{"id":10639,"date":"2022-11-27T15:27:15","date_gmt":"2022-11-27T07:27:15","guid":{"rendered":"http:\/\/139.9.1.231\/?p=10639"},"modified":"2022-11-27T15:31:51","modified_gmt":"2022-11-27T07:31:51","slug":"clipseg","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2022\/11\/27\/clipseg\/","title":{"rendered":"CLIPSeg\uff1a\u4e00\u4e2a\u4f7f\u7528\u6587\u672c\u548c\u56fe\u50cfprompt\u80fd\u540c\u65f6\u4f5c\u4e09\u4e2a\u5206\u5272\u4efb\u52a1\u7684\u6a21\u578b"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"144\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-116-1024x144.png\" alt=\"\" class=\"wp-image-10646\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-116-1024x144.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-116-300x42.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-116-768x108.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-116.png 1149w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\"> Image Segmentation Using Text and Image Prompts (CVPR 2022).<\/p>\n\n\n\n<p class=\"has-text-align-center\">\u8bba\u6587\u5730\u5740\uff1a<a href=\"https:\/\/arxiv.org\/abs\/2112.10003\" target=\"_blank\" rel=\"noreferrer noopener\"><u>https:\/\/arxiv.org\/abs\/2112.10003<\/u><\/a><\/p>\n\n\n\n<p class=\"has-text-align-center\">\u4ee3\u7801\u5730\u5740\uff1a<a rel=\"noreferrer noopener\" href=\"https:\/\/github.com\/timojl\/clipseg\" target=\"_blank\"><u>https:\/\/github.com\/timojl\/clipseg<\/u><\/a><\/p>\n\n\n\n<p>         \u56fe\u50cf\u5206\u5272\u901a\u5e38\u662f\u901a\u8fc7\u4e3a\u4e00\u7ec4\u56fa\u5b9a\u7684\u5bf9\u8c61\u7c7b\u8bad\u7ec3\u6a21\u578b\u6765\u89e3\u51b3\u7684\u3002\u4e4b\u540e\u5408\u5e76\u5176\u4ed6\u7c7b\u6216\u66f4\u590d\u6742\u7684\u67e5\u8be2\u662f\u6602\u8d35\u7684\uff0c\u56e0\u4e3a\u5b83\u9700\u8981\u5728\u5305\u542b\u8fd9\u4e9b\u8868\u8fbe\u5f0f\u7684\u6570\u636e\u96c6\u4e0a\u91cd\u65b0\u8bad\u7ec3\u6a21\u578b\u3002\u5728\u672c\u6587\u4e2d\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u4e2a\u53ef\u4ee5\u5728\u6d4b\u8bd5\u65f6\u6839\u636e\u4efb\u610fprompt\u751f\u6210\u56fe\u50cf\u5206\u5272\u7684\u7cfb\u7edf\u3002prompt\u53ef\u4ee5\u662f\u6587\u672c\u6216\u56fe\u50cf\u3002\u8fd9\u79cd\u65b9\u6cd5\u4f7f\u6a21\u578b\u80fd\u591f\u4e3a\u4e09\u4e2a\u5e38\u89c1\u7684\u5206\u5272\u4efb\u52a1\u521b\u5efa\u4e00\u4e2a\u7edf\u4e00\u7684\u6a21\u578b\uff08\u53ea\u8bad\u7ec3\u4e00\u6b21\uff09\uff0c\u8fd9\u4e9b\u4efb\u52a1\u5177\u6709\u4e0d\u540c\u7684\u6311\u6218\uff1a\u5f15\u7528\u8868\u8fbe\u5f0f\u5206\u5272\u3001zero-shot\u5206\u5272\u548cone-shot\u5206\u5272\u3002\u672c\u6587\u4ee5 CLIP \u6a21\u578b\u4e3a\u9aa8\u5e72\uff0c\u4f7f\u7528\u57fa\u4e8eTransformer\u7684\u89e3\u7801\u5668\u8fdb\u884c\u6269\u5c55\uff0c\u4ee5\u5b9e\u73b0\u5bc6\u96c6\u9884\u6d4b\u3002\u5728\u5bf9 PhraseCut \u6570\u636e\u96c6\u7684\u6269\u5c55\u7248\u672c\u8fdb\u884c\u8bad\u7ec3\u540e\uff0c\u672c\u6587\u7684\u7cfb\u7edf\u4f1a\u6839\u636e\u81ea\u7531\u6587\u672cprompt\u6216\u8868\u8fbe\u67e5\u8be2\u7684\u9644\u52a0\u56fe\u50cf\u4e3a\u56fe\u50cf\u751f\u6210\u4e8c\u8fdb\u5236\u5206\u5272\u56fe\u3002\u8fd9\u79cd\u65b0\u9896\u7684\u6df7\u5408\u8f93\u5165\u4e0d\u4ec5\u53ef\u4ee5\u52a8\u6001\u9002\u5e94\u4e0a\u8ff0\u4e09\u4e2a\u5206\u5272\u4efb\u52a1\uff0c\u8fd8\u53ef\u4ee5\u9002\u5e94\u4efb\u4f55\u53ef\u4ee5\u5236\u5b9a\u6587\u672c\u6216\u56fe\u50cf\u67e5\u8be2\u7684\u4e8c\u8fdb\u5236\u5206\u5272\u4efb\u52a1\u3002\u6700\u540e\uff0c\u4f5c\u8005\u53d1\u73b0\u672c\u6587\u7684\u7cfb\u7edf\u80fd\u591f\u5f88\u597d\u5730\u9002\u5e94\u901a\u7528\u67e5\u8be2\u3002<\/p>\n\n\n\n<p>       \u56fe\u50cf\u5206\u5272\u9700\u8981\u4e00\u4e2a\u6a21\u578b\u6765\u8f93\u51fa\u6bcf\u4e2a\u50cf\u7d20\u7684\u9884\u6d4b\u3002\u4e0e\u56fe\u50cf\u5206\u7c7b\u76f8\u6bd4\uff0c\u5206\u5272\u4e0d\u4ec5\u9700\u8981\u9884\u6d4b\u53ef\u4ee5\u770b\u5230\u7684\u5185\u5bb9\uff0c\u8fd8\u9700\u8981\u9884\u6d4b\u53ef\u4ee5\u627e\u5230\u7684\u4f4d\u7f6e\u3002\u7ecf\u5178\u8bed\u4e49\u5206\u5272\u6a21\u578b\u4ec5\u9650\u4e8e\u5206\u5272\u8bad\u7ec3\u96c6\u4e2d\u7684\u7c7b\u522b\u3002\u76ee\u524d\uff0c\u5df2\u7ecf\u51fa\u73b0\u4e86\u4e0d\u540c\u7684\u65b9\u6cd5\u6765\u6269\u5c55\u8fd9\u79cd\u76f8\u5f53\u53d7\u9650\u7684\u8bbe\u7f6e\uff1a<\/p>\n\n\n\n<p>1\uff09\u5728\u5e7f\u4e49\u7684zero-shot\u5206\u5272\u4e2d\uff0c\u9700\u8981\u901a\u8fc7\u5c06\u672a\u89c1\u7c7b\u522b\u4e0e\u5df2\u89c1\u7c7b\u522b\u76f8\u5173\u8054\u6765\u5206\u5272\u5df2\u89c1\u548c\u672a\u89c1\u7c7b\u522b\u3002<\/p>\n\n\n\n<p>2\uff09\u5728one-shot\u5206\u5272\u4e2d\uff0c\u9664\u4e86\u8981\u5206\u5272\u7684\u67e5\u8be2\u56fe\u50cf\u4e4b\u5916\uff0c\u8fd8\u4ee5\u56fe\u50cf\u7684\u5f62\u5f0f\u63d0\u4f9b\u6240\u9700\u7684\u7c7b\u3002<\/p>\n\n\n\n<p>3\uff09\u5728\u5f15\u7528\u8868\u8fbe\u5f0f\u5206\u5272\uff08RES\uff09\u4e2d\uff0c\u6a21\u578b\u5728\u590d\u6742\u7684\u6587\u672c\u67e5\u8be2\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u4f46\u5728\u8bad\u7ec3\u671f\u95f4\u53ef\u4ee5\u770b\u5230\u6240\u6709\u7c7b\uff08\u5373\u6ca1\u6709\u5bf9\u672a\u89c1\u8fc7\u7684\u7c7b\u8fdb\u884c\u6cdb\u5316\uff09\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" width=\"599\" height=\"304\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-117.png\" alt=\"\" class=\"wp-image-10651\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-117.png 599w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-117-300x152.png 300w\" sizes=\"(max-width: 599px) 100vw, 599px\" \/><\/figure><\/div>\n\n\n\n<p>      \u5728\u8fd9\u9879\u5de5\u4f5c\u4e2d\uff0c\u4f5c\u8005\u5f15\u5165\u4e86 CLIPSeg \u6a21\u578b\uff08\u5982\u4e0a\u56fe\uff09\uff0c\u8be5\u6a21\u578b\u80fd\u591f\u57fa\u4e8e\u4efb\u610f\u6587\u672c\u67e5\u8be2\u6216\u56fe\u50cf\u8fdb\u884c\u5206\u5272\u3002 CLIPSeg \u53ef\u4ee5\u89e3\u51b3\u4e0a\u8ff0\u6240\u6709\u4e09\u4e2a\u4efb\u52a1\u3002\u8fd9\u79cd\u591a\u6a21\u6001\u8f93\u5165\u683c\u5f0f\u8d85\u8d8a\u4e86\u73b0\u6709\u7684\u591a\u4efb\u52a1\u57fa\u51c6\uff0c\u4f8b\u5982 Visual Decathlon\uff0c\u5176\u4e2d\u8f93\u5165\u59cb\u7ec8\u4ee5\u56fe\u50cf\u7684\u5f62\u5f0f\u63d0\u4f9b\u3002\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u4e2a\u7cfb\u7edf\uff0c\u4f5c\u8005\u4f7f\u7528\u9884\u8bad\u7ec3\u7684 CLIP \u6a21\u578b\u4f5c\u4e3a\u4e3b\u5e72\uff0c\u5e76\u5728\u9876\u90e8\u8bad\u7ec3\u4e00\u4e2a\u8f7b\u91cf\u7684\u6761\u4ef6\u5206\u5272\u5c42\uff08\u89e3\u7801\u5668\uff09\u3002\u4f5c\u8005\u4f7f\u7528CLIP \u7684\u8054\u5408\u6587\u672c-\u89c6\u89c9\u5d4c\u5165\u7a7a\u95f4\u6765\u8c03\u8282\u672c\u6587\u7684\u6a21\u578b\uff0c\u8fd9\u4f7f\u6a21\u578b\u80fd\u591f\u5904\u7406\u6587\u672c\u5f62\u5f0f\u7684prompt\u4ee5\u53ca\u56fe\u50cf\u3002\u672c\u6587\u7684\u60f3\u6cd5\u662f\u6559\u89e3\u7801\u5668\u5c06 CLIP \u5185\u7684\u6fc0\u6d3b\u4e0e\u8f93\u51fa\u5206\u5272\u76f8\u5173\u8054\uff0c\u540c\u65f6\u5141\u8bb8\u5c3d\u53ef\u80fd\u5c11\u7684\u6570\u636e\u96c6\u504f\u5dee\u5e76\u4fdd\u6301 CLIP \u7684\u51fa\u8272\u548c\u5e7f\u6cdb\u7684\u9884\u6d4b\u80fd\u529b\u3002<\/p>\n\n\n\n<p>       \u672c\u6587\u91c7\u7528\u901a\u7528\u7684\u4e8c\u8fdb\u5236\u9884\u6d4b\u8bbe\u7f6e\uff0c\u5176\u4e2d\u4e0eprompt\u5339\u914d\u7684\u524d\u666f\u5fc5\u987b\u4e0e\u80cc\u666f\u533a\u5206\u5f00\u6765\u3002\u8fd9\u79cd\u4e8c\u8fdb\u5236\u8bbe\u7f6e\u53ef\u4ee5\u9002\u5e94Pascal zero-shot\u5206\u5272\u6240\u9700\u7684\u591a\u6807\u7b7e\u9884\u6d4b\u3002\u867d\u7136\u672c\u6587\u5de5\u4f5c\u7684\u91cd\u70b9\u662f\u5efa\u8bbe\u4e00\u4e2a\u901a\u7528\u6a21\u578b\uff0c\u4f5c\u8005\u53d1\u73b0 CLIPSeg \u5728\u4e09\u4e2alow-shot\u5206\u5272\u4efb\u52a1\u4e2d\u5b9e\u73b0\u4e86\u7ade\u4e89\u6027\u80fd\u3002\u6b64\u5916\uff0c\u5b83\u80fd\u591f\u6cdb\u5316\u5230\u5b83\u4ece\u672a\u89c1\u8fc7\u5206\u5272\u7684\u7c7b\u548c\u8868\u8fbe\u5f0f\u3002<\/p>\n\n\n\n<p>       \u672c\u6587\u7684\u4e3b\u8981\u6280\u672f\u8d21\u732e\u662f CLIPSeg \u6a21\u578b\uff0c\u5b83\u901a\u8fc7\u63d0\u51fa\u4e00\u79cd\u57fa\u4e8eTransformer\u7684\u8f7b\u91cf\u7ea7\u89e3\u7801\u5668\uff0c\u6269\u5c55\u4e86\u8457\u540d\u7684 CLIP Transformer\u7528\u4e8ezero-shot\u548cone-shot\u5206\u5272\u4efb\u52a1\u3002\u8be5\u6a21\u578b\u7684\u4e00\u4e2a\u5173\u952e\u65b0\u9896\u4e4b\u5904\u5728\u4e8e\u5206\u5272\u76ee\u6807\u53ef\u4ee5\u901a\u8fc7\u4e0d\u540c\u7684\u65b9\u5f0f\u6307\u5b9a\uff1a\u901a\u8fc7\u6587\u672c\u6216\u56fe\u50cf\u3002\u8fd9\u4f7f\u6a21\u578b\u80fd\u591f\u4e3a\u591a\u4e2a\u57fa\u51c6\u8bad\u7ec3\u4e00\u4e2a\u7edf\u4e00\u7684\u6a21\u578b\u3002\u5bf9\u4e8e\u57fa\u4e8e\u6587\u672c\u7684\u67e5\u8be2\uff0c\u4e0e\u5728 PhraseCut \u4e0a\u8bad\u7ec3\u7684\u7f51\u7edc\u4e0d\u540c\uff0c\u672c\u6587\u7684\u6a21\u578b\u80fd\u591f\u6cdb\u5316\u5230\u6d89\u53ca\u770b\u4e0d\u89c1\u7684\u5355\u8bcd\u7684\u65b0\u67e5\u8be2\u3002\u5bf9\u4e8e\u57fa\u4e8e\u56fe\u50cf\u7684\u67e5\u8be2\uff0c\u4f5c\u8005\u63a2\u7d22\u4e86\u5404\u79cd\u5f62\u5f0f\u7684\u89c6\u89c9prompt \u5de5\u7a0b\u2014\u2014\u7c7b\u4f3c\u4e8e\u8bed\u8a00\u5efa\u6a21\u4e2d\u7684\u6587\u672cprompt \u5de5\u7a0b\u3002<\/p>\n\n\n\n<h2><strong>\u65b9\u6cd5<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"373\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-118-1024x373.png\" alt=\"\" class=\"wp-image-10656\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-118-1024x373.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-118-300x109.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-118-768x279.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/11\/image-118.png 1223w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4f5c\u8005\u4f7f\u7528\u57fa\u4e8e\u89c6\u89c9Transformer\u7684 (ViT-B\/16) CLIP\u6a21\u578b\u4f5c\u4e3a\u4e3b\u5e72\uff0c\u5e76\u4f7f\u7528\u5c0f\u578b\u3001\u53c2\u6570\u9ad8\u6548\u7684Transformer\u89e3\u7801\u5668\u5bf9\u5176\u8fdb\u884c\u6269\u5c55\u3002\u89e3\u7801\u5668\u5728\u81ea\u5b9a\u4e49\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\u4ee5\u6267\u884c\u5206\u5272\uff0c\u800c CLIP \u7f16\u7801\u5668\u4fdd\u6301\u51bb\u7ed3\u72b6\u6001\u3002\u4e00\u4e2a\u5173\u952e\u7684\u6311\u6218\u662f\u907f\u514d\u5728\u5206\u5272\u8bad\u7ec3\u671f\u95f4\u5bf9\u9884\u6d4b\u65bd\u52a0\u5f3a\u70c8\u7684bias\u5e76\u4fdd\u6301 CLIP \u7684\u591a\u529f\u80fd\u6027\u3002<\/p>\n\n\n\n<p>\u8003\u8651\u5230\u8fd9\u4e9b\u9700\u6c42\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86 CLIPSeg\uff1a\u4e00\u4e2a\u7b80\u5355\u7684\u3001\u7eaf\u57fa\u4e8eTransformer\u7684\u89e3\u7801\u5668\u3002\u5f53\u67e5\u8be2\u56fe\u50cf\u901a\u8fc7 CLIP \u89c6\u89c9Transformer\u65f6\uff0c\u67d0\u4e9b\u5c42 S \u7684\u6fc0\u6d3b\u88ab\u8bfb\u53d6\u5e76\u6295\u5f71\u5230\u89e3\u7801\u5668\u7684token\u5d4c\u5165\u5927\u5c0f D\u3002\u7136\u540e\uff0c\u8fd9\u4e9b\u63d0\u53d6\u7684\u6fc0\u6d3b\uff08\u5305\u62ec CLS &nbsp;token\uff09\u5728\u6bcf\u4e2aTransformer\u4e4b\u524d\u6dfb\u52a0\u5230\u89e3\u7801\u5668\u7684\u5185\u90e8\u6fc0\u6d3b\u4e2d\u3002<\/p>\n\n\n\n<p>\u89e3\u7801\u5668\u5177\u6709\u4e0e\u63d0\u53d6\u7684 CLIP \u6fc0\u6d3b\u4e00\u6837\u591a\u7684Transformer\u5757\u3002\u89e3\u7801\u5668\u901a\u8fc7\u5728\u5176Transformer\uff08\u6700\u540e\u4e00\u5c42\uff09 \u7684token\u4e0a\u5e94\u7528\u7ebf\u6027\u6295\u5f71\u6765\u751f\u6210\u4e8c\u8fdb\u5236\u5206\u5272\uff0c\u5176\u4e2d P \u662f CLIP \u7684patch\u5927\u5c0f\u3002\u4e3a\u4e86\u544a\u77e5\u89e3\u7801\u5668\u5206\u5272\u76ee\u6807\uff0c\u4f5c\u8005\u4f7f\u7528 FiLM\u901a\u8fc7\u6761\u4ef6\u5411\u91cf\u8c03\u5236\u89e3\u7801\u5668\u7684\u8f93\u5165\u6fc0\u6d3b\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e2a\u6761\u4ef6\u5411\u91cf\u53ef\u4ee5\u901a\u8fc7\u4e24\u79cd\u65b9\u5f0f\u83b7\u5f97\uff1a(1) \u4f7f\u7528\u6587\u672c\u67e5\u8be2\u7684 CLIP \u6587\u672cTransformer\u5d4c\u5165\u548c (2) \u5728\u7279\u5f81\u5de5\u7a0bprompt\u56fe\u50cf\u4e0a\u4f7f\u7528 CLIP \u89c6\u89c9Transformer\u3002CLIP \u672c\u8eab\u6ca1\u6709\u7ecf\u8fc7\u8bad\u7ec3\uff0c\u4ec5\u7528\u4f5c\u51bb\u7ed3\u7279\u5f81\u63d0\u53d6\u5668\u3002\u7531\u4e8e\u7d27\u51d1\u7684\u89e3\u7801\u5668\uff0c\u5bf9\u4e8e D = 64\uff0cCLIPSeg \u53ea\u6709 1,122,305 \u4e2a\u53ef\u8bad\u7ec3\u53c2\u6570\u3002<\/p>\n\n\n\n<p>\u7531\u4e8e\u5b66\u4e60\u5230\u7684\u4f4d\u7f6e\u5d4c\u5165\uff0c\u539f\u59cb CLIP \u88ab\u9650\u5236\u4e3a\u56fa\u5b9a\u7684\u56fe\u50cf\u5927\u5c0f\u3002\u672c\u6587\u901a\u8fc7\u63d2\u5165\u4f4d\u7f6e\u5d4c\u5165\u6765\u542f\u7528\u4e0d\u540c\u7684\u56fe\u50cf\u5927\u5c0f\uff08\u5305\u62ec\u66f4\u5927\u7684\u56fe\u50cf\uff09\u3002\u4e3a\u4e86\u9a8c\u8bc1\u8fd9\u79cd\u65b9\u6cd5\u7684\u53ef\u884c\u6027\uff0c\u4f5c\u8005\u6bd4\u8f83\u4e86\u4e0d\u540c\u56fe\u50cf\u5c3a\u5bf8\u7684\u9884\u6d4b\u8d28\u91cf\uff0c\u53d1\u73b0\u5bf9\u4e8e\u5927\u4e8e 350 \u50cf\u7d20\u7684\u56fe\u50cf\uff0cViT-B\/16 \u7684\u6027\u80fd\u53ea\u4f1a\u964d\u4f4e\u3002<\/p>\n\n\n\n<p>\u5728\u672c\u6587\u7684\u5b9e\u9a8c\u4e2d\uff0c\u4f5c\u8005\u4f7f\u7528 CLIP ViT-B\/16\uff0cpatch\u5927\u5c0f P \u4e3a 16\uff0c\u5982\u679c\u6ca1\u6709\u53e6\u5916\u8bf4\u660e\uff0c\u5219\u4f7f\u7528 D = 64 \u7684\u6295\u5f71\u5c3a\u5bf8\u3002\u4f5c\u8005\u5728 S = [3 , 7 , 9] \u5c42\u63d0\u53d6 CLIP \u6fc0\u6d3b\uff0c\u56e0\u6b64\u672c\u6587\u7684\u89e3\u7801\u5668\u53ea\u6709\u4e09\u5c42\u3002<\/p>\n\n\n\n<p>\u6a21\u578b\u901a\u8fc7\u6761\u4ef6\u5411\u91cf\u63a5\u6536\u6709\u5173\u5206\u5272\u76ee\u6807\u7684\u4fe1\u606f\uff08\u201c\u8981\u5206\u5272\u4ec0\u4e48\uff1f\u201d\uff09\uff0c\u8fd9\u53ef\u4ee5\u901a\u8fc7\u6587\u672c\u6216\u56fe\u50cf\uff08\u901a\u8fc7\u89c6\u89c9prompt\u5de5\u7a0b\uff09\u63d0\u4f9b\u3002\u7531\u4e8e CLIP \u4e3a\u56fe\u50cf\u548c\u6587\u672c\u6807\u9898\u4f7f\u7528\u5171\u4eab\u5d4c\u5165\u7a7a\u95f4\uff0c\u53ef\u4ee5\u5728\u5d4c\u5165\u7a7a\u95f4\u548c\u63d2\u503c\u5411\u91cf\u4e0a\u7684\u6761\u4ef6\u4e4b\u95f4\u8fdb\u884c\u63d2\u503c\u3002\u5f62\u5f0f\u4e0a\uff0c\u8bbe\u662f\u652f\u6301\u56fe\u50cf\u7684\u5d4c\u5165\uff0c\u662f\u6837\u672c i \u7684\u6587\u672c\u5d4c\u5165\uff0c\u4f5c\u8005\u901a\u8fc7\u7ebf\u6027\u63d2\u503c\u83b7\u5f97\u6761\u4ef6\u5411\u91cf \uff0c\u5176\u4e2d a \u662f\u4ece[0 , 1]\u5747\u5300\u91c7\u6837 \u3002\u4f5c\u8005\u5728\u8bad\u7ec3\u671f\u95f4\u4f7f\u7528\u8fd9\u79cd\u968f\u673a\u63d2\u503c\u4f5c\u4e3a\u6570\u636e\u589e\u5f3a\u7b56\u7565\u3002<\/p>\n\n\n\n<h2><strong>1 PhraseCut + Visual prompts (PC+)<\/strong><\/h2>\n\n\n\n<p>\u672c\u6587\u4f7f\u7528 PhraseCut \u6570\u636e\u96c6\uff0c\u5176\u4e2d\u5305\u542b\u8d85\u8fc7 340,000 \u4e2a\u5177\u6709\u76f8\u5e94\u56fe\u50cf\u5206\u5272\u7684\u77ed\u8bed\u3002\u6700\u521d\uff0c\u8be5\u6570\u636e\u96c6\u4e0d\u5305\u542b\u89c6\u89c9\u652f\u6301\uff0c\u800c\u4ec5\u5305\u542b\u77ed\u8bed\uff0c\u5e76\u4e14\u6bcf\u4e2a\u77ed\u8bed\u90fd\u5b58\u5728\u76f8\u5e94\u7684\u5bf9\u8c61\u3002\u4f5c\u8005\u4ee5\u4e24\u79cd\u65b9\u5f0f\u6269\u5c55\u8fd9\u4e2a\u6570\u636e\u96c6\uff1a\u89c6\u89c9\u652f\u6301\u6837\u672c\u548c\u8d1f\u6837\u672c\u3002\u4e3a\u4e86\u4e3aprompt p \u6dfb\u52a0\u89c6\u89c9\u652f\u6301\u56fe\u50cf\uff0c\u4f5c\u8005\u4ece\u5171\u4eabprompt p \u7684\u6240\u6709\u6837\u672c\u7684\u96c6\u5408S<sub>p<\/sub>\u4e2d\u968f\u673a\u62bd\u53d6\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u4f5c\u8005\u5c06\u8d1f\u6837\u672c\u5f15\u5165\u6570\u636e\u96c6\uff0c\u5373\u6ca1\u6709\u5bf9\u8c61\u4e0eprompt\u5339\u914d\u7684\u6837\u672c\u3002\u4e3a\u6b64\uff0c\u6837\u672c\u7684\u77ed\u8bed\u88ab\u66ff\u6362\u4e3a\u6982\u7387\u4e3aq<sub>neg<\/sub>\u7684\u4e0d\u540c\u77ed\u8bed\u3002\u77ed\u8bed\u4f7f\u7528\u4e00\u7ec4\u56fa\u5b9a\u524d\u7f00\u968f\u673a\u6269\u5145\u3002\u5728\u8003\u8651\u5230\u5bf9\u8c61\u4f4d\u7f6e\u7684\u60c5\u51b5\u4e0b\uff0c\u4f5c\u8005\u5728\u56fe\u50cf\u4e0a\u5e94\u7528\u968f\u673a\u88c1\u526a\uff0c\u786e\u4fdd\u5bf9\u8c61\u81f3\u5c11\u90e8\u5206\u53ef\u89c1\u3002\u5728\u672c\u6587\u7684\u5176\u4f59\u90e8\u5206\uff0c\u5c06\u6b64\u6269\u5c55\u6570\u636e\u96c6\u79f0\u4e3a PhraseCut+\uff08\u7f29\u5199\u4e3a PC+\uff09\u3002\u4e0e\u4ec5\u4f7f\u7528\u6587\u672c\u6765\u6307\u5b9a\u76ee\u6807\u7684\u539f\u59cb PhraseCut \u6570\u636e\u96c6\u76f8\u6bd4\uff0cPC+ \u652f\u6301\u4f7f\u7528\u56fe\u50cf-\u6587\u672c\u63d2\u503c\u8fdb\u884c\u8bad\u7ec3\u3002\u8fd9\u6837\uff0c\u672c\u6587\u53ef\u4ee5\u8bad\u7ec3\u4e00\u4e2a\u5bf9\u6587\u672c\u548c\u89c6\u89c9\u8f93\u5165\u8fdb\u884c\u64cd\u4f5c\u7684\u8054\u5408\u6a21\u578b\u3002<\/p>\n\n\n\n<h2><strong>2 Visual Prompt Engineering<\/strong><\/h2>\n\n\n\n<p>\u5728\u4f20\u7edf\u7684\u57fa\u4e8e CNN \u7684one-shot\u8bed\u4e49\u5206\u5272\u4e2d\uff0cmasked pooling \u5df2\u6210\u4e3a\u8ba1\u7b97\u7528\u4e8e\u6761\u4ef6\u7684\u539f\u578b\u5411\u91cf\u7684\u6807\u51c6\u6280\u672f\u3002\u63d0\u4f9b\u7684\u652f\u6301mask\u88ab\u4e0b\u91c7\u6837\u5e76\u4e0e\u6765\u81ea CNN \u6cbf\u7a7a\u95f4\u7ef4\u5ea6\u7684\u540e\u671f\u7279\u5f81\u56fe\u76f8\u4e58\uff0c\u7136\u540e\u6cbf\u7a7a\u95f4\u7ef4\u5ea6\u6c47\u96c6\u3002\u8fd9\u6837\uff0c\u53ea\u6709\u4e0e\u652f\u6301\u5bf9\u8c61\u6709\u5173\u7684\u7279\u5f81\u624d\u88ab\u8003\u8651\u5728\u539f\u578b\u5411\u91cf\u4e2d\u3002<\/p>\n\n\n\n<p>\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u80fd\u76f4\u63a5\u5e94\u7528\u4e8e\u57fa\u4e8eTransformer\u7684\u67b6\u6784\uff0c\u56e0\u4e3a\u8bed\u4e49\u4fe1\u606f\u4e5f\u5728\u6574\u4e2a\u5c42\u6b21\u7ed3\u6784\u4e2d\u7684 CLS &nbsp;token\u4e2d\u79ef\u7d2f\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u5728\u7279\u5f81\u56fe\u4e2d\u3002\u7ed5\u8fc7 CLS &nbsp;token\u5e76\u76f4\u63a5\u4ece\u7279\u5f81\u56fe\u7684masked pooling\u4e2d\u5bfc\u51fa\u6761\u4ef6\u5411\u91cf\u4e5f\u662f\u4e0d\u53ef\u80fd\u7684\uff0c\u56e0\u4e3a\u5b83\u4f1a\u7834\u574f\u6587\u672c\u5d4c\u5165\u548c CLIP \u89c6\u89c9\u5d4c\u5165\u4e4b\u95f4\u7684\u517c\u5bb9\u6027\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u66f4\u591a\u5730\u4e86\u89e3\u5982\u4f55\u5c06\u76ee\u6807\u4fe1\u606f\u6574\u5408\u5230 CLIP \u4e2d\uff0c\u4f5c\u8005\u5728\u4e00\u4e2a\u6ca1\u6709\u5206\u5272\u7684\u7b80\u5355\u5b9e\u9a8c\u4e2d\u6bd4\u8f83\u4e86\u51e0\u4e2a\u53d8\u4f53\u53ca\u5176\u6df7\u6742\u6548\u5e94\u3002\u4f5c\u8005\u8003\u8651\u89c6\u89c9\u548c\u57fa\u4e8e\u6587\u672c\u7684\u5d4c\u5165\u4e4b\u95f4\u7684\u4f59\u5f26\u8ddd\u79bb\uff08\u5bf9\u9f50\uff09\uff0c\u5e76\u4f7f\u7528\u539f\u59cb CLIP \u6743\u91cd\u800c\u65e0\u9700\u4efb\u4f55\u989d\u5916\u7684\u8bad\u7ec3\u3002<\/p>\n\n\n\n<p><img src=\"https:\/\/simg.baai.ac.cn\/uploads\/2022\/07\/cd37cb0a8d906d51dfcce332b95270ec.png\"><br>\u5177\u4f53\u6765\u8bf4\uff0c\u4f5c\u8005\u4f7f\u7528 CLIP \u6765\u8ba1\u7b97\u5bf9\u5e94\u4e8e\u56fe\u50cf\u4e2d\u5bf9\u8c61\u540d\u79f0\u7684\u6587\u672c\u5d4c\u5165t<sub>i<\/sub>\u3002\u7136\u540e\uff0c\u5c06\u5b83\u4eec\u4e0e\u539f\u59cb\u56fe\u50cf\u7684\u89c6\u89c9\u5d4c\u5165s<sub>0<\/sub>\u548c\u4f7f\u7528\u4fee\u6539\u540e\u7684 RGB \u56fe\u50cf\u6216\u6ce8\u610f\u529bmask\u7a81\u51fa\u663e\u793a\u76ee\u6807\u5bf9\u8c61\u7684\u89c6\u89c9\u5d4c\u5165s<sub>h<\/sub>\u8fdb\u884c\u6bd4\u8f83\u3002\u901a\u8fc7\u5bf9\u5bf9\u9f50\u5411\u91cf[s<sub>h<\/sub>t<sub>0<\/sub>,s<sub>h<\/sub>t<sub>1<\/sub>,&#8230;]\u8fdb\u884csoftmax\uff0c\u83b7\u5f97\u4e86\u5982\u4e0a\u56fe\u6240\u793a\u7684\u5206\u5e03\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u5b9a\u91cf\u5206\u6570\uff0c\u4f5c\u8005\u53ea\u8003\u8651\u76ee\u6807\u5bf9\u8c61\u540d\u79f0\u5d4c\u5165t<sub>0<\/sub>\uff0c\u5e0c\u671b\u5b83\u4e0e\u7a81\u51fa\u663e\u793a\u7684\u56fe\u50cf\u5d4c\u5165s<sub>h<\/sub>\u6bd4\u4e0e\u539f\u59cb\u56fe\u50cf\u5d4c\u5165s<sub>0<\/sub>\u5177\u6709\u66f4\u5f3a\u7684\u5bf9\u9f50\u3002\u8fd9\u610f\u5473\u7740\uff0c\u5982\u679c\u7a81\u51fa\u663e\u793a\u6280\u672f\u6539\u8fdb\u4e86\u5bf9\u9f50\u65b9\u5f0f\uff0c\u5219\u5bf9\u8c61\u6982\u7387\u7684\u589e\u52a0\u5e94\u8be5\u5f88\u5927\u3002\u4f5c\u8005\u57fa\u4e8eLVIS \u6570\u636e\u96c6\u8fdb\u884c\u5206\u6790\uff0c\u56e0\u4e3a\u5b83\u7684\u56fe\u50cf\u5305\u542b\u591a\u4e2a\u5bf9\u8c61\u548c\u4e00\u7ec4\u4e30\u5bcc\u7684\u7c7b\u522b\u3002<\/p>\n\n\n\n<h3><strong>CLIP-Based Masking<\/strong><\/h3>\n\n\n\n<p><img src=\"https:\/\/simg.baai.ac.cn\/uploads\/2022\/07\/178b8f4ab490f6e90399d4e5bda3eb04.png\"><br>\u76f4\u63a5\u7b49\u6548\u4e8e\u89c6\u89c9Transformer\u4e2d\u7684masked pooling\u662f\u5c06mask\u5e94\u7528\u4e8etoken\u3002\u901a\u5e38\uff0c\u89c6\u89c9Transformer\u7531\u4e00\u7ec4\u56fa\u5b9a\u7684token\u7ec4\u6210\uff0c\u8fd9\u4e9btoken\u53ef\u4ee5\u901a\u8fc7\u591a\u5934\u6ce8\u610f\u529b\u5728\u6bcf\u4e00\u5c42\u8fdb\u884c\u4ea4\u4e92\uff1a\u7528\u4e8e\u8bfb\u53d6\u7684 CLS &nbsp;token\u548c\u6700\u521d\u4ece\u56fe\u50cfpatch\u4e2d\u83b7\u5f97\u7684\u4e0e\u56fe\u50cf\u533a\u57df\u76f8\u5173\u7684token\u3002<\/p>\n\n\n\n<p>\u73b0\u5728\uff0c\u53ef\u4ee5\u901a\u8fc7\u5c06\u4e00\u4e2a\u6216\u591a\u4e2aTransformer\u5c42\u7684\u4ea4\u4e92\u7ea6\u675f\u5230mask\u5185patch token\u4ee5\u53ca\u4ec5 CLS &nbsp;token\u6765\u5408\u5e76mask\u3002\u4e0a\u8868\uff08\u5de6\uff09\u8868\u660e\u8fd9\u79cd\u5f15\u5165mask\u7684\u5f62\u5f0f\u6548\u679c\u4e0d\u4f73\u3002\u901a\u8fc7\u9650\u5236\u4e0e CLS token\u7684\u4ea4\u4e92\uff08\u4e0a\u8868 \u5de6\uff0c\u9876\u90e8\u4e24\u884c\uff09\uff0c\u4ec5\u5b9e\u73b0\u4e86\u5c0f\u7684\u6539\u8fdb\uff0c\u800c\u9650\u5236\u6240\u6709\u4ea4\u4e92\u4f1a\u663e\u7740\u964d\u4f4e\u6027\u80fd\u3002\u7531\u6b64\u5f97\u51fa\u7ed3\u8bba\uff0c\u5728\u5185\u90e8\u7ed3\u5408\u56fe\u50cf\u548cmask\u9700\u8981\u66f4\u590d\u6742\u7684\u7b56\u7565\u3002<\/p>\n\n\n\n<h3><strong>Visual Prompt Engineering<\/strong><\/h3>\n\n\n\n<p>\u9664\u4e86\u5728\u6a21\u578b\u4e2d\u5e94\u7528mask\uff0c\u8fd8\u53ef\u4ee5\u5c06mask\u548c\u56fe\u50cf\u7ec4\u5408\u6210\u4e00\u4e2a\u65b0\u56fe\u50cf\uff0c\u7136\u540e\u7531\u89c6\u89c9Transformer\u5904\u7406\u3002\u7c7b\u4f3c\u4e8e NLP \u4e2d\u7684prompt\u5de5\u7a0b\uff08\u4f8b\u5982\u5728 GPT-3 \u4e2d\uff09\uff0c\u4f5c\u8005\u5c06\u6b64\u8fc7\u7a0b\u79f0\u4e3a\u89c6\u89c9prompt\u5de5\u7a0b\u3002\u7531\u4e8e\u8fd9\u79cd\u5f62\u5f0f\u7684prompt\u8bbe\u8ba1\u662f\u65b0\u9896\u7684\uff0c\u5e76\u4e14\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\u8868\u73b0\u6700\u597d\u7684\u7b56\u7565\u662f\u672a\u77e5\u7684\uff0c\u4f5c\u8005\u5bf9\u8bbe\u8ba1\u89c6\u89c9prompt\u7684\u4e0d\u540c\u53d8\u4f53\u8fdb\u884c\u4e86\u5e7f\u6cdb\u7684\u8bc4\u4f30\u3002<\/p>\n\n\n\n<p>\u53d1\u73b0mask\u548c\u56fe\u50cf\u5982\u4f55\u7ec4\u5408\u7684\u786e\u5207\u5f62\u5f0f\u975e\u5e38\u91cd\u8981\u3002\u4f5c\u8005\u786e\u5b9a\u4e86\u4e09\u79cd\u56fe\u50cf\u64cd\u4f5c\u6765\u6539\u5584\u5bf9\u8c61\u6587\u672cprompt\u548c\u56fe\u50cf\u4e4b\u95f4\u7684\u5bf9\u9f50\uff1a\u964d\u4f4e\u80cc\u666f\u4eae\u5ea6\u3001\u6a21\u7cca\u80cc\u666f\uff08\u4f7f\u7528\u9ad8\u65af\u6ee4\u6ce2\u5668\uff09\u548c\u88c1\u526a\u5230\u5bf9\u8c61\u3002\u6240\u6709\u4e09\u8005\u7684\u7ec4\u5408\u8868\u73b0\u6700\u597d\u3002\u56e0\u6b64\u5728\u5176\u4f59\u90e8\u5206\uff0c\u5c06\u4f7f\u7528\u8fd9\u4e2a\u53d8\u4f53\u3002<\/p>\n\n\n\n<h1><strong>\u5b9e\u9a8c<\/strong><\/h1>\n\n\n\n<p><img src=\"https:\/\/simg.baai.ac.cn\/uploads\/2022\/07\/32377e9c6923eed451c0267a96838954.png\"><br>\u4e0a\u8868\u5c55\u793a\u4e86\u5728\u539f\u59cb PhraseCut \u6570\u636e\u96c6\u4e0a\u8bc4\u4f30referring expression segmentation\uff08RES\uff09\u7684\u6027\u80fd\u5bf9\u6bd4\u3002<br><img src=\"https:\/\/simg.baai.ac.cn\/uploads\/2022\/07\/e6d94bf7d88e3ba626e3b4d763a695ef.png\"><br>\u5728\u5e7f\u4e49zero-shot\u5206\u5272\u4e2d\uff0c\u6d4b\u8bd5\u56fe\u50cf\u9664\u4e86\u5305\u542b\u5df2\u77e5\u7c7b\u522b\u5916\uff0c\u8fd8\u5305\u542b\u4ee5\u524d\u4ece\u672a\u89c1\u8fc7\u7684\u7c7b\u522b\u3002\u4f5c\u8005\u4f7f\u7528 Pascal-VOC \u57fa\u51c6\u8bc4\u4f30\u6a21\u578b\u7684zero-shot\u5206\u5272\u6027\u80fd\uff0c\u6027\u80fd\u5982\u4e0a\u8868\u3002<br><img src=\"https:\/\/simg.baai.ac.cn\/uploads\/2022\/07\/71eebd27595172cba3e2786a9f021784.png\"><br>\u5728 Pascal-5i \u4e0a\uff0c\u672c\u6587\u7684\u901a\u7528\u6a21\u578b CLIPSeg (PC+) \u5728\u6700\u5148\u8fdb\u7684\u65b9\u6cd5\u4e2d\u5b9e\u73b0\u4e86\u5177\u6709\u7ade\u4e89\u529b\u7684\u6027\u80fd\uff0c\u53ea\u6709\u6700\u8fd1\u7684 HSNet \u8868\u73b0\u66f4\u597d\u3002COCO-20i \u4e0a\u7684\u7ed3\u679c\u8868\u660e CLIPSeg \u5728\u9664 PhraseCut(+) \u4e4b\u5916\u7684\u5176\u4ed6\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u65f6\u4e5f\u80fd\u5f88\u597d\u5730\u5de5\u4f5c\u3002<br><img src=\"https:\/\/simg.baai.ac.cn\/uploads\/2022\/07\/9c75dbd0fae139524f20dfa67acae49c.png\"><br>\u4e0a\u56fe\u5c55\u793a\u4e86CLIPSeg\uff08PC+\uff09\u5bf9\u5404\u79cdprompt\u7684\u5b9a\u6027\u9884\u6d4b\uff0c\u6df1\u8272\u8868\u793a\u9884\u6d4b\u5f3a\u5ea6\u3002<br><img src=\"https:\/\/simg.baai.ac.cn\/uploads\/2022\/07\/cd56e759213c84ebc205098d25f7a6de.png\"><br>\u4ece\u4e0a\u8868\u4e2d\uff0c\u53ef\u4ee5\u53d1\u73b0\u5728 PC+ \u4e0a\u8bad\u7ec3\u7684 CLIPSeg \u7248\u672c\u7684\u6027\u80fd\u4f18\u4e8e CLIP-Deconv baseline\u548c\u5728 L VIS \u4e0a\u8bad\u7ec3\u7684\u7248\u672c\uff0c\u540e\u8005\u4ec5\u5305\u542b\u5bf9\u8c61\u6807\u7b7e\u800c\u4e0d\u662f\u590d\u6742\u7684\u77ed\u8bed\u3002\u8fd9\u4e00\u7ed3\u679c\u8868\u660e\uff0c\u6570\u636e\u96c6\u7684\u53ef\u53d8\u6027\u548c\u6a21\u578b\u7684\u590d\u6742\u6027\u90fd\u662f\u6cdb\u5316\u6240\u5fc5\u9700\u7684\u3002<br><img src=\"https:\/\/simg.baai.ac.cn\/uploads\/2022\/07\/9b55970792c80040e50202dcd76bef38.png\"><br>\u4e3a\u4e86\u786e\u5b9a CLIPSeg \u6027\u80fd\u7684\u5173\u952e\u56e0\u7d20\uff0c\u4f5c\u8005\u5bf9 PhraseCut \u8fdb\u884c\u4e86\u6d88\u878d\u7814\u7a76\u3002\uff0c\u5982\u4e0a\u8868\u6240\u793a\uff0c\u4f5c\u8005\u5206\u522b\u8bc4\u4f30\u57fa\u4e8e\u6587\u672c\u548c\u57fa\u4e8e\u89c6\u89c9prompt\u7684\u6027\u80fd\u4ee5\u83b7\u5f97\u5b8c\u6574\u7684\u56fe\u7247\u3002\u5f53\u4f7f\u7528\u968f\u673a\u6743\u91cd\u800c\u4e0d\u662f CLIP \u6743\u91cd\u65f6\uff08\u201c\u65e0 CLIP \u9884\u8bad\u7ec3\u201d\uff09\uff0c\u57fa\u4e8e\u6587\u672c\u7684\u6027\u80fd\u548c\u89c6\u89c9\u6027\u80fd\u90fd\u4f1a\u4e0b\u964d\u3002\u5f53\u53c2\u6570\u6570\u91cf\u51cf\u5c11\u5230 16 \u4e2a\uff08\u201cD = 16\u201d\uff09\u65f6\uff0c\u6027\u80fd\u5927\u5e45\u4e0b\u964d\uff0c\u8fd9\u8868\u660e\u89e3\u7801\u5668\u4e2d\u4fe1\u606f\u5904\u7406\u7684\u91cd\u8981\u6027\u3002\u4f7f\u7528\u4e0d\u5229\u7684\u89c6\u89c9prompt\u6280\u672f\u4f1a\u964d\u4f4e\u89c6\u89c9\u8f93\u5165\u7684\u6027\u80fd\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Image Segmentation Using Text and Image Prompts (CVPR 2 &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2022\/11\/27\/clipseg\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">CLIPSeg\uff1a\u4e00\u4e2a\u4f7f\u7528\u6587\u672c\u548c\u56fe\u50cfprompt\u80fd\u540c\u65f6\u4f5c\u4e09\u4e2a\u5206\u5272\u4efb\u52a1\u7684\u6a21\u578b<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[4,24],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/10639"}],"collection":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/comments?post=10639"}],"version-history":[{"count":15,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/10639\/revisions"}],"predecessor-version":[{"id":10658,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/10639\/revisions\/10658"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=10639"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=10639"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=10639"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}