{"id":2820,"date":"2025-04-14T19:38:33","date_gmt":"2025-04-14T11:38:33","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=2820"},"modified":"2025-04-14T19:38:33","modified_gmt":"2025-04-14T11:38:33","slug":"202504-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-boosting-lightweight-camouflaged-object-detection-with-multi-scale-context-and-boundary-awareness","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202504-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-boosting-lightweight-camouflaged-object-detection-with-multi-scale-context-and-boundary-awareness\/","title":{"rendered":"202504 \u8bba\u6587\u7814\u8bfb -Boosting Lightweight Camouflaged Object Detection with Multi-Scale Context and Boundary Awareness"},"content":{"rendered":"\n<p>\u8bba\u6587\u6765\u6e90\uff1aICASSP<br>\u53d1\u8868\u65e5\u671f\uff1a2025<br>\u4f5c\u8005: Zihan Xu; Zheng Wang; Haoyu Wang; Cheng Liu; Yan Zhou; Meijun Sun \u5355\u4f4d\uff1a\u5929\u6d25\u5927\u5b66\u8ba1\u7b97\u667a\u80fd\u5b66\u9662<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7814\u7a76\u73b0\u72b6<\/h2>\n\n\n\n<p>\u9488\u5bf9COD\u4efb\u52a1\u5df2\u63d0\u51fa\u7684\u9ad8\u7cbe\u5ea6\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u5b58\u5728\u7740\u8ba1\u7b97\u6210\u672c\u9ad8\uff0c\u8ba1\u7b97\u6548\u7387\u4f4e\u7684\u95ee\u9898\uff0c\u8f7b\u91cf\u5316\u7684\u7f51\u7edc\u53c8\u9762\u4e34\u7740\u5206\u5272\u7cbe\u5ea6\u4e0b\u964d\uff0c\u5173\u952e\u4fe1\u606f\u4e22\u5931\u7b49\u95ee\u9898\u3002\u4e3a\u4e86\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u7ed3\u5408\u591a\u5c3a\u5ea6\u4e0a\u4e0b\u6587\u548c\u8fb9\u7f18\u7279\u5f81\u589e\u5f3a\u7684\u8f7b\u91cf\u5316\u4f2a\u88c5\u76ee\u6807\u68c0\u6d4b\u7f51\u7edc-LMABnet \uff0c\u53ef\u5728\u4e0d\u5f71\u54cd\u6027\u80fd\u7684\u60c5\u51b5\u4e0b\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u8ba1\u7b97\u6210\u672c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u521b\u65b0\u70b9<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>LMABnet \u91c7\u7528\u6d41\u7ebf\u578b\u7684\u53cc\u5206\u652f\u8bbe\u8ba1\uff0c\u5e76\u4e0e\u8f7b\u91cf\u7ea7\u7279\u5f81\u63d0\u53d6\u6a21\u5757\u96c6\u6210\u3002\u8fd9\u79cd\u8bbe\u8ba1\u8d4b\u4e88\u7f51\u7edc\u591a\u5c3a\u5ea6\u7279\u5f81\u611f\u77e5\uff0c\u51cf\u8f7b\u4e86\u5feb\u901f\u4e0b\u91c7\u6837\u9020\u6210\u7684\u7a7a\u95f4\u4fe1\u606f\u635f\u5931\uff0c\u6d88\u9664\u4e86\u989d\u5916\u4e13\u7528\u591a\u5c3a\u5ea6\u4f20\u611f\u6a21\u5757\u7684\u9700\u6c42\u3002<\/li>\n\n\n\n<li>LMABnet \u96c6\u6210\u4e86\u8f7b\u91cf\u7ea7\u591a\u5c3a\u5ea6\u7279\u5f81\u878d\u5408\u6a21\u5757\u548c\u8fb9\u7f18\u6ce8\u610f\u529b\u878d\u5408\u6a21\u5757\u3002\u8fd9\u4e9b\u6a21\u5757\u901a\u8fc7\u7ec6\u7c92\u5ea6\u7684\u7ec6\u8282\u8bc6\u522b\u4f2a\u88c5\u5bf9\u8c61\u66f4\u6613\u8fa8\u522b\u7684\u90e8\u5206\uff0c\u589e\u5f3a\u5bf9\u5bf9\u8c61\u8fb9\u7f18\u7684\u8bc6\u522b\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u7814\u7a76\u5185\u5bb9<\/h2>\n\n\n\n<p>\u4f5c\u8005\u63d0\u51fa\u7684LMABnet\u53cc\u5206\u652f\u67b6\u6784\u5982\u4e0b\u6240\u793a\uff0c\u4e0a\u5206\u652f\u5904\u7406\u4e8e\u8bed\u4e49\u7279\u5f81\uff0c\u4e0b\u5206\u652f\u5904\u7406\u7ec6\u8282\u7279\u5f81\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"490\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-13-175135-1024x490.png\" alt=\"\" class=\"wp-image-2823\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-13-175135-1024x490.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-13-175135-300x144.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-13-175135-768x367.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-13-175135.png 1091w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">MPB<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"495\" height=\"166\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-13-175312.png\" alt=\"\" class=\"wp-image-2824\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-13-175312.png 495w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-13-175312-300x101.png 300w\" sizes=\"auto, (max-width: 495px) 100vw, 495px\" \/><\/figure>\n\n\n\n<p>\u4f5c\u8005\u5728\u4e0a\u4e0b\u4e24\u4e2a\u5206\u652f\u4e2d\u91c7\u7528\u4e86\u4e0d\u540c\u5f62\u6001\u7684MPB\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e0a\u5206\u652f\u5bf9\u5e94\u7684MPB\uff1a\u8f93\u5165\u7279\u5f81\u88ab\u9988\u51651\u00d71\u5377\u79ef\uff0c\u5b9e\u73b0\u901a\u9053\u51cf\u534a\uff0c\u968f\u540e\u7ecf\u8fc7\u4e24\u4e2a33\u5377\u79ef\u6269\u5927\u611f\u53d7\u91ce\uff0c\u518d\u7ecf\u8fc711\u5377\u79ef\u8fdb\u884c\u6574\u5408\u3002<\/li>\n\n\n\n<li>\u4e0b\u5206\u652f\u5bf9\u5e94\u7684MPB\uff1a\u8f93\u5165\u7279\u5f81\u5728\u8be5MPB\u91cc\u5b9e\u73b0\u4e86\u5206\u8fa8\u7387\u51cf\u534a\uff0c\u901a\u9053\u6570\u52a0\u500d\uff0c\u4ee5\u6b64\u6765\u6355\u6349\u7ec6\u8282\u7279\u5f81\u3002<\/li>\n<\/ul>\n\n\n\n<p>MPB\u4f5c\u4e3a\u57fa\u672c\u5757\u7ec4\u6210\u4e86\u4e0a\u4e0b\u5206\u652f\uff0c\u8fdb\u884c\u591a\u5c3a\u5ea6\u7279\u5f81\u63d0\u53d6\uff0c\u4ea7\u751f\u8f7b\u91cf\u5316\u67b6\u6784\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">IM<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"478\" height=\"228\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-13-181624.png\" alt=\"\" class=\"wp-image-2826\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-13-181624.png 478w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-13-181624-300x143.png 300w\" sizes=\"auto, (max-width: 478px) 100vw, 478px\" \/><\/figure>\n\n\n\n<p>IM\u6a21\u5757\u7528\u4e8e\u4e0a\u4e0b\u5206\u652f\u8f93\u51fa\u7684\u4ea4\u4e92\uff0c\u5bf9\u5e94\u6d41\u7a0b\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"423\" height=\"98\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-13-181831.png\" alt=\"\" class=\"wp-image-2827\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-13-181831.png 423w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-13-181831-300x70.png 300w\" sizes=\"auto, (max-width: 423px) 100vw, 423px\" \/><\/figure>\n\n\n\n<p>\u901a\u8fc7\u4e0a\u9762\u7684\u6d41\u7a0b\uff0cIM\u5b9e\u73b0\u4e86\u4e0a\u4e0b\u5206\u652f\u4fe1\u606f\u4e4b\u95f4\u7684\u878d\u5408\uff0c\u589e\u5f3a\u6574\u4e2a\u7f51\u7edc\u7684\u7279\u5f81\u8868\u8fbe\u80fd\u529b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Edge Attention and Multiscale Feature Fusion Module<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"359\" height=\"600\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-13-182610.png\" alt=\"\" class=\"wp-image-2828\" style=\"width:177px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-13-182610.png 359w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-13-182610-180x300.png 180w\" sizes=\"auto, (max-width: 359px) 100vw, 359px\" \/><\/figure>\n\n\n\n<p>MSF\u7684\u8f93\u5165\u5206\u522b\u662f\u5168\u5c40\u7279\u5f81xi\u548c\u591a\u5c3a\u5ea6\u7279\u5f81ai\u3002\u5177\u4f53\u6d41\u7a0b\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"416\" height=\"62\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-13-190038.png\" alt=\"\" class=\"wp-image-2829\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-13-190038.png 416w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-13-190038-300x45.png 300w\" sizes=\"auto, (max-width: 416px) 100vw, 416px\" \/><\/figure>\n\n\n\n<p>EAF\u5c06MSF\u7684\u8f93\u51fa\u4e0e\u591a\u5c3a\u5ea6\u7279\u5f81ai\u4f5c\u4e3a\u8f93\u5165\uff0c\u5177\u4f53\u6d41\u7a0b\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"260\" height=\"58\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-13-190235.png\" alt=\"\" class=\"wp-image-2830\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9e\u9a8c<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Dataset<\/h3>\n\n\n\n<p>\u5728\u5b9e\u9a8c\u4e2d\uff0c\u4f5c\u8005\u91c7\u7528\u6765\u81eaCAMO\u6570\u636e\u96c6\u76841000\u5e45\u56fe\u50cf\u548c\u6765\u81eaCOD10K\u76843040\u5e45\u56fe\u50cf\u8fdb\u884c\u8bad\u7ec3\uff0c\u5728\u4e09\u4e2a\u901a\u7528\u7684COD\u57fa\u51c6\u6570\u636e\u96c6CAMO\uff0cCOD10K\uff0cNC4k \u4e0a\u8bc4\u4f30\u4f5c\u8005\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u8bc4\u6307\u4f30\u6807<\/h3>\n\n\n\n<p>\u4f5c\u8005\u4ee5Structure-measure(S_\u03b1)\uff0cMean Enhanced-measure(E_\u03c6)\uff0cWeighted F-measure(F_\u03b2^w)\uff0c adaptive E-measure(\u03b1E)\uff0c Mean Absolute Error(MAE)\u4f5c\u4e3a\u6700\u7ec8\u7684\u5206\u5272\u6548\u679c\u8bc4\u4ef7\u6307\u6807\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b9e\u9a8c\u7ed3\u679c<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"336\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-13-190428-1024x336.png\" alt=\"\" class=\"wp-image-2831\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-13-190428-1024x336.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-13-190428-300x98.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-13-190428-768x252.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-13-190428.png 1110w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u4f5c\u8005\u7684\u6a21\u578b\u5728\u6709\u6548\u51cf\u5c0f\u8ba1\u7b97\u6210\u672c\u7684\u60c5\u51b5\u4e0b\uff0c\u4ecd\u7136\u80fd\u591f\u5bf9\u4f2a\u88c5\u76ee\u6807\u8fdb\u884c\u7cbe\u51c6\u7684\u5206\u5272\uff0c\u5e76\u5728\u591a\u4e2a\u6570\u636e\u96c6\u4e0a\u7684\u6307\u6807\u8fbe\u5230\u6700\u4f18\u6027\u80fd\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u53ef\u89c6\u5316<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"354\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-13-190928-1024x354.png\" alt=\"\" class=\"wp-image-2832\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-13-190928-1024x354.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-13-190928-300x104.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-13-190928-768x266.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-13-190928.png 1093w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4ece\u56fe\u4e2d\u53ef\u4ee5\u770b\u51fa\uff0cLMABNET\u5728\u5904\u7406\u5c0f\u7269\u4f53\uff0c\u591a\u5bf9\u8c61\u4f2a\u88c5\u548c\u9ad8\u5185\u5728\u76f8\u4f3c\u6027\u4f2a\u88c5\u65b9\u9762\u8868\u73b0\u51fa\u8272\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6d88\u878d\u5b9e\u9a8c<\/h3>\n\n\n\n<p>\u4f5c\u8005\u4e3a\u4e86\u9a8c\u8bc1MSF\u4e0eEAF\u5bf9\u4e8e\u5206\u5272\u6027\u80fd\u63d0\u5347\u7684\u6709\u6548\u6027\uff0c\u8fdb\u884c\u4e86\u6d88\u878d\u5b9e\u9a8c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"532\" height=\"169\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-13-191240.png\" alt=\"\" class=\"wp-image-2834\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-13-191240.png 532w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-13-191240-300x95.png 300w\" sizes=\"auto, (max-width: 532px) 100vw, 532px\" \/><\/figure>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u6574\u5408\u8fd9\u4e24\u4e2a\u6a21\u5757\u53ef\u663e\u8457\u63d0\u5347\u6a21\u578b\u7684\u5206\u5272\u7cbe\u5ea6\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7ed3\u8bba<\/h2>\n\n\n\n<p>\u9488\u5bf9COD\u4efb\u52a1\uff0c\u4f5c\u8005\u63d0\u51fa\u7684LMABNET\u53ef\u4ee5\u5728\u63d0\u9ad8\u8ba1\u7b97\u6548\u7387\u7684\u540c\u65f6\uff0c\u4fdd\u8bc1\u6a21\u578b\u7684\u5206\u5272\u7cbe\u5ea6\u3002\u5b9e\u9a8c\u8868\u660e\u6a21\u578b\u4e2d\u7684\u591a\u5c3a\u5ea6\u7279\u5f81\u878d\u5408\u4f53\u7cfb\u7ed3\u6784\u548c\u8fb9\u7f18\u6ce8\u610f\u673a\u5236\u53ef\u663e\u8457\u63d0\u9ad8\u68c0\u6d4b\u7cbe\u5ea6\uff0c\u5e76\u4e14\u4e0d\u4f1a\u635f\u5bb3\u8ba1\u7b97\u6548\u7387\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u542f\u53d1<\/h2>\n\n\n\n<p>\u4f5c\u8005\u5728LMABNET\u4e2d\u7684Edge Attention\u6a21\u5757\u4e2d\u8fb9\u7f18\u6269\u5f20\u7684\u601d\u8def\u53ef\u4ee5\u8fdb\u4e00\u6b65\u601d\u8003\uff0c\u5c06\u5176\u5e94\u7528\u5728\u5f53\u524d\u5b9e\u9a8c\u4e2d\u7684\u8fb9\u7f18\u63d0\u53d6\u6a21\u5757\uff0c\u589e\u5f3a\u8fb9\u7f18\u7279\u5f81\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587\u6765\u6e90\uff1aICASSP\u53d1\u8868\u65e5\u671f\uff1a2025\u4f5c\u8005: Zihan Xu; Zheng Wang; Haoyu Wan [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2820","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2820","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=2820"}],"version-history":[{"count":5,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2820\/revisions"}],"predecessor-version":[{"id":2849,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2820\/revisions\/2849"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=2820"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=2820"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=2820"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}