\u540c\u65f6\u6291\u5236\u591a\u4f59\u7684\u80cc\u666f\u566a\u58f0\uff0c\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-0e99bf6a364acb3caef11472eb4859fc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-0e99bf6a364acb3caef11472eb4859fc.png\"><\/a>\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-e4f14a156ad65c951c871568f3e5b0f5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-e4f14a156ad65c951c871568f3e5b0f5.png\"><\/a><\/p>\n<p>(c) <strong>\u98ce\u683c &#8211; \u5185\u5bb9\u7684\u878d\u5408\u6478\u5757<\/strong> \u83b7\u53d6\u4e86\u9ad8\u9891\u548c\u7a7a\u57df\u98ce\u683c\u7279\u5f81\u540e\uff0c\u5982\u4f55\u5c06\u98ce\u683c\u4fe1\u606f\u548c\u5185\u5bb9\u7f16\u7801\u5668\u63d0\u53d6\u51fa\u7684\u5185\u5bb9\u4fe1\u606f\u6ce8\u5165\u5230\u6269\u6563\u6a21\u578b\u4e2d\uff0c\u5f15\u5bfc\u540e\u7eed\u7684\u6587\u5b57\u751f\u6210\u8fc7\u7a0b\u5462\uff1fOne-DM \u63d0\u51fa\u5148\u5c06\u5185\u5bb9\u4fe1\u606f\u548c\u98ce\u683c\u4fe1\u606f\u878d\u5408\u540e\u518d\u8fdb\u884c\u6ce8\u5165\u6269\u6563\u6a21\u578b\uff0c\u800c\u4e0d\u662f\u5206\u5f00\u6ce8\u5165\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6240\u63d0\u51fa\u7684\u98ce\u683c &#8211; \u5185\u5bb9\u878d\u5408\u6a21\u5757\u5305\u542b\u4e24\u4e2a attention \u673a\u5236\u3002\u9996\u5148\uff0c\u5185\u5bb9\u4fe1\u606fE\u4f5c\u4e3a query \u5411\u91cf\uff0c\u5408\u5e76\u540e\u7684\u98ce\u683c\u4fe1\u606f\u4f5c\u4e3a key &amp; value \u5411\u91cf\uff0c\u5728\u4ea4\u53c9\u6ce8\u610f\u529b\u673a\u5236\u4e2d\uff0cE\u52a8\u6001\u67e5\u8be2\u98ce\u683c\u4fe1\u606f\u4e2d\u4e0e\u81ea\u8eab\u6700\u76f8\u5173\u7684\u98ce\u683c\u7279\u5f81\u3002\u7136\u540e\uff0c\u5c06\u67e5\u8be2\u51fa\u7684\u98ce\u683c\u7279\u5f81\u548c\u5185\u5bb9\u4fe1\u606f\u5408\u5e76\uff0c\u9001\u5165\u81ea\u6ce8\u610f\u529b\u673a\u5236\u4e2d\u5b8c\u6210\u8fdb\u4e00\u6b65\u7684\u4fe1\u606f\u878d\u5408\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-e81b4a0ca4261cc65c047d90ef5ade87.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-e81b4a0ca4261cc65c047d90ef5ade87.png\"><\/a><\/p>\n<p><strong>\u5b9e\u9a8c\u8bc4\u4f30<\/strong><\/p>\n<p><strong>\u5b9a\u91cf\u8bc4\u4ef7<\/strong> One-DM \u5728\u591a\u4e2a\u82f1\u6587\u3001\u4e2d\u6587\u548c\u65e5\u6587\u6570\u636e\u96c6\u4e0a\u90fd\u53d6\u5f97\u4e86\u6700\u4f18\u5f02\u7684\u4e34\u6479\u6027\u80fd\u3002\u5c24\u5176\u5f3a\u8c03\u7684\u662f\uff0c\u4ec5\u9700\u4e00\u5f20\u53c2\u8003\u6837\u672c\u7684 One-DM \u8d85\u8fc7\u4e86\u4e4b\u524d\u4f9d\u8d56\u5341\u51e0\u5f20\u53c2\u8003\u6837\u672c\u7684 SOTA \u65b9\u6cd5 (HWT \u548c VATr)\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-f9b57c832819a084683d07e08b196b30.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-f9b57c832819a084683d07e08b196b30.png\"><\/a><\/p>\n<p><strong>\u5b9a\u6027\u8bc4\u4ef7<\/strong> \u5728\u82f1\u6587\u6587\u672c\u751f\u6210\u4efb\u52a1\u4e0a\uff0c\u76f8\u6bd4\u4ee5\u524d\u7684 SOTA \u65b9\u6cd5\uff0cOne-DM \u751f\u6210\u7684\u7ed3\u679c\u53ef\u4ee5\u66f4\u597d\u7684\u4e34\u6479\u51fa\u53c2\u8003\u6837\u672c\u7684\u58a8\u8ff9\u3001\u5b57\u7b26\u95f4\u9694\u548c\u7b14\u753b\u7c97\u7ec6\u7b49\u98ce\u683c\u7279\u5f81\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-9ec7c178bc3609759859cdfd70deeff6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-9ec7c178bc3609759859cdfd70deeff6.png\"><\/a><\/p>\n<p>\u5728\u5176\u4ed6\u8bed\u8a00\u4e0a One-DM \u4e5f\u8868\u73b0\u826f\u597d\u3002\u4ece\u4e0b\u56fe\u4e2d\u53ef\u4ee5\u770b\u51fa\uff0cDiffusion-based (One-DM \u548c WordStylist) \u7684\u65b9\u6cd5\u5728\u751f\u6210\u4e2d\u6587\u548c\u65e5\u6587\u7b49\u5b57\u7b26\u7ed3\u6784\u590d\u6742\u7684\u6587\u672c\u65f6\uff0c\u663e\u8457\u4f18\u4e8e GAN-based (GANwriting\uff0cHWT \u548c VATr) \u65b9\u6cd5\u3002\u800c\u76f8\u6bd4\u540c\u4e3a Diffusion-based \u7684 WordStylist\uff0cOne-DM \u5728\u5b57\u7b26\u7ec6\u8282\u4e0a\u66f4\u80dc\u4e00\u7b79\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-d44b1a8908dca78c3fb450e03337eb27.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-d44b1a8908dca78c3fb450e03337eb27.png\"><\/a><\/p>\n<p>\u4e0e\u5de5\u4e1a\u65b9\u6cd5\u5bf9\u6bd4\uff0cOne-DM \u4e5f\u6709\u8f83\u5927\u4f18\u52bf\u3002\u5728\u82f1\u6587\u6587\u672c\u5408\u6210\u4efb\u52a1\u4e0a\uff0cOne-DM \u7684\u6587\u672c\u5185\u5bb9\u51c6\u786e\u5ea6\u548c\u98ce\u683c\u4e34\u6479\u4e0a\u90fd\u663e\u8457\u4f18\u4e8e\u73b0\u6709\u7684\u4e3b\u6d41\u5de5\u4e1a\u65b9\u6cd5\u3002\u5176\u4e2d\uff0cDALL-E3 \u8ddf Stable Diffusion \u8868\u73b0\u7a0d\u597d\uff0c\u53ef\u4ee5\u5408\u6210\u6b63\u786e\u7684\u6587\u672c\u5185\u5bb9\uff0c\u4f46\u662f\u5728\u98ce\u683c\u4e34\u6479\u4e0a\u6548\u679c\u4e0d\u4f73\uff0c\u5e76\u4e14 Stable Diffusion \u5bb9\u6613\u751f\u6210\u591a\u4f59\u7684\u80cc\u666f\u3002\u800c\u4e2d\u6587\u6587\u672c\u5408\u6210\u4efb\u52a1\u4e0a\uff0cOne-DM \u5728\u5b57\u7b26\u7684\u58a8\u8ff9\u548c\u5b57\u7b26\u7ec6\u8282\u4e0a\u4e0e\u76ee\u6807\u98ce\u683c\u66f4\u63a5\u8fd1\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-fbc316cd602e526448d8f726e8e10c77.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-fbc316cd602e526448d8f726e8e10c77.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-4fa48b4bb4ce565289575b8108334f1d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-4fa48b4bb4ce565289575b8108334f1d.png\"><\/a><\/p>\n<p><strong>\u6d88\u878d\u5b9e\u9a8c<\/strong><\/p>\n<p><strong>\u6838\u5fc3\u6a21\u5757\u5bf9\u7b97\u6cd5\u6027\u80fd\u7684\u5f71\u54cd<\/strong> \u5982\u4e0b\u8868\u6240\u793a\uff0c\u672c\u6587\u63d0\u51fa\u7684\u62c9\u666e\u62c9\u65af\u98ce\u683c\u589e\u5f3a\u6a21\u5757\u548c\u95e8\u63a7\u673a\u5236\u5177\u6709\u534f\u540c\u4f5c\u7528\uff0c\u6709\u6548\u63d0\u5347\u4e86\u5bf9\u7528\u6237\u7b14\u8ff9\u7684\u4e34\u6479\u6027\u80fd\u3002\u6b64\u5916\uff0c\u5b9e\u9a8c\u4e5f\u8bc1\u660e\u4e86\u62c9\u666e\u62c9\u65af\u7b97\u5b50\u6bd4\u5176\u4ed6\u7b97\u5b50\u63d0\u53d6\u7684\u98ce\u683c\u6a21\u5f0f\u66f4\u52a0\u6e05\u6670\uff0c\u6709\u52a9\u4e8e\u63d0\u5347\u6587\u5b57\u5408\u6210\u6027\u80fd\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-8c2dd0a171d50daa604bcec633e24cba.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-8c2dd0a171d50daa604bcec633e24cba.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-ed484179540a4049fbe18c7f36ef2978.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-ed484179540a4049fbe18c7f36ef2978.png\"><\/a><\/p>\n<p><strong>\u62c9\u666e\u62c9\u65af\u98ce\u683c\u589e\u5f3a\u6a21\u5757\u7684\u5206\u6790<\/strong> \u5b9e\u9a8c\u9a8c\u8bc1\u4e86\u9ad8\u9891\u6210\u5206\u548c\u62c9\u666e\u62c9\u65af\u5bf9\u6bd4\u5b66\u4e60 (LapNCE) \u662f\u4e0d\u53ef\u5206\u5272\u7684\u6574\u4f53\uff1a\u5355\u72ec\u4f7f\u7528\u4f1a\u5bfc\u81f4 One-DM \u6027\u80fd\u663e\u8457\u4e0b\u964d\uff0c\u8054\u5408\u4f7f\u7528\u4e8c\u8005\u624d\u80fd\u6700\u5927\u7a0b\u5ea6\u4e0a\u63d0\u5347\u6027\u80fd\u3002\u539f\u56e0\u5728\u4e8e\uff0c\u6ca1\u6709 LapNCE \u7684\u5f15\u5bfc\uff0cOne-DM \u5f88\u96be\u4ece\u9ad8\u9891\u6210\u5206\u4e2d\u51c6\u786e\u63d0\u53d6\u98ce\u683c\u6a21\u5f0f\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u7531\u4e8e\u539f\u56fe\u4e2d\u7684\u98ce\u683c\u6a21\u5f0f\u5e76\u4e0d\u6e05\u6670\uff0c\u76f4\u63a5\u5c06 LapNCE \u5e94\u7528\u5728\u539f\u56fe\u4e0a\u4e5f\u5f88\u96be\u63d0\u53d6\u5230\u7406\u60f3\u7684\u98ce\u683c\u6a21\u5f0f\u3002<\/p>\n<p><strong>\u4e00\u773c\u4e34\u6479\u7684\u6df1\u5165\u5206\u6790<\/strong> \u4e3a\u4ec0\u4e48\u4ec5\u9700\u5355\u5f20\u6837\u672c\u7684 One-DM \u53ef\u4ee5\u8d85\u8d8a\u9700\u8981 10 \u51e0\u5f20\u6837\u672c\u7684 SOTA \u65b9\u6cd5\u5462\uff1f\u672c\u6587\u7ed9\u51fa\u4e86\u6f5c\u5728\u7684\u5206\u6790\uff1a\u9996\u5148\uff0cOne-DM \u5b66\u4e60\u5230\u4e86\u6709\u610f\u4e49\u7684\u98ce\u683c\u7279\u5f81\u7a7a\u95f4\uff0c\u53ef\u4ee5\u6839\u636e\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u89c1\u8fc7\u7684\u98ce\u683c\u7075\u6d3b\u521b\u9020\u65b0\u7684\u4e66\u5199\u98ce\u683c\u800c\u4e0d\u662f\u673a\u68b0\u7684\u8bb0\u5fc6\u8bad\u7ec3\u96c6\u4e2d\u7684\u5df2\u6709\u98ce\u683c\uff0c\u5982\u4e0b\u56fe\u6240\u793a\u3002\u7136\u540e\uff0c\u501f\u52a9\u62c9\u666e\u62c9\u65af\u98ce\u683c\u589e\u5f3a\u6a21\u5757\uff0cOne-DM \u53ef\u4ee5\u4ece\u7528\u6237\u63d0\u4f9b\u7684\u53c2\u8003\u6837\u672c\u4e2d\u51c6\u786e\u63d0\u53d6\u51fa\u4e66\u5199\u98ce\u683c\u7279\u5f81\uff0c\u5e76\u5c06\u5176\u6620\u5c04\u5230\u7279\u5f81\u7a7a\u95f4\u4e2d\u4e0e\u7528\u6237\u76f8\u8fd1\u7684\u4f4d\u7f6e\uff0c\u4ece\u800c\u4ea7\u751f\u9ad8\u8d28\u91cf\u7684\u98ce\u683c\u5316\u624b\u5199\u6587\u672c\u56fe\u50cf\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-ec42a9490c8414cb673234a9dc87d301.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-ec42a9490c8414cb673234a9dc87d301.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-5db880a733dab16b66bf50735f6b60fc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-5db880a733dab16b66bf50735f6b60fc.png\"><\/a><\/p>\n<p><strong>One-DM \u5728\u4e2d\u6587\u548c\u65e5\u6587\u5b9e\u9a8c\u4e0a\u7684\u6df1\u5165\u5206\u6790<\/strong> \u4e3a\u4ec0\u4e48 One-DM \u5728\u4e2d\u6587\u548c\u65e5\u6587\u5b9e\u9a8c\u4e0a\u8fdc\u8d85 GAN-based \u7684\u65b9\u6cd5\uff1f\u672c\u6587\u5bf9\u6b64\u505a\u4e86\u8fdb\u4e00\u6b65\u63a2\u7a76\u3002\u4f5c\u8005\u8ba4\u4e3a\uff0cGAN-based \u65b9\u6cd5\u5728\u8f83\u4f4e\u6027\u80fd\u53ef\u80fd\u6e90\u4e8e\u5176\u57fa\u7840\u5377\u79ef\u67b6\u6784\u96be\u4ee5\u5904\u7406\u8fd9\u4e9b\u5b57\u7b26\u7684\u590d\u6742\u51e0\u4f55\u7ed3\u6784\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cOne-DM \u4f5c\u4e3a Diffusion-based \u65b9\u6cd5\uff0c\u5c06\u4e2d\u6587\u548c\u65e5\u6587\u7b49\u590d\u6742\u5b57\u7b26\u7684\u751f\u6210\u8fc7\u7a0b\u5206\u89e3\u4e3a\u66f4\u7b80\u5355\u7684\u6b65\u9aa4\u3002\u5982\u4e0a\u56fe\u6240\u793a\uff0c\u5728\u6269\u6563\u751f\u6210\u8fc7\u7a0b\u7684\u65e9\u671f\u9636\u6bb5\uff0cOne-DM 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[&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 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