{"id":2074,"date":"2024-12-15T22:08:48","date_gmt":"2024-12-15T14:08:48","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=2074"},"modified":"2024-12-15T22:08:48","modified_gmt":"2024-12-15T14:08:48","slug":"202412-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-conceptlabcreative-concept-generation-using-vlm-guided-diffusion-prior-constraints","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202412-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-conceptlabcreative-concept-generation-using-vlm-guided-diffusion-prior-constraints\/","title":{"rendered":"202412 \u8bba\u6587\u7814\u8bfb\u2013ConceptLab:Creative Concept Generation using VLM-Guided Diffusion Prior Constraints"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1a\u00a0<a href=\"https:\/\/dl.acm.org\/doi\/abs\/10.1145\/3659578#\">Elad\u00a0Richardson<\/a>,\u00a0<a href=\"https:\/\/dl.acm.org\/doi\/abs\/10.1145\/3659578#\">Kfir\u00a0Goldberg<\/a>,\u00a0<a href=\"https:\/\/dl.acm.org\/doi\/abs\/10.1145\/3659578#\">Yuval\u00a0Alaluf<\/a>,\u00a0<a href=\"https:\/\/dl.acm.org\/doi\/abs\/10.1145\/3659578#\">Daniel\u00a0Cohen-Or<\/a><a href=\"https:\/\/dl.acm.org\/doi\/abs\/10.1145\/3659578#tab-contributors\">Authors Info &amp; Claims<\/a><\/p>\n\n\n\n<p>\u671f\u520a\uff1a<a href=\"https:\/\/dl.acm.org\/toc\/tog\/2024\/43\/3\">ACM Transactions on Graphics,\u00a0Volume\u00a043,\u00a0Issue\u00a03<\/a><\/p>\n\n\n\n<p>\u65f6\u95f4\uff1a25 June 2024<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong><strong>\u4e00\u3001\u7814\u7a76\u80cc\u666f<\/strong><\/strong><\/h2>\n\n\n\n<p>\u8ba1\u7b97\u673a\u56fe\u5f62\u5b66\u4e2d\u5bf9\u521b\u9020\u6027\u751f\u6210\u7684\u8ffd\u6c42\u5f15\u53d1\u4e86\u5bf9\u8ba1\u7b97\u521b\u9020\u6027\u7684\u7814\u7a76\uff0c\u5176\u4e2d\u6d89\u53ca\u6a21\u62df\u521b\u9020\u6027\u884c\u4e3a\u6216\u8bd5\u56fe\u63d0\u9ad8\u548c\u589e\u5f3a\u4eba\u7c7b\u521b\u9020\u6027\u8fc7\u7a0b\u7684\u7b97\u6cd5\u3002\u5f97\u76ca\u4e8e\u5f3a\u5927\u7684\u6587\u672c\u5230\u56fe\u50cf\u751f\u6210\u6a21\u578b\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u6211\u4eec\u73b0\u5728\u62e5\u6709\u4e86\u524d\u6240\u672a\u6709\u7684\u80fd\u529b\uff0c\u53ef\u4ee5\u5c06\u8bed\u8a00\u8f6c\u5316\u4e3a\u4ee4\u4eba\u96be\u4ee5\u7f6e\u4fe1\u7684\u591a\u6837\u5316\u56fe\u50cf\uff0c\u4e3a\u751f\u6210\u521b\u610f\u5185\u5bb9\u5f00\u8f9f\u4e86\u65b0\u7684\u53ef\u80fd\u6027\u3002\u5728\u8fd9\u4e9b\u6a21\u578b\u7684\u57fa\u7840\u4e0a\uff0c\u6700\u8fd1\u7684\u4e2a\u6027\u5316\u6280\u672f\u4e5f\u4f7f\u6211\u4eec\u80fd\u591f\u521b\u5efa\u4e2a\u6027\u5316\u6982\u5ff5\u5e76\u5c06\u5176\u7eb3\u5165\u751f\u6210\u8fc7\u7a0b\u3002\u800c\u6211\u4eec\u80fd\u5426\u5229\u7528\u8fd9\u4e9b\u529f\u80fd\u5f3a\u5927\u7684\u6a21\u578b\u6765\u751f\u6210\u4e00\u4e2a\u6a21\u578b\u6ca1\u6709\u660e\u786e\u63cf\u8ff0\u7684\u65b0\u9896\u7684\u521b\u9020\u6027\u6982\u5ff5\uff1f<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e8c\u3001\u6838\u5fc3\u5185\u5bb9<\/strong><\/h2>\n\n\n\n<p>\u5728\u672c\u6587\u4e2d\uff0c\u4f5c\u8005\u5229\u7528\u6269\u6563\u6a21\u578b\u6765\u89e3\u51b3\u4ece\u6587\u672c\u5230\u56fe\u50cf\u7684\u521b\u610f\u751f\u6210\u4efb\u52a1\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u4f5c\u8005\u8bd5\u56fe\u5728\u4e00\u4e2a\u7ed9\u5b9a\u7684\u5927\u7c7b\u522b\u4e2d\u751f\u6210\u65b0\u9896\u800c\u6709\u521b\u610f\u7684\u6210\u5458\u3002<\/p>\n\n\n\n<p>\u4f5c\u8005\u5728\u9884\u8bad\u7ec3\u751f\u6210\u6a21\u578b\u7684\u6587\u672c\u7f16\u7801\u5668\u4e2d\u5c06\u65b0\u6982\u5ff5\u8868\u793a\u4e3a\u4e00\u4e2a\u6807\u8bb0\uff0c\u540c\u65f6\u6c42\u52a9\u4e8e CLIP \u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u6765\u5e2e\u52a9\u6307\u5bfc\u4f18\u5316\u8fc7\u7a0b\uff0c\u518d\u5c06\u7ea6\u675f\u6761\u4ef6\u5206\u4e3a\u6b63\u7ea6\u675f\u6761\u4ef6\u548c\u8d1f\u7ea6\u675f\u6761\u4ef6\u3002 \u5f15\u5165\u79ef\u6781\u7ea6\u675f\u662f\u4e3a\u4e86\u9f13\u52b1\u751f\u6210\u4ecd\u7136\u7b26\u5408\u5927\u7c7b\u7684\u56fe\u50cf\u3002\u76f8\u53cd\uff0c\u8d1f\u9762\u7ea6\u675f\u5219\u4ee3\u8868\u4e86\u6211\u4eec\u5e0c\u671b\u6446\u8131\u7684\u7c7b\u522b\u4e2d\u7684\u73b0\u6709\u6210\u5458\u3002<\/p>\n\n\n\n<p>\u540c\u65f6\u5229\u7528\u95ee\u9898\u89e3\u7b54\u6a21\u578b\u6765\u8fed\u4ee3\u5efa\u8bae\u66f4\u591a\u7684\u7c7b\u522b\u6210\u5458\uff0c\u5c06\u4f18\u5316\u95ee\u9898\u5212\u5206\u4e3a\u82e5\u5e72\u90e8\u5206\uff0c\u5728\u6bcf\u4e2a\u5206\u6bb5\u4e4b\u540e\uff0c\u4f7f\u7528\u5f53\u524d\u7684\u6982\u5ff5\u6807\u8bb0\u751f\u6210\u4e00\u5e45\u56fe\u50cf\uff0c\u7136\u540e\u67e5\u8be2\u95ee\u7b54\u6a21\u578b\uff0c\u4ee5\u6587\u5b57\u63cf\u8ff0\u56fe\u50cf\u4e2d\u63cf\u7ed8\u7684\u662f\u7ed9\u5b9a\u7c7b\u522b\u4e2d\u7684\u54ea\u4e00\u4e2a\u6210\u5458\u3002\u901a\u8fc7\u8fd9\u79cd\u6280\u672f\uff0c\u53ef\u4ee5\u5c06\u5f53\u524d\u6982\u5ff5 \u201c\u6295\u5c04 \u201d\u5230\u73b0\u6709\u7c7b\u522b\u6210\u5458\u7684\u7a7a\u95f4\u4e2d\uff0c\u56e0\u4e3a\u6bcf\u4e2a\u6210\u5458\u90fd\u5df2\u7ecf\u6709\u4e86\u63cf\u8ff0\u5b83\u7684\u552f\u4e00\u5355\u8bcd\u3002\u7136\u540e\uff0c\u65b0\u8bcd\u5c06\u88ab\u6dfb\u52a0\u5230\u8d1f\u9762\u7ea6\u675f\u96c6\u4e2d\uff0c\u8fd9\u6837\u80fd\u591f\u9010\u6e10\u6446\u8131\u4e0d\u65ad\u589e\u957f\u7684\u7c7b\u522b\u6210\u5458\u96c6\uff0c\u4ece\u800c\u4ea7\u751f\u66f4\u5177\u521b\u9020\u6027\u7684\u4e16\u4ee3\u3002 \u6700\u540e\uff0c\u4f5c\u8005\u5c55\u793a\u4e86\u6240\u63d0\u51fa\u7684\u5148\u9a8c\u7ea6\u675f\u4e5f\u53ef\u7528\u4e8e\u6df7\u5408\u5df2\u751f\u6210\u7684\u6982\u5ff5\uff0c\u5e76\u901a\u8fc7\u4f7f\u7528\u4e00\u7ec4\u4ece\u5df2\u751f\u6210\u6982\u5ff5\u4e2d\u884d\u751f\u51fa\u6765\u7684\u6b63\u5411\u7ea6\u675f\u6765\u521b\u5efa\u65b0\u7684\u6df7\u5408\u4f53\u3002\u8fd9\u6837\u5c31\u53ef\u4ee5\u6269\u5c55\u548c\u53d1\u5c55\u65b0\u751f\u6210\u7684\u6982\u5ff5\u3002\u901a\u8fc7\u5b9a\u91cf\u548c\u5b9a\u6027\u8bc4\u4f30\uff0c\u4f5c\u8005\u5c55\u793a\u4e86\u5148\u9a8c\u7ea6\u675f\u548c\u8fed\u4ee3\u4f18\u5316\u65b9\u6848\u7684\u7075\u6d3b\u6027\uff0c\u663e\u793a\u4e86\u5176\u5728\u521b\u9020\u6027\u751f\u6210\u65b9\u9762\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e09\u3001\u7b97\u6cd5\u63d0\u51fa<\/strong><\/h2>\n\n\n\n<p>\u4e0e \u201c\u6587\u672c\u53cd\u8f6c\u201d\u7c7b\u4f3c\uff0c\u4f5c\u8005\u901a\u8fc7\u4f18\u5316\u4e00\u4e2a\u65b0\u7684\u5d4c\u5165\u5411\u91cf v\u2217 \u6765\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\uff0c\u8be5\u5411\u91cf\u4ee3\u8868\u4f5c\u8005\u5728\u9884\u8bad\u7ec3\u7684\u6587\u672c\u5230\u56fe\u50cf\u6a21\u578b\u7684\u6587\u672c\u6761\u4ef6\u7a7a\u95f4\u4e2d\u7684\u65b0\u6982\u5ff5\u3002\u5bf9\u5b66\u4e60\u5230\u7684\u8868\u5f81\u65bd\u52a0\u4e00\u7cfb\u5217\u7ea6\u675f\uff0c\u5176\u4e2d\u5d4c\u5165 v\u2217 \u88ab\u4f18\u5316\u4e3a\u4e0e\u7ed9\u5b9a\u7684\u5927\u7c7b\u522b\u76f8\u4f3c\uff0c\u540c\u65f6\u53c8\u4e0e\u8be5\u7c7b\u522b\u7684\u73b0\u6709\u6210\u5458\u4e0d\u540c\u3002\u9009\u62e9\u4f7f\u7528\u4e00\u7ec4 \u201c\u5148\u9a8c\u7ea6\u675f \u201d\u6765\u5e94\u7528\u8fd9\u4e00\u4f18\u5316\u65b9\u6848\u3002\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4f1a\u9010\u6e10\u6269\u5927\u7ea6\u675f\u6761\u4ef6\u96c6\uff0c\u9f13\u52b1\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u521b\u9020\u51fa\u66f4\u591a\u72ec\u7279\u7684\u6982\u5ff5\u3002\u4e0b\u9762\u662f\u5b8c\u6574\u8fc7\u7a0b\u7684\u63a8\u7406\u56fe\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"902\" height=\"418\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/12\/1734270790086.png\" alt=\"\" class=\"wp-image-2076\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/12\/1734270790086.png 902w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/12\/1734270790086-300x139.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/12\/1734270790086-768x356.png 768w\" sizes=\"auto, (max-width: 902px) 100vw, 902px\" \/><\/figure>\n\n\n\n<p>\u4f5c\u8005\u5c06\u5148\u9a8c\u7ea6\u675f\u5b9a\u4e49\u4e3a\u4e00\u7ec4\u5e94\u7528\u4e8e\u6269\u6563\u5148\u9a8c\u6a21\u578b\u8f93\u51fa\u7a7a\u95f4\u7684\u635f\u5931\u3002\u8fd9\u4e9b\u7ea6\u675f\u6761\u4ef6\u5206\u4e3a\u4e00\u7ec4\u6b63\u7ea6\u675f\u6761\u4ef6 Cpos \u548c\u8d1f\u7ea6\u675f\u6761\u4ef6 Cne\u0434\uff0c\u5176\u4e2d\u6bcf\u4e2a\u7ea6\u675f\u6761\u4ef6\u90fd\u4f7f\u7528\u6587\u672c\u6807\u8bb0\u6765\u5b9a\u4e49\u3002\u4f8b\u5982\uff0c\u8981\u751f\u6210 \u201c\u5ba0\u7269 \u201d\u7c7b\u522b\u7684\u65b0\u6210\u5458\uff0c\u6b63\u7ea6\u675f\u53ef\u4ee5\u7b80\u5355\u5b9a\u4e49\u4e3a Cpos = {pet}\uff0c\u8d1f\u7ea6\u675f\u4e3a Cne\u0434 = {cat, dog,&#8230;, hamster}\u3002 \u8003\u8651\u5230\u4e24\u7ec4\u7ea6\u675f\u6761\u4ef6\uff0c\u63a5\u4e0b\u6765\u8981\u5b9a\u4e49 v\u2217 \u4e0e\u5404\u7ea6\u675f\u6761\u4ef6\u4e4b\u95f4\u76f8\u4f3c\u6027\u7684\u6d4b\u91cf\u503c\u3002\u9996\u5148\u5c06 v\u2217 \u548c\u6bcf\u4e2a\u7ea6\u675f\u8bcd c \u6574\u5408\u5230\u540c\u4e00\u4e2a\u968f\u673a\u91c7\u6837\u7684\u63d0\u793a\u6a21\u677f y \u4e2d\uff08\u4f8b\u5982\uff0c\u201c\u4e00\u5f20 {} \u7684\u7167\u7247\u201d\u3001\u201c\u4e00\u5e45 {} \u7684\u6cb9\u753b\u201d\uff09\u3002\u6bcf\u4e2a\u8fd9\u6837\u7684\u53e5\u5b50\u90fd\u53ef\u4ee5\u7f16\u7801\u6210 CLIP \u6587\u672c\u5d4c\u5165\uff0c\u5c06\u8fd9\u4e00\u64cd\u4f5c\u8bb0\u4e3a Ey(c)\uff0c\u5e76\u5b9a\u4e49\u4e86\u4e00\u4e2a\u6587\u672c\u7ea6\u675f\u3002\u9274\u4e8e\u6587\u672c\u7ea6\u675f\uff0c\u5b9a\u4e49 v\u2217 \u76f8\u4f3c\u6027\u7684\u4e00\u4e2a\u7b80\u5355\u65b9\u6cd5\u662f\u8ba1\u7b97 Ey (v\u2217) \u548c\u6bcf\u4e2a\u6587\u672c\u7ea6\u675f Ey (c) \u4e4b\u95f4\u7684\u4f59\u5f26\u76f8\u4f3c\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"490\" height=\"253\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/12\/1734271240007.png\" alt=\"\" class=\"wp-image-2078\" style=\"width:620px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/12\/1734271240007.png 490w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/12\/1734271240007-300x155.png 300w\" sizes=\"auto, (max-width: 490px) 100vw, 490px\" \/><\/figure>\n\n\n\n<p>\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u4f5c\u8005\u4f7f\u7528 BLIP-2 \u6765\u63a8\u65ad\u4e0e\u5f53\u524d\u6982\u5ff5\u6700\u63a5\u8fd1\u7684\u8bcd\uff0c\u7136\u540e\u5c06\u5176\u6dfb\u52a0\u5230\u6211\u4eec\u7684\u7ea6\u675f\u6761\u4ef6\u4e2d\uff0c\u5982\u4e0a\u56fe\u6240\u793a\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u56db\u3001\u5b9e\u9a8c\u90e8\u5206<\/strong><\/h2>\n\n\n\n<p> 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