{"id":2412,"date":"2025-01-16T09:30:46","date_gmt":"2025-01-16T01:30:46","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=2412"},"modified":"2025-01-16T09:30:46","modified_gmt":"2025-01-16T01:30:46","slug":"202501-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-where-you-edit-is-what-you-get-text-guided-image-editing-with-region-based-attention","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202501-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-where-you-edit-is-what-you-get-text-guided-image-editing-with-region-based-attention\/","title":{"rendered":"202501 \u8bba\u6587\u7814\u8bfb-Where you edit is what you get: Text-guided image editing with region-based attention"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1aChangming Xiao\u3001Qi Yang<br>\u5355\u4f4d\uff1a\u6e05\u534e\u5927\u5b66<br>\u6765\u6e90\uff1aPR<br>\u65f6\u95f4\uff1a2023<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u7814\u7a76\u76ee\u6807<\/h2>\n\n\n\n<p>\u2460\u5229\u7528\u4ece CLIP \u7b49\u9884\u8bad\u7ec3\u591a\u6a21\u6001\u6a21\u578b\u4e2d\u5b66\u5230\u7684\u4e30\u5bcc\u77e5\u8bc6\u5bf9\u4e8e\u6587\u672c\u5f15\u5bfc\u56fe\u50cf\u7f16\u8f91\u662f\u6709\u6548\u7684\uff0c\u4f46\u5927\u591a\u6570\u65b9\u6cd5\u9700\u8981\u9488\u5bf9\u4e0d\u540c\u7684\u63d0\u793a\u8bad\u7ec3\u5355\u72ec\u7684\u6a21\u578b\uff0c\u5e76\u4e14\u7531\u4e8e\u7f3a\u4e4f\u7a7a\u95f4\u89e3\u7f20\u7ed3\uff0c\u4e0d\u76f8\u5173\u7684\u533a\u57df\u5728\u7f16\u8f91\u540e\u7ecf\u5e38\u4f1a\u88ab\u66f4\u6539\u3002<br>\u2461\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u6846\u67b6\uff0c\u53ef\u4ee5\u6839\u636e\u4e00\u4e2a\u6a21\u578b\u4e2d\u7684\u4e0d\u540c\u63d0\u793a\u7f16\u8f91\u4e0d\u540c\u7684\u56fe\u50cf\u3002<br>\u2462\u91c7\u7528\u57fa\u4e8e\u533a\u57df\u7684\u7a7a\u95f4\u6ce8\u610f\u529b\u673a\u5236\u6765\u660e\u786e\u4fdd\u8bc1\u7f16\u8f91\u7684\u5c40\u90e8\u6027\u3002<br>\u2463\u4e3b\u8981\u5728\u4eba\u8138\u9886\u57df\u7684\u5b9e\u9a8c\u9a8c\u8bc1\u4e86\u6211\u4eec\u6846\u67b6\u7684\u53ef\u884c\u6027\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u76f8\u5173\u95ee\u9898<\/h2>\n\n\n\n<p>\u2460\u73b0\u6709\u7684\u8bb8\u591a\u6587\u672c\u5f15\u5bfc\u7684\u56fe\u50cf\u7f16\u8f91\u65b9\u6cd5\uff08\u5982StyleCLIP\u3001FEAT\u7b49\uff09\u5728\u5904\u7406\u4e0d\u540c\u6587\u672c\u63d0\u793a\u65f6\uff0c\u901a\u5e38\u9700\u8981\u4e3a\u6bcf\u4e2a\u63d0\u793a\u6216\u6837\u672c\u5355\u72ec\u8bad\u7ec3\u4e00\u4e2a\u6a21\u578b\u3002\u8fd9\u4e0d\u4ec5\u589e\u52a0\u4e86\u8ba1\u7b97\u6210\u672c\u548c\u590d\u6742\u6027\uff0c\u8fd8\u9650\u5236\u4e86\u8fd9\u4e9b\u65b9\u6cd5\u7684\u53ef\u6269\u5c55\u6027\u548c\u5b9e\u7528\u6027\u3002<br>\u2461\u5728\u73b0\u6709\u65b9\u6cd5\u4e2d\uff0c\u5c3d\u7ba1\u751f\u6210\u7684\u56fe\u50cf\u80fd\u591f\u6ee1\u8db3\u76ee\u6807\u5c5e\u6027\uff0c\u4f46\u5f80\u5f80\u4f1a\u5bfc\u81f4\u672a\u63d0\u53ca\u7684\u5c5e\u6027\u540c\u65f6\u53d1\u751f\u53d8\u5316\u3002\u4f8b\u5982\uff0c\u5728\u7f16\u8f91\u5934\u53d1\u989c\u8272\u65f6\uff0c\u53ef\u80fd\u4f1a\u65e0\u610f\u4e2d\u6539\u53d8\u9762\u90e8\u8868\u60c5\u6216\u5176\u4ed6\u4e0d\u76f8\u5173\u7684\u533a\u57df\u3002\u8fd9\u662f\u56e0\u4e3a\u5f53\u524d\u7684\u65b9\u6cd5\u7f3a\u4e4f\u6709\u6548\u7684\u7a7a\u95f4\u89e3\u7ea0\u7f20\u673a\u5236\uff0c\u65e0\u6cd5\u660e\u786e\u63a7\u5236\u7f16\u8f91\u64cd\u4f5c\u7684\u5177\u4f53\u533a\u57df\u3002<br>\u2462\u4e00\u4e9b\u5c1d\u8bd5\u5b9e\u73b0\u5c40\u90e8\u7f16\u8f91\u7684\u65b9\u6cd5\uff08\u5982FEAT\uff09\u867d\u7136\u4f7f\u7528\u4e86\u7a7a\u95f4\u6ce8\u610f\u529b\u56fe\uff0c\u4f46\u7531\u4e8e\u9700\u8981\u5e73\u8861\u4e0d\u540c\u7684\u635f\u5931\u51fd\u6570\uff0c\u5bfc\u81f4\u8bad\u7ec3\u8fc7\u7a0b\u4e0d\u7a33\u5b9a\uff0c\u96be\u4ee5\u6269\u5c55\u5230\u591a\u6587\u672c\u8bbe\u7f6e\u3002<br>\u2463\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u7528\u6237\u53ef\u80fd\u5e0c\u671b\u5bf9\u56fe\u50cf\u8fdb\u884c\u591a\u6b21\u7f16\u8f91\uff08\u5982\u987a\u5e8f\u7f16\u8f91\uff09\u6216\u8005\u53ea\u5bf9\u7279\u5b9a\u533a\u57df\u8fdb\u884c\u98ce\u683c\u8fc1\u79fb\u3002\u7136\u800c\uff0c\u73b0\u6709\u65b9\u6cd5\u5728\u8fd9\u65b9\u9762\u7684\u8868\u73b0\u5e76\u4e0d\u7406\u60f3\uff0c\u96be\u4ee5\u6ee1\u8db3\u8fd9\u4e9b\u9700\u6c42\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u63d0\u51fa\u7684\u65b9\u6cd5<\/h2>\n\n\n\n<p>\u2460\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u6846\u67b6\uff1a\u8be5\u6846\u67b6\u80fd\u591f\u5728\u5355\u4e00\u6a21\u578b\u4e2d\u7a33\u5b9a\u5730\u8bad\u7ec3\u9488\u5bf9\u591a\u6587\u672c\u63d0\u793a\u7684\u56fe\u50cf\u7f16\u8f91\u4efb\u52a1\uff0c\u89e3\u51b3\u4e86\u73b0\u6709\u65b9\u6cd5\u9700\u8981\u5bf9\u6bcf\u4e2a\u65b0\u6587\u672c\u6216\u56fe\u50cf\u8fdb\u884c\u5355\u72ec\u4f18\u5316\u7684\u95ee\u9898\u3002<br>\u2461\u5f15\u5165\u4e86\u57fa\u4e8e\u533a\u57df\u7684\u6ce8\u610f\u529b\u673a\u5236\uff1a\u901a\u8fc7\u8fd9\u79cd\u673a\u5236\u53ef\u4ee5\u660e\u786e\u4fdd\u8bc1\u7f16\u8f91\u64cd\u4f5c\u7684\u5c40\u90e8\u6027\uff0c\u907f\u514d\u4e0d\u76f8\u5173\u7684\u533a\u57df\u88ab\u6539\u53d8\u3002\u8fd9\u79cd\u65b9\u6cd5\u5229\u7528\u4e86StyleGAN\u6f5c\u5728\u7a7a\u95f4\u4e2d\u7684\u8bed\u4e49\u5c5e\u6027\uff0c\u5b9e\u73b0\u4e86\u66f4\u7cbe\u786e\u7684\u5c40\u90e8\u7f16\u8f91\u3002<br>\u2462\u5c55\u793a\u4e86\u5b9e\u9645\u5e94\u7528\u7684\u53ef\u80fd\u6027\uff1a\u5982\u987a\u5e8f\u7f16\u8f91\u548c\u533a\u57df\u98ce\u683c\u8fc1\u79fb\u7b49\uff0c\u8fd9\u4e9b\u5e94\u7528\u5728\u73b0\u6709\u5de5\u4f5c\u4e2d\u96be\u4ee5\u5b9e\u73b0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"851\" height=\"459\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/image-111.png\" alt=\"\" class=\"wp-image-2413\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/image-111.png 851w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/image-111-300x162.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/image-111-768x414.png 768w\" sizes=\"auto, (max-width: 851px) 100vw, 851px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\">\u6a21\u578b\u6982\u8ff0<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6620\u5c04\u6a21\u5757<\/h3>\n\n\n\n<p>\u5c06\u8f93\u5165\u63d0\u793a\u7684 CLIP \u7f16\u7801\u5b9a\u4e49\u4e3a h\uff0c\u5c06 StyleGAN2 \u7b2c i \u5c42\u7684\u6837\u5f0f\u4ee3\u7801\u5b9a\u4e49\u4e3a si\u3002\u6620\u5c04\u6a21\u5757\u7684\u76ee\u7684\u662f\u83b7\u53d6\u4fee\u6539\u540e\u7684\u6837\u5f0f\u4ee3\u7801ui = Mapi(si, h)\u3002<br><\/p>\n\n\n\n<p>\u9996\u5148\uff0c\u901a\u8fc7\u4e24\u5c42\u5168\u8fde\u63a5\uff08FC\uff09\u7f51\u7edc Fi \uff0c\u5c06 h \u8f6c\u6362\u4e3a\u6761\u4ef6\u4ee3\u7801 c\u3002\u518d\u901a\u8fc7\u4e00\u4e2a\u5355\u5c42FC\u7f51\u7edc\u5c06s_i\u8f6c\u53d8\u4e3as_i^t\u3002\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u8fde\u63a5 s_i \u548c c \u5e76\u4f7f\u7528\u53e6\u4e00\u4e2a\u5355\u5c42 FC \u7f51\u7edc\u5c06\u5b83\u4eec\u8f6c\u6362\u4e3a\u4fee\u6539\u540e\u7684\u6837\u5f0f\u4ee3\u7801u_i^init\u3002\u6700\u540e\uff0c\u6211\u4eec\u91c7\u7528\u622a\u65ad\u6280\u5de7[5]\u6765\u9632\u6b62\u6837\u5f0f\u4ee3\u7801\u504f\u5dee\u592a\u5927\uff1a<br><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"258\" height=\"47\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/image-112.png\" alt=\"\" class=\"wp-image-2414\"\/><\/figure>\n\n\n\n<p>\u5176\u4e2d\u03b1\u662f\u63a7\u5236\u7f16\u8f91\u7a0b\u5ea6\u7684\u622a\u65ad\u8d85\u53c2\u6570\u3002<\/p>\n\n\n\n<p>\u6620\u5c04\u6a21\u5757 Mapi \u7684\u53ef\u8bad\u7ec3\u90e8\u5206\u662f\u5168\u8fde\u63a5\u5c42\u3002\u7b2c i \u5c42\u6620\u5c04\u6a21\u5757\u7684\u8ba1\u7b97\u8fc7\u7a0b\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"643\" height=\"41\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/image-113.png\" alt=\"\" class=\"wp-image-2415\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/image-113.png 643w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/image-113-300x19.png 300w\" sizes=\"auto, (max-width: 643px) 100vw, 643px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u6ce8\u610f\u529b\u6a21\u5757<\/h3>\n\n\n\n<p>\u6ce8\u610f\u529b\u6a21\u5757 Attn \u5c06 StyleGAN2 \u56fe\u5c42\u7684\u7279\u5f81\u4f5c\u4e3a\u8f93\u5165\uff0c\u5e76\u8f93\u51fa\u5355\u901a\u9053\u7279\u5f81\u56fe\u4f5c\u4e3a\u7a7a\u95f4\u6ce8\u610f\u529b\u3002\u5373\u5c06\u751f\u6210\u5668\u7b2c i \u5c42\u7684\u7279\u5f81\u5b9a\u4e49\u4e3a<br><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"130\" height=\"28\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/image-115.png\" alt=\"\" class=\"wp-image-2417\"\/><\/figure>\n\n\n\n<p>\u5176\u4e2d Ci \u8868\u793a\u901a\u9053\u6570\uff0cHi \u00d7 Wi \u8868\u793a\u5206\u8fa8\u7387\u3002\u6bcf\u5c42\u5e94\u75281\u00d71\u8c03\u5236\u5377\u79ef\u5c42 Mi\u6765\u53d8\u6362\u7279\u5f81\u56fe\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u5c06\u5206\u5c42\u6ce8\u610f\u529b\u56fe\u6574\u5408\u5728\u4e00\u8d77\uff0c\u6211\u4eec\u5c06\u6bcf\u4e2a ai \u63d2\u503c\u5230\u4e00\u5b9a\u7684\u5206\u8fa8\u7387 H \u00d7 W \u4ee5\u83b7\u5f97<br>a_i^\u2217 \u2208 RC\u00d7H\u00d7W \u3002\u7136\u540e\uff0c\u6765\u81ea\u4e0d\u540c\u5c42\u7684 a_i^\u2217 \u53ef\u4ee5\u6cbf\u7740\u901a\u9053\u7ef4\u5ea6\u8fde\u63a5\uff0c\u5e76\u5c06\u5b83\u4eec\u9988\u9001\u5230\u6700\u7ec8\u7684 1 \u00d7 1 \u8c03\u5236\u5377\u79ef\u5c42 Mfin\uff0c\u7136\u540e\u662f sigmoid \u6fc0\u6d3b\u5c42\uff0c\u4ee5\u4ea7\u751f\u521d\u59cb\u7a7a\u95f4\u6ce8\u610f\u529b\u56fe a \u2208 R1\u00d7H\u00d7W \u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u57fa\u4e8e\u533a\u57df\u7684\u6ce8\u610f\u529b\u673a\u5236<\/h3>\n\n\n\n<p>\u521d\u6b65\u5b9e\u9a8c\u8868\u660e\u8bad\u7ec3\u901a\u5e38\u4e0d\u7a33\u5b9a\uff0c\u5373\u4f7f\u5bf9\u4e8e\u5355\u6587\u672c\u4e5f\u662f\u5982\u6b64\u3002\u672c\u6587\u5c06\u5176\u5f52\u56e0\u4e8e\u6ce8\u610f\u529b\u5e26\u6765\u7684\u989d\u5916\u4f18\u5316\u81ea\u7531\u5ea6\u3002\u6a21\u578b\u73b0\u5728\u6709\u4e24\u79cd\u9009\u62e9\u6765\u51cf\u5c11\u635f\u5931\uff1a\u66f4\u6539\u6837\u5f0f\u4ee3\u7801\u6216\u66f4\u6539\u7f16\u8f91\u533a\u57df\uff0c\u6a21\u578b\u901a\u5e38\u5f88\u96be\u5728\u5b83\u4eec\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u3002\u56e0\u6b64\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u4ece\u7ed3\u6784\u5316\u533a\u57df\u4e2d\u8fdb\u884c\u9009\u62e9\u7684\u65b9\u6cd5\uff0c\u800c\u4e0d\u662f\u4ece\u6574\u4e2a\u56fe\u50cf\u5f00\u59cb\uff0c\u8fd9\u6837\u53ef\u4ee5\u8ba9\u6a21\u578b\u66f4\u5bb9\u6613\u5730\u627e\u5230\u4e00\u6761\u597d\u7684\u4f18\u5316\u8def\u7ebf\u3002<br>\u66f4\u786e\u5207\u5730\u8bf4\uff0c\u67d0\u4e00\u5c42\u7684\u7279\u5f81\u56fe\u7684\u7ef4\u5ea6\u4e3a C \u00d7 H \u00d7 W\uff0c\u5176\u4e2d C \u662f\u901a\u9053\u6570\uff0cH \u00d7 W \u662f\u7a7a\u95f4\u7ef4\u5ea6\u3002 \u6536\u96c6 N \u4e2a\u6837\u672c\u5e76\u5bf9\u7279\u5f81\u8fdb\u884c\u6241\u5e73\u5316\u5904\u7406\u3001\u6211\u4eec\u53ef\u4ee5\u5f97\u5230 N \u00d7 H \u00d7 W C \u7ef4\u5411\u91cf\uff0c\u5e76\u5bf9\u8fd9\u4e9b\u5411\u91cf\u5e94\u7528 k-means \u7b97\u6cd5\u3002<\/p>\n\n\n\n<p>\u81f3\u4e8e\u672c\u6587\u7684\u65b9\u6cd5\uff0c\u672c\u6587\u4e8b\u5148\u4f7f\u7528100\u4e2a\u6837\u672c\u5bf9\u7279\u5f81\u8fdb\u884c\u805a\u7c7b\u3002 \u5728\u5904\u7406\u65b0\u56fe\u50cf\u65f6\uff0c\u53ef\u4ee5\u6839\u636e\u5b58\u50a8\u7684\u805a\u7c7b\u4e2d\u5fc3\u5206\u5272\u8bed\u4e49\u533a\u57df\uff0c\u672c\u6587\u4ece\u591a\u4e2a\u8bed\u4e49\u533a\u57df\u4e2d\u9009\u62e9\u7f16\u8f91\u533a\u57df\uff0c\u800c\u4e0d\u662f\u6574\u4e2a\u50cf\u7d20\u7a7a\u95f4\u3002 \u672c\u6587\u8ba1\u7b97\u4e00\u4e2a\u8bed\u4e49\u533a\u57df\u7684\u5e73\u5747\u6ce8\u610f\u529b\u503c\uff0c\u5e76\u5c06\u5176\u4f5c\u4e3a\u8be5\u533a\u57df\u6240\u6709\u4f4d\u7f6e\u7684\u65b0\u6ce8\u610f\u529b\u503c\u3002 \u7136\u540e\u901a\u8fc7\u805a\u7c7b\u64cd\u4f5c\uff0c\u4ece\u521d\u59cb\u6ce8\u610f\u529b\u56fe a \u5f97\u5230\u805a\u7c7b\u7a7a\u95f4\u6ce8\u610f\u529b\u56fe a\u2208R1\u00d7H\u00d7W \u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u7814\u7a76\u7ed3\u8bba\u4e0e\u521b\u65b0<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"512\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/image-117-1024x512.png\" alt=\"\" class=\"wp-image-2419\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/image-117-1024x512.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/image-117-300x150.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/image-117-768x384.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/image-117.png 1078w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1017\" height=\"396\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/image-118.png\" alt=\"\" class=\"wp-image-2420\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/image-118.png 1017w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/image-118-300x117.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/01\/image-118-768x299.png 768w\" sizes=\"auto, (max-width: 1017px) 100vw, 1017px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u3001\u603b\u7ed3\u601d\u8003<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u603b\u7ed3<\/h3>\n\n\n\n<p>\u8bba\u6587\u4ecb\u7ecd\u7684\u65b9\u6cd5\u901a\u8fc7\u7ed3\u5408\u6587\u672c\u6307\u5bfc\u548c\u57fa\u4e8e\u533a\u57df\u7684\u6ce8\u610f\u529b\u673a\u5236\uff0c\u5728\u6587\u672c\u5f15\u5bfc\u7684\u56fe\u50cf\u7f16\u8f91\u4efb\u52a1\u4e2d\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\u3002\u5b83\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u7f16\u8f91\u7684\u51c6\u786e\u6027\u548c\u6548\u7387\uff0c\u8fd8\u6269\u5c55\u4e86\u8be5\u6280\u672f\u7684\u5e94\u7528\u8303\u56f4\uff0c\u4f7f\u5176\u80fd\u591f\u5904\u7406\u66f4\u591a\u6837\u5316\u7684\u7f16\u8f91\u9700\u6c42\u3002<br>\u6b64\u7814\u7a76\u5bf9\u4e8e\u5e0c\u671b\u5728\u4e0d\u6539\u53d8\u5176\u4ed6\u90e8\u5206\u7684\u60c5\u51b5\u4e0b\u7cbe\u786e\u7f16\u8f91\u56fe\u50cf\u7279\u5b9a\u533a\u57df\u7684\u5e94\u7528\u573a\u666f\u7279\u522b\u6709\u4ef7\u503c\uff0c\u6bd4\u5982\u6570\u5b57\u827a\u672f\u521b\u4f5c\u3001\u7167\u7247\u7f16\u8f91\u8f6f\u4ef6\u7b49\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u601d\u8003<\/h3>\n\n\n\n<p>\u672c\u6587\u7684\u65b9\u6cd5\u5728\u5c40\u90e8\u7f16\u8f91\u4ee5\u53ca\u987a\u5e8f\u7f16\u8f91\u65b9\u9762\u53d6\u5f97\u4e86\u4e00\u5b9a\u7684\u8fdb\u5c55\uff0c\u901a\u8fc7\u672c\u6587\u63d0\u51fa\u7684\u65b9\u6cd5\u80fd\u591f\u6709\u6548\u7cbe\u786e\u7684\u7f16\u8f91\u60f3\u8981\u7f16\u8f91\u7684\u90e8\u4f4d\uff0c\u5728\u7814\u7a76\u503c\u5f97\u8fdb\u884c\u501f\u9274<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1aChangming Xiao\u3001Qi Yang\u5355\u4f4d\uff1a\u6e05\u534e\u5927\u5b66\u6765\u6e90\uff1aPR\u65f6\u95f4\uff1a2023 \u4e00\u3001\u7814\u7a76\u76ee\u6807 \u2460\u5229\u7528 [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2412","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2412","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\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=2412"}],"version-history":[{"count":1,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2412\/revisions"}],"predecessor-version":[{"id":2421,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2412\/revisions\/2421"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=2412"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=2412"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=2412"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}