{"id":316,"date":"2025-04-03T00:00:47","date_gmt":"2025-04-02T16:00:47","guid":{"rendered":"http:\/\/106.52.84.14\/?p=316"},"modified":"2025-04-03T00:00:47","modified_gmt":"2025-04-02T16:00:47","slug":"celnet%ef%bc%9a%e4%b8%80%e7%a7%8d%e5%9f%ba%e4%ba%8e%e5%bc%b1%e7%9b%91%e7%9d%a3%e7%9a%84%e7%99%8c%e5%8c%ba%e6%a3%80%e6%b5%8b%e7%ae%97%e6%b3%95","status":"publish","type":"post","link":"https:\/\/www.mics-ai.com\/index.php\/2025\/04\/03\/celnet%ef%bc%9a%e4%b8%80%e7%a7%8d%e5%9f%ba%e4%ba%8e%e5%bc%b1%e7%9b%91%e7%9d%a3%e7%9a%84%e7%99%8c%e5%8c%ba%e6%a3%80%e6%b5%8b%e7%ae%97%e6%b3%95\/","title":{"rendered":"CELNet\uff1a\u4e00\u79cd\u57fa\u4e8e\u5f31\u76d1\u7763\u7684\u764c\u533a\u68c0\u6d4b\u7b97\u6cd5"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u8fd9\u7bc7\u6587\u7ae0\u63d0\u51fa\u4e86\u4e00\u4e2a\u57fa\u4e8e\u5f31\u76d1\u7763\u7684\u764c\u533a\u68c0\u6d4b\u7b97\u6cd5\u3002\u8be5\u7b97\u6cd5\u4e3b\u8981\u5206\u4e3a\u4e24\u4e2a\u9636\u6bb5\uff0c\u7b2c\u4e00\u4e2a\u9636\u6bb5\u5229\u7528\u6709\u7c7b\u522b\u6807\u7b7e\u7684\u6570\u636e\u8bad\u7ec3\u4e86\u4e00\u4e2a\u5206\u7c7b\u6a21\u578b\uff0c\u7b2c\u4e8c\u9636\u6bb5\u57fa\u4e8e\u8bad\u7ec3\u7684\u5206\u7c7b\u6a21\u578b\u63d0\u53d6\u7279\u5f81\u56fe\u8fdb\u884c\u764c\u533a\u68c0\u6d4b\u3002\u7b97\u6cd5\u7684\u4e3b\u8981\u6d41\u7a0b\u5982\u56fe1\u6240\u793a\u3002\u4e3b\u8981\u7684\u5de5\u4f5c\u6709\u4e09\u4e2a\uff1a\u63d0\u51fa\u4e86Multi-branch Attention Module (MAM)\uff1b\u5c06\u7f51\u7edc\u7684\u7b2c\u4e8c\u5c42\u8f93\u51fa\u548c\u7b2c\u4e09\u5c42\u8f93\u51fa\u8fdb\u884cdeep supervision (DS)\u64cd\u4f5c\uff1b\u5229\u7528Cancer Activate Map (CAM) \u548c Cancer Saliency Map (CSM)\u4e92\u8865\u878d\u5408\u5b9e\u73b0\u764c\u533a\u68c0\u6d4b\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-1-11-15-1-1.png\" alt=\"\" class=\"wp-image-317\"\/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u56fe1. CELNet\u4e3b\u8981\u7b97\u6cd5\u6d41\u7a0b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">MAM\uff1a\u8fd9\u662f\u4e00\u4e2a\u96c6\u7a7a\u95f4\u6ce8\u610f\u529b\u673a\u5236\u548c\u901a\u9053\u6ce8\u610f\u529b\u673a\u5236\u4e8e\u4e00\u4f53\u7684\u6a21\u5757\u3002\u7b2c\u4e00\u6b65\u57fa\u4e8e\u901a\u9053\u6ce8\u610f\u529b\u673a\u5236\u5bf9\u8f93\u5165\u7279\u5f81\u56fe\u8fdb\u884c\u538b\u7f29\uff0c\u7b2c\u4e8c\u6b65\u5229\u7528\u5927\u5c0f\u4e3a3\u30015\u30017\u7684\u5377\u79ef\u6838\u7ec4\u6210\u4e09\u4e2a\u5e76\u884c\u5206\u652f\uff0c\u5206\u522b\u5bf9\u8f93\u5165\u538b\u7f29\u7279\u5f81\u56fe\u63d0\u53d6\u7a7a\u95f4\u7eb9\u7406\u7279\u5f81\uff0c\u6700\u540e\u5c06\u591a\u5c3a\u5ea6\u7279\u5f81\u56fe\u76f4\u63a5\u76f8\u52a0\u5373\u4e3a\u8f93\u51fa\u7ed3\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">DS\uff1a\u8be5\u7b97\u6cd5\u5c06\u7b2c\u4e8c\u5c42\u7279\u5f81\u56fe\u548c\u7b2c\u4e09\u5c42\u7279\u5f81\u56fe\u5206\u522b\u4f5c\u4e86\u5168\u5c40\u6700\u5927\u6c60\u5316\u548c\u5168\u5c40\u5e73\u5747\u6c60\u5316\uff0c\u5e76\u5c06\u4e24\u79cd\u6c60\u5316\u7ed3\u679c\u62fc\u63a5\u8f93\u51fa\u3002DS\u64cd\u4f5c\u80fd\u591f\u9f13\u52b1\u6a21\u578b\u66f4\u5173\u6ce8\u56fe\u50cf\u4e2d\u6700\u6709\u5229\u4e8e\u5206\u7c7b\u7684\u90e8\u5206\uff0c\u5e76\u4e14\u5168\u5c40\u5173\u6ce8\u56fe\u50cf\u4e2d\u6240\u6709\u6709\u5229\u4e8e\u5206\u7c7b\u7684\u533a\u57df\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Complementary Fusion\uff1a\u68c0\u6d4b\u90e8\u5206\u63d0\u53d6\u4e86CAM\uff08<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-1-11-16-1-1.png\" alt=\"\" class=\"wp-image-318\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\uff09\u548cCSM\uff08<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-1-11-17-1-1.png\" alt=\"\" class=\"wp-image-319\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\uff09\u4e24\u79cd\u7279\u5f81\u56fe\u3002\u5047\u8bbe\u7b2cl<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c42\u7684\u7279\u5f81\u56fe\u4e3a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-1-11-19-1-1.png\" alt=\"\" class=\"wp-image-321\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\uff0c\u82e5<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-1-12-10-1-1.png\" alt=\"\" class=\"wp-image-322\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8868\u793a\u7b2ck\u4e2a\u7279\u5f81\u5e73\u9762\uff0c<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-1-12-11-1-1.png\" alt=\"\" class=\"wp-image-323\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee3\u8868\u4e86\u7b2ck\u4e2a\u7279\u5f81\u5e73\u9762\u7684\u6743\u91cd\uff0c\u5219\u7b2cl<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c42\u7684CAM\u53ef\u4ee5\u8868\u793a\u4e3a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-1-12-14-1-1.png\" alt=\"\" class=\"wp-image-326\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u3002CAM\u4f53\u73b0\u7684\u662f\u8f93\u5165\u56fe\u50cf\u4e0a\u7684\u5c40\u90e8\u533a\u57df\u5bf9\u4e8e\u5206\u7c7b\u7684\u8d21\u732e\u5ea6\uff0c\u5e76\u4e14\u6839\u636e\u4e0d\u540c\u533a\u57df\u7684\u8d21\u732e\u6743\u91cd\u5f97\u5230\u76ee\u6807\u764c\u533a\u7684\u5b9a\u4f4d\u7ed3\u679c\u3002\u8fd9\u7bc7\u6587\u7ae0\u9009\u62e9\u4e86\u6a21\u578b\u4e2d\u7b2c\u4e8c\u5c42\u548c\u7b2c\u4e09\u5c42\u7684\u6b8b\u5dee\u6a21\u5757\u8f93\u51fa\u7684\u7279\u5f81\u56fe\u6839\u636eCAM\u539f\u7406\u5206\u522b\u8ba1\u7b97\u5f97\u5230<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-1-12-15-1-1.png\" alt=\"\" class=\"wp-image-327\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u548c<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-1-12-16-1-1.png\" alt=\"\" class=\"wp-image-328\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\uff0c\u6839\u636e\u516c\u5f0f<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-1-12-17-1-1.png\" alt=\"\" class=\"wp-image-329\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fdb\u884c\u7279\u5f81\u878d\u5408\u5f97\u5230<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-1-12-18-1-1.png\" alt=\"\" class=\"wp-image-330\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\uff0c\u5176\u4e2d<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-1-12-19-1-1.png\" alt=\"\" class=\"wp-image-331\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8868\u793a\u4e8c\u503c\u4e0a\u91c7\u6837\uff0c<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-1-13-10-1-1.png\" alt=\"\" class=\"wp-image-332\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3a[0,1]\u4e4b\u95f4\u7684\u53c2\u6570\u3002CSM\u5219\u4f53\u73b0\u4e86\u539f\u8f93\u5165\u56fe\u50cf\u4e0a\u6bcf\u4e00\u4e2a\u50cf\u7d20\u5bf9\u4e8e\u5206\u7c7b\u7684\u8d21\u732e\u5ea6\uff0c\u672c\u6587\u7b97\u6cd5\u5728\u8ba1\u7b97\u6bcf\u4e2a\u50cf\u7d20\u7684\u8d21\u732e\u6743\u91cd\u4e4b\u524d\u5148\u5bf9\u539f\u56fe\u50cf\u8fdb\u884c\u4e86\u7070\u5ea6\u8f6c\u6362\u548c\u9ad8\u65af\u5e73\u6ed1\u5904\u7406\uff0c\u4ee5\u6ee4\u9664\u539f\u56fe\u5e26\u6765\u7684\u566a\u58f0\uff0c\u7136\u540e\u901a\u8fc7CSM\u7b97\u6cd5\u8ba1\u7b97\u5f97\u5230<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-1-13-11-1-1.png\" alt=\"\" class=\"wp-image-333\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u3002\u5229\u7528<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-1-13-12-1-1.png\" alt=\"\" class=\"wp-image-334\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u548c<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-1-13-13-1-1.png\" alt=\"\" class=\"wp-image-335\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\uff0c\u901a\u8fc7<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-1-13-14-1-1.png\" alt=\"\" class=\"wp-image-336\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8ba1\u7b97\u5f97\u5230M\uff0c\u5176\u4e2d<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-1-13-15-1-1.png\" alt=\"\" class=\"wp-image-337\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8868\u793a\u5143\u7d20\u70b9\u4e58\uff0c<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-1-13-16-1-1.png\" alt=\"\" class=\"wp-image-338\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3a\u4ea4\u53c9\u9a8c\u8bc1\u5f97\u5230\u7684\u7cfb\u6570\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6587\u7ae0\u9009\u62e9\u4e86PCam\u548cCamelyon16\u4e24\u4e2a\u6570\u636e\u96c6\u6d4b\u8bc4CELNet\u7684\u5206\u7c7b\u6027\u80fd\uff0c\u9009\u7528\u4e86Acc\u3001AUC\u3001FROC\u3001Params\u8861\u91cf\u5206\u7c7b\u6548\u679c\uff0c\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-1-13-17-1-1.png\" alt=\"\" class=\"wp-image-339\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-1-13-18-1-1.png\" alt=\"\" class=\"wp-image-340\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u76f8\u8f83\u4e8eResNet18\u3001DenseNet\u4ee5\u53caP4M-DenseNet\uff0cCELNet\u5728PCam\u6570\u636e\u96c6\u4e0a\u7684\u5206\u7c7b\u6548\u679c\u90fd\u7565\u6709\u63d0\u5347\uff0c\u800c\u5728Camelyon16\u6570\u636e\u96c6\u4e0a\uff0cCELNet\u7684\u5206\u7c7b\u6548\u679c\u4e5f\u9ad8\u4e8eLiu\u548cPathologist\u7b97\u6cd5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6587\u7ae0\u5728HPLOC\u6570\u636e\u96c6\u4e0a\u6d4b\u8bc4\u4e86CELNet\u7684\u68c0\u6d4b\u6027\u80fd\uff0c\u5b9a\u4e49\u68c0\u6d4b\u7ed3\u679c\u548cground truth\u7684\u76f8\u4ea4\u9762\u79ef\u5927\u4e8eground truth\u768475%\u65f6\u4e3a\u51c6\u786e\u68c0\u6d4b\uff0c\u5e76\u6839\u636e\u5b9a\u4e49\u7684\u68c0\u6d4b\u6307\u6807\u8ba1\u7b97\u68c0\u6d4b\u7cbe\u51c6\u5ea6\u548c\u53ec\u56de\u7387\u3002\u7ed3\u679c\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-1-13-19-1-1.png\" alt=\"\" class=\"wp-image-341\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u53ef\u4ee5\u7531Table3\u770b\u51fa\uff0cCELNet\u7684\u68c0\u6d4b\u51c6\u786e\u7387\u660e\u663e\u9ad8\u4e8eResNet18+Backprop\u4ee5\u53caResNet18+GradCAM\uff0cTable3\u7684\u4e0b\u534a\u90e8\u5206\u4e3aCELNet\u68c0\u6d4b\u90e8\u5206\u7684\u6d88\u878d\u5b9e\u9a8c\uff0c\u8bc1\u660e\u4e86\u5176\u4e2d\u7684MAM\u6a21\u5757\u4ee5\u53caDS\u64cd\u4f5c\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53c2\u8003\u6587\u732e<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[1] Huang Y, Chung A C S. Evidence Localization for Pathology Images Using Weakly Supervised Learning[C]\/\/International Conference on Medical Image Computing and Computer-Assisted Intervention. Springer, Cham, 2019: 613-621.<\/p>\n\n\n\n<p class=\"has-text-align-right wp-block-paragraph\">\u672c\u6587\u4f5c\u8005\uff1a\u6731\u4e2d\u676d&nbsp; &nbsp;<\/p>\n\n\n\n<p class=\"has-text-align-right wp-block-paragraph\">\u6307\u5bfc\u8001\u5e08\uff1a\u738b\u8fde\u751f&nbsp; &nbsp;<\/p>\n\n\n\n<p class=\"has-text-align-right wp-block-paragraph\">\u5355&nbsp; &nbsp; &nbsp; \u4f4d\uff1a\u53a6\u95e8\u5927\u5b66<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">\u533b\u5b66\u56fe\u50cf\u8ba1\u7b97\u9752\u5e74\u7814\u8ba8\u4f1a\uff08Medical Imaging Computing Seminar\uff0cMICS\uff09\u521b\u7acb\u4e8e2014\u5e74\uff0c\u5176\u5b97\u65e8\u662f\u4e3a\u533b\u5b66\u56fe\u50cf\u9886\u57df\u7684\u534e\u4eba\u9752\u5e74\u5b66\u8005\u63d0\u4f9b\u5b66\u672f\u4ea4\u6d41\u5e73\u53f0\uff0c\u589e\u8fdb\u76f8\u4e92\u4e4b\u95f4\u7684\u4e86\u89e3\u548c\u53cb\u8c0a\uff0c\u5e2e\u52a9\u9752\u5e74\u5b66\u8005\u878d\u5165\u5b66\u672f\u7814\u7a76\u5927\u5bb6\u5ead\u3002MICS\u805a\u7126\u4e8e\u8fd1\u4e24\u5e74\u5185\u7684\u533b\u5b66\u56fe\u50cf\u8ba1\u7b97\u9886\u57df\u539f\u521b\u7814\u7a76\uff0c\u6b22\u8fce\u533b\u5b66\u56fe\u50cf\u5904\u7406\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u4eba\u5de5\u667a\u80fd\u7b49\u65b0\u7406\u8bba\u3001\u65b0\u65b9\u6cd5\u3001\u65b0\u5e94\u7528\u7684\u5c55\u793a\uff0c\u4ee5\u53ca\u5f71\u50cf\u4e0e\u4e34\u5e8a\u533b\u5b66\u3001\u57fa\u7840\u533b\u5b66\u6df1\u5ea6\u4ea4\u53c9\u7684\u7a81\u7834\u6027\u8fdb\u5c55\u62a5\u544a\u3002\u9996\u5c4aMICS\u5728\u533b\u5b66\u56fe\u50cf\u9886\u57df\u8457\u540d\u5b66\u8005\u3001\u5317\u5361\u7f57\u6765\u7eb3\u5927\u5b66\u6559\u5802\u5c71\u5206\u6821\u6c88\u5b9a\u521a\u6559\u6388\u7684\u5021\u8bae\u4e0b\uff0c\u4e8e2014\u5e7412\u6708\u5728\u6df1\u5733\u5927\u5b66\u4e3e\u884c\u3002\u7ecf\u8fc72015\uff08\u6d4e\u5357\uff09\u30012016\uff08\u5e7f\u5dde\uff09\u30012017\uff08\u4e0a\u6d77\uff09\u30012018\uff08\u5357\u4eac\uff09\u30012019\uff08\u82cf\u5dde\uff09\u7684\u84ec\u52c3\u53d1\u5c55\uff0cMICS\u4ece\u53c2\u4f1a\u4eba\u6570\u4e0d\u8db3\u767e\u4eba\u5230\u5438\u5f15\u4e0a\u5343\u540d\u4e13\u5bb6\u5b66\u8005\u53c2\u4e0e\uff0c\u5df2\u8fc5\u901f\u6210\u4e3a\u5168\u56fd\u533b\u5b66\u56fe\u50cf\u8ba1\u7b97\u9886\u57df\u6700\u5177\u5f71\u54cd\u529b\u7684\u6d3b\u52a8\u4e4b\u4e00\u30022020\u5e74\u7684MICS\u4f1a\u8bae\u5c06\u4e8e7\u670818~19\u65e5\u5728\u5927\u8fde\u4e3e\u529e\uff0c\u6b22\u8fce\u5168\u7403\u540c\u9053\u4e13\u5bb6\u548c\u540c\u5b66\u5171\u805a\u5b66\u672f\u76db\u5bb4\uff01<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-1-14-10-1-1.png\" alt=\"\" class=\"wp-image-342\"\/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u201c\u533b\u5b66\u56fe\u50cf\u8ba1\u7b97\u9752\u5e74\u7814\u8ba8\u4f1a\u201d\u5fae\u4fe1\u516c\u4f17\u53f7<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8fd9\u7bc7\u6587\u7ae0\u63d0\u51fa\u4e86\u4e00\u4e2a\u57fa\u4e8e\u5f31\u76d1\u7763\u7684\u764c\u533a\u68c0\u6d4b\u7b97&hellip;<\/p>\n","protected":false},"author":1,"featured_media":317,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7],"tags":[],"class_list":["post-316","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-7"],"_links":{"self":[{"href":"https:\/\/www.mics-ai.com\/index.php\/wp-json\/wp\/v2\/posts\/316","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.mics-ai.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.mics-ai.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.mics-ai.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.mics-ai.com\/index.php\/wp-json\/wp\/v2\/comments?post=316"}],"version-history":[{"count":0,"href":"https:\/\/www.mics-ai.com\/index.php\/wp-json\/wp\/v2\/posts\/316\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.mics-ai.com\/index.php\/wp-json\/wp\/v2\/media\/317"}],"wp:attachment":[{"href":"https:\/\/www.mics-ai.com\/index.php\/wp-json\/wp\/v2\/media?parent=316"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.mics-ai.com\/index.php\/wp-json\/wp\/v2\/categories?post=316"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.mics-ai.com\/index.php\/wp-json\/wp\/v2\/tags?post=316"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}