{"id":5039,"date":"2026-04-17T17:40:37","date_gmt":"2026-04-17T09:40:37","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=5039"},"modified":"2026-04-20T15:44:12","modified_gmt":"2026-04-20T07:44:12","slug":"__trashed","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/__trashed\/","title":{"rendered":"202604 \u8bba\u6587\u7814\u8bfb-RealCamo: Boosting Real Camouflage Synthesis with Layout Controls and Textual-Visual Guidance"},"content":{"rendered":"\n

\u4f5c\u8005\uff1aChunyuan Chen, Yunuo Cai, Shujuan Li, Weiyun Liang, Bin Wang, Jing Xu<\/p>\n\n\n\n

\u65f6\u95f4\uff1a2025.12<\/p>\n\n\n\n

\u6765\u6e90\uff1aarXiv<\/p>\n\n\n\n

\u80cc\u666f<\/h2>\n\n\n\n

\u4f2a\u88c5\u76ee\u6807\u68c0\u6d4b\uff08COD\uff09\u4f9d\u8d56\u5e26\u50cf\u7d20\u7ea7\u6807\u6ce8\u7684\u4f2a\u88c5\u573a\u666f\uff0c\u4f46\u771f\u5b9e\u6570\u636e\u89c4\u6a21\u8fdc\u5c0f\u4e8e\u901a\u7528\u68c0\u6d4b\u6570\u636e\u96c6\uff1b\u7528\u751f\u6210\u6a21\u578b\u505a \u4f2a\u88c5\u56fe\u50cf\u751f\u6210\uff08CIG\uff09 \u662f\u81ea\u7136\u7684\u8865\u6570\u636e\u8def\u5f84\u3002\u73b0\u6709 CIG \u5f80\u5f80\u5361\u5728\u4e24\u7c7b\u73b0\u8c61\u4e0a\uff1a\u8981\u4e48\u524d\u666f\u4e0e\u80cc\u666f\u5916\u89c2\u4e0d\u591f\u50cf\uff0c\u4f2a\u88c5\u611f\u5f31\uff1b\u8981\u4e48\u80cc\u666f\u7eb9\u7406\u770b\u4f3c\u4e30\u5bcc\uff0c\u5374\u4e0e\u7269\u4f53\u8bed\u4e49\u3001\u573a\u666f\u5e38\u8bc6\u4e0d\u4e00\u81f4\u3002RealCamo \u628a\u95ee\u9898\u660e\u786e\u6210\u300c\u5916\u7ed8\u5f0f\u300d\u751f\u6210\u91cc \u5c0f\u524d\u666f\u3001\u5927\u80cc\u666f \u5e26\u6765\u7684 \u89c6\u89c9\u76f8\u4f3c\u6027 \u4e0e \u8bed\u4e49\/\u7ed3\u6784\u5408\u7406\u6027 \u96be\u4ee5\u540c\u65f6\u6ee1\u8db3\uff0c\u5e76\u7528\u4e24\u6761\u4e92\u8865\u7684\u63a7\u5236\u94fe\u6765\u6536\u7d27\u751f\u6210\u8fc7\u7a0b\u3002<\/p>\n\n\n\n

\u8d21\u732e<\/h2>\n\n\n\n
    \n
  1. \u53ef\u63a7\u7684\u4f2a\u88c5\u56fe\u50cf\u5408\u6210\u6846\u67b6 RealCamo\n
      \n
    • \u5728 Stable Diffusion 1.5 + ControlNet \u4e0a\uff0c\u7528 \u5e03\u5c40\u63a7\u5236\u751f\u6210\u5668\uff08LCG\uff09 \u6ce8\u5165 \u5bf9\u6bd4\u5ea6\u3001\u6df1\u5ea6\u3001HED \u8f6e\u5ed3 \u7b49\u591a\u8def\u7ed3\u6784\u5148\u9a8c\uff0c\u7ea6\u675f \u5168\u5c40\u7a7a\u95f4\u5e03\u5c40\uff0c\u51cf\u8f7b\u300c\u8bed\u4e49\u4e0a\u8bf4\u4e0d\u901a\u300d\u7684\u80cc\u666f\u3002<\/li>\n\n\n\n
    • \u7528 \u9762\u5411\u7eb9\u7406\u7684\u80cc\u666f\u68c0\u7d22\uff08TOBR\uff09 + \u6587\u672c\u2013\u89c6\u89c9\u6761\u4ef6\u751f\u6210\u5668\uff08TVCG\uff09 \u6784\u9020 \u591a\u6a21\u6001\u6761\u4ef6\uff08\u7edf\u4e00\u7ec6\u7c92\u5ea6\u82f1\u6587\u4efb\u52a1\u63cf\u8ff0 + \u7c7b\u522b\u8868\u5f81 + \u68c0\u7d22\u5230\u7684\u80cc\u666f\u89c6\u89c9\u7ebf\u7d22\uff09\uff0c\u5728\u4ea4\u53c9\u6ce8\u610f\u529b\u91cc\u5f15\u5bfc\u5185\u5bb9\uff0c\u63d0\u5347 \u771f\u5b9e\u611f\u4e0e\u524d\u666f\u2013\u80cc\u666f\u5916\u89c2\u4e00\u81f4\u6027\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n
    • \u4f2a\u88c5\u6548\u679c\u4e0e\u7ed3\u6784\u771f\u5b9e\u6027\u7684\u8bc4\u4ef7\n
        \n
      • \u9664 FID\u3001KID \u5916\uff0c\u7528 SSIM \u8861\u91cf\u751f\u6210\u56fe\u4e0e\u53c2\u8003\u56fe\u4e4b\u95f4\u7684 \u7ed3\u6784\u4e00\u81f4\u6027\uff08\u5bf9\u5e94\u300c\u5728\u5c3d\u91cf\u4fdd\u6301\u539f\u573a\u666f\u5e03\u5c40\u7684\u524d\u63d0\u4e0b\u505a\u80cc\u666f\u7eb9\u7406\/\u8272\u5f69\u8c03\u6574\u300d\u7684\u8bbe\u5b9a\uff09\u3002<\/li>\n\n\n\n
      • \u63d0\u51fa \u524d\u666f\u2013\u80cc\u666f\u5206\u5e03\u5dee\u5f02\u6307\u6807 KL_BF\uff1a\u5728 RGB \u5404\u901a\u9053\u4e0a\u6bd4\u8f83\u524d\u666f\u4e0e\u80cc\u666f\u50cf\u7d20\u5206\u5e03\u7684 KL \u6563\u5ea6 \u518d\u5e73\u5747\uff1b\u6570\u503c\u8d8a\u4f4e \u8868\u793a \u524d\u666f\u4e0e\u80cc\u666f\u5916\u89c2\u5206\u5e03\u8d8a\u63a5\u8fd1\uff0c\u5373\u300c\u8d8a\u4f2a\u88c5\u300d\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n

        \u65b9\u6cd5<\/h2>\n\n\n\n
        \"\"<\/figure>\n\n\n\n

        \u53ef\u628a RealCamo \u770b\u6210\u4e24\u6761 \u5e76\u884c\u6ce8\u5165 \u7684\u4fe1\u606f\u6d41\uff1a<\/p>\n\n\n\n

        \uff081\uff09\u7ed3\u6784\/layout\uff1aLCG \u2192 ControlNet<\/p>\n\n\n\n

        \u5bf9\u8f93\u5165\u56fe\u50cf\u4e0e\u524d\u666f\u63a9\u819c\uff0cLCG \u63d0\u53d6\u4e09\u7c7b\u63a7\u5236\u4fe1\u53f7\uff0c\u7ecf \u5404\u81ea MLP \u5d4c\u5165 \u518d\u878d\u5408\u540e\u9001\u5165 ControlNet\uff1a<\/p>\n\n\n\n

          \n
        • \u5bf9\u6bd4\u5ea6\u63a7\u5236\uff1a\u5ef6\u7eed CamoAny \u601d\u8def\uff0c\u5728\u8bad\u7ec3\/\u63a8\u7406\u9636\u6bb5\u6709\u4e0d\u540c\u5904\u7406\uff0c\u7528\u4e8e \u7a33\u4f4f\u524d\u666f\u3001\u7ea6\u675f\u5bf9\u6bd4\u3002<\/li>\n\n\n\n
        • \u6df1\u5ea6\u63a7\u5236\uff1a\u7528 Depth Anything V2 \u5f97\u5230\u6df1\u5ea6\u56fe\uff0c\u7ea6\u675f \u524d\u540e\u666f\u5c42\u6b21\u4e0e\u7a7a\u95f4\u5173\u7cfb\u3002<\/li>\n\n\n\n
        • HED \u63a7\u5236\uff1aHolistically-Nested Edge Detection\uff0c\u7ea6\u675f \u4e3b\u8981\u7ed3\u6784\u8f6e\u5ed3\uff0c\u907f\u514d\u80cc\u666f\u300c\u788e\u3001\u98d8\u3001\u65e0\u4e3b\u4f53\u51e0\u4f55\u300d\u3002<\/li>\n\n\n\n
        • <\/li>\n<\/ul>\n\n\n\n

          \uff082\uff09\u8bed\u4e49\u4e0e\u7eb9\u7406\uff1aTOBR + TVCG \u2192 \u591a\u6a21\u6001\u5e8f\u5217\u6761\u4ef6<\/p>\n\n\n\n

            \n
          • TOBR\uff1a\u4e0d\u7528\u901a\u7528\u56fe\u50cf codebook\uff0c\u800c\u4ee5 \u4f2a\u88c5\u56fe\u50cf\u5e93 \u4e3a\u9886\u57df\u77e5\u8bc6\u5e93\uff1b\u7528 CLIP \u56fe\u50cf\u7f16\u7801 \u5bf9\u524d\u666f\u505a \u63a9\u819c\u5185\u5e73\u5747\u6c60\u5316 \u5f97\u5230\u7eb9\u7406\u654f\u611f\u67e5\u8be2\uff0c\u4e0e\u5e93\u4e2d\u5019\u9009\u505a\u76f8\u4f3c\u5ea6\uff0c\u53d6 top-k \u68c0\u7d22\u56fe\u3002<\/li>\n\n\n\n
          • TVCG \u62fc\u51fa\u4e09\u6bb5\u5e8f\u5217\u7279\u5f81\u518d\u62fc\u63a5\uff1a\n
              \n
            • \u7edf\u4e00\u7ec6\u7c92\u5ea6\u82f1\u6587\u4efb\u52a1\u63cf\u8ff0\uff08\u907f\u514d\u300cfish camouflaged with background\u300d\u5f0f\u8fc7\u7b80\u63d0\u793a\uff0c\u4e5f\u907f\u514d\u4e3a\u6bcf\u4e2a\u573a\u666f\u624b\u5199\u957f\u63cf\u8ff0\uff09\uff1b\u7ecf CLIP \u6587\u672c\u7f16\u7801\uff1b<\/li>\n\n\n\n
            • \u7269\u4f53\u7c7b\u522b\u4fe1\u606f\uff1a\u7528 CLIP \u56fe\u50cf\u5206\u652f\u7684 [CLS] \u5f0f\u8868\u5f81\uff0c\u4e0d\u663e\u5f0f\u4f9d\u8d56\u4eba\u5de5\u7c7b\u540d\uff1b<\/li>\n\n\n\n
            • \u53c2\u8003\u80cc\u666f\u89c6\u89c9\u7ebf\u7d22\uff1a\u628a\u68c0\u7d22\u6837\u672c\u4e0e\u5f53\u524d\u56fe\u5728 \u80cc\u666f\u533a\u57df \u505a\u878d\u5408\u5f0f\u5d4c\u5165\uff08\u8bad\u7ec3\u4e0e\u63a8\u7406\u5728\u662f\u5426\u5305\u542b\u5f53\u524d\u56fe\u80cc\u666f\u9879\u4e0a\u7565\u6709\u4e0d\u540c\uff09\uff0c\u5f97\u5230 \u5e26\u80cc\u666f\u77e5\u8bc6\u7684\u89c6\u89c9 token\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n

              \u5b9e\u9a8c<\/h2>\n\n\n\n

              \u6570\u636e\u4e0e\u8bbe\u7f6e\uff1a\u5728 LAKE-RED \u4e0a\u8bad\u7ec3\u4e0e\u8bc4\u6d4b\uff1b\u8bc4\u6d4b\u96c6\u542b\u4f2a\u88c5 \/ \u663e\u8457 \/ \u4e00\u822c\u4e09\u7c7b\u5404 6473 \u5f20\uff0c\u5408\u8ba1 19419 \u5f20\u3002\u6307\u6807\uff1aFID\u3001KID\u3001SSIM\u3001KL_BF\uff1b\u5b9e\u73b0\u7ec6\u8282\u542b 512 \u5206\u8fa8\u7387\u3001batch 4\u300160 \u4e07\u6b65\u3001\u5355\u5361 L20 \u7b49\u3002<\/p>\n\n\n\n

              \u7ed3\u679c<\/h2>\n\n\n\n
              \"\"<\/figure>\n\n\n\n

              SOTA \u5bf9\u6bd4\uff08Table 1\uff09<\/p>\n\n\n\n

                \n
              • \u76f8\u5bf9\u65e9\u671f\u98ce\u683c\u8fc1\u79fb\u4e0e\u591a\u79cd\u5916\u7ed8\u3001\u6587\u672c\u9a71\u52a8\u65b9\u6cd5\uff0cRealCamo \u5728 FID\/KID \u4e0e SSIM \u4e0a\u6574\u4f53 \u660e\u663e\u66f4\u4f18\uff0c\u8bf4\u660e \u751f\u6210\u8d28\u91cf\u4e0e\u7ed3\u6784\u4fdd\u771f \u5f3a\u3002<\/li>\n\n\n\n
              • KL_BF\uff1aRealCamo \u5728\u90e8\u5206\u5b50\u96c6\u4e0a \u5e76\u975e\u5168\u573a\u6700\u4f4e\uff1b\u8bba\u6587\u89e3\u91ca\u662f CamoAny\u3001TFill \u7b49\u66f4\u4f4e KL_BF \u7684\u65b9\u6cd5\u5728\u89c6\u89c9\u4e0a\u300c\u66f4\u878d\u300d\uff0c\u4f46 RealCamo \u9009\u62e9 \u5728\u4f2a\u88c5\u5f3a\u5ea6\u3001\u7ed3\u6784\u4e00\u81f4\u4e0e\u771f\u5b9e\u611f\u4e4b\u95f4\u505a\u6298\u4e2d\uff0c\u8fd9\u4e0e Fig.4 \u7684\u5b9a\u6027\u53d9\u8ff0\u4e00\u81f4\u2014\u2014\u4e5f\u53cd\u5411\u8bf4\u660e KL_BF \u4f5c\u4e3a\u300c\u4f2a\u88c5\u5ea6\u300d\u91cf\u5316\u662f\u6709\u89e3\u91ca\u529b\u7684\uff0c\u4f46\u4e0d\u80fd\u5355\u72ec\u5f53\u552f\u4e00\u76ee\u6807\u3002<\/li>\n<\/ul>\n\n\n\n
                \"\"<\/figure>\n\n\n\n

                \u6d88\u878d\uff08Table 2\u20134\uff09<\/p>\n\n\n\n

                  \n
                • \u4ec5\u5e03\u5c40 \/ \u4ec5\u6587\u672c\u2013\u89c6\u89c9 \u90fd\u4e0d\u5982 \u4e24\u8005\u5168\u5f00\uff1b\u8bf4\u660e \u51e0\u4f55\u5e03\u5c40 \u4e0e \u7eb9\u7406\u2013\u8bed\u4e49\u5f15\u5bfc \u4e92\u8865\u3002<\/li>\n\n\n\n
                • \u5e03\u5c40\u5b50\u9879\uff08Table 3\uff09\uff1a\u5bf9\u6bd4\u5ea6\u5355\u72ec\u4e0d\u591f\uff1b\u6df1\u5ea6\u4e0e HED \u5404\u5e26\u6765\u4e0d\u540c\u6536\u76ca\uff0c\u5168\u5f00\u6700\u597d\uff1b\u9644\u5f55\u4e2d\u8fd8\u8ba8\u8bba\u6df1\u5ea6\u504f \u5c42\u6b21\u3001HED \u504f \u8f6e\u5ed3\u9510\u5229\u5ea6 \u7684\u4e92\u8865\u6027\u3002<\/li>\n\n\n\n
                • \u6587\u672c\u2013\u89c6\u89c9\uff08Table 4\uff09\uff1a\u4ece\u7b80\u5355\u63d0\u793a\u5230 \u7edf\u4e00\u7ec6\u7c92\u5ea6\u4efb\u52a1\u63cf\u8ff0 \u63d0\u5347\u663e\u8457\uff1b\u518d\u52a0 \u89c6\u89c9\u68c0\u7d22\u7ebf\u7d22 \u8fdb\u4e00\u6b65\u62c9\u5347 FID\/KID\/SSIM\uff0c\u5e76\u5f71\u54cd KL_BF\u3002<\/li>\n<\/ul>\n\n\n\n
                  \"\"<\/figure>\n\n\n\n

                  \u4e0b\u6e38 COD\uff08Table 5\uff09<\/p>\n\n\n\n

                    \n
                  • \u539f\u59cb COD \u8bad\u7ec3\u6570\u636e + SynCOD12K\uff1a\u5728 CHAMELEON\u3001CAMO\u3001COD10K\u3001NC4K \u4e0a \u591a\u6570\u6307\u6807\u4e00\u81f4\u63d0\u5347\u3002<\/li>\n\n\n\n
                  • \u628a\u663e\u8457\/\u4e00\u822c\u5b50\u96c6\u751f\u6210\u7684\u4f2a\u88c5\u56fe\u52a0\u8fdb\u8bad\u7ec3\uff08Ori + Gen S&G\uff09 \u53cd\u800c \u4f24\u5bb3\u6027\u80fd\u2014\u2014\u8bba\u6587\u5f52\u56e0\u4e8e\u4e0e\u771f\u5b9e COD \u6570\u636e\u7684 \u57df\u5dee\u3002<\/li>\n<\/ul>\n\n\n\n

                    \u603b\u7ed3<\/h2>\n\n\n\n

                    RealCamo \u9488\u5bf9\u5916\u7ed8\u5f0f CIG \u7684 \u7ed3\u6784\u5931\u63a7 \u4e0e \u7eb9\u7406\u2013\u8bed\u4e49\u5f31 \u4e24\u4e2a\u95ee\u9898\uff0c\u5206\u522b\u7528 \u591a\u8def\u5e03\u5c40\u63a7\u5236\uff08\u5bf9\u6bd4\u5ea6 + \u6df1\u5ea6 + HED\uff09 \u548c \u7eb9\u7406\u5bfc\u5411\u68c0\u7d22 + \u7edf\u4e00\u6587\u672c\u4efb\u52a1 + \u89c6\u89c9 token \u6536\u7d27\u6269\u6563\u751f\u6210\uff1b\u540c\u65f6\u7528 SSIM + KL_BF \u628a\u300c\u50cf\u771f\u573a\u666f\u300d\u4e0e\u300c\u50cf\u4f2a\u88c5\u300d\u62c6\u5f00\u5ea6\u91cf\u3002\u5b9e\u9a8c\u4e0a\u5728 LAKE-RED \u4e0a \u56fe\u50cf\u8d28\u91cf\u4e0e\u7ed3\u6784\u6307\u6807\u7a81\u51fa\uff0c\u5e76 \u7528 SynCOD12K \u5b9e\u8bc1\u4e86\u53ef\u670d\u52a1 COD \u589e\u5e7f\uff1b\u4e5f\u8bda\u5b9e\u8ba8\u8bba\u4e86 KL_BF \u4e0e\u4e3b\u89c2\u771f\u5b9e\u611f\u4e4b\u95f4\u7684\u5f20\u529b\u3002<\/p>\n\n\n\n

                    \u5bf9\u9f50\u601d\u8003<\/h2>\n\n\n\n

                    1. \u6280\u672f\u521b\u65b0\uff1a\u591a\u6a21\u6001\u62d3\u6251\u8ba4\u77e5
                    \u4e0d\u53ea\u76ef\u50cf\u7d20\u50cf\u4e0d\u50cf\uff0c\u8fd8\u8981\u770b \u76ee\u6807\u4e0e\u5730\u5f62\u7684\u7a7a\u95f4\u5173\u7cfb\uff08\u53cd\u659c\u9762\u3001\u690d\u88ab\u5d4c\u5957\u7b49\uff09\u3002\u505a\u6cd5\uff1aLLM \u7ed9\u51fa \u5730\u5f62\u2013\u76ee\u6807\u5e03\u5c40 \u2192 \u843d\u6210 \u62d3\u6251\u8bed\u4e49\u56fe\uff1b\u518d\u914d\u4e0a 3D \u62d3\u6251\u5148\u9a8c\u7801\u672c\uff08\u67d0\u7c7b\u5730\u5f62\u4e0b\u88c5\u5907\u600e\u4e48\u6446\u7684\u7edf\u8ba1\u6a21\u5f0f\uff09\u3002\u89c6\u89c9\u53ea\u7b97 2D \u4e0d\u591f\u65f6\uff0c\u7528 \u8bed\u4e49\u2013\u51e0\u4f55\u4ea4\u53c9\u6ce8\u610f\u529b\uff1a\u56fe\u91cc\u7684\u5173\u7cfb\u5bf9\u9f50\u5230\u56fe\u50cf\u91cc\u7684\u7ed3\u6784\uff0c\u4ece \u627e\u4f2a\u88c5\u50cf\u7d20 \u5347\u5230 \u8ba4\u6574\u4f53\u9635\u578b\u62d3\u6251\uff0c\u4fbf\u4e8e\u5224\u65ad\u96c6\u7ed3\u3001\u6f5c\u4f0f\u8fd9\u7c7b\u610f\u56fe\u3002<\/p>\n\n\n\n

                    \n\n\n\n

                    2. \u6280\u672f\u76ee\u6807\uff1a\u865a\u62df\u58f0\u666f\u5b6a\u751f
                    Unity \u5c11\u9760\u968f\u673a\u8c03\u53c2\u3002\u7528 LLM \u6218\u672f\u5e03\u5c40 \u5b9a\u573a\u666f\u9aa8\u67b6\uff0c\u7528 \u690d\u88ab\u3001\u96fe\u3001\u5149\u6591\u3001\u4f2a\u88c5\u7f51\u8986\u76d6\u7387 \u7b49\u5f53\u65cb\u94ae\u3002\u753b\u9762\u5582\u7ed9\u611f\u77e5\u6a21\u578b\uff1a\u592a\u5bb9\u6613\u8ba4\uff08\u22481\uff09\u6216\u5b8c\u5168\u778e\uff08\u22480\uff09\u5c31 \u81ea\u52a8\u6539\u73af\u5883\uff0c\u4e13\u95e8\u5f80 \u5206\u6570\u5728 0.5 \u9644\u8fd1\u3001\u6a21\u578b\u6700\u72b9\u8c6b \u7684\u573a\u666f\u6536\u3002\u8fd9\u6837\u4ea7\u7684\u6570\u636e \u96be\u4f8b\u542b\u91cf\u9ad8\uff0c\u4e5f\u66f4\u8d34 Sim2Real \u8981\u8bad\u7684\u90a3\u7c7b\u8fb9\u754c\u3002<\/p>\n\n\n\n

                    \n\n\n\n

                    3. \u573a\u666f\u529f\u80fd\uff1aEchoMie
                    \u5728\u300c\u60c5\u7eea\u6587\u672c\u9a71\u52a8\u753b\u9762\u300d\u4e4b\u4e0a\uff0c\u628a \u6307\u793a\u6761\u4ef6 \u6269\u6210 \u300c\u60c5\u7eea + \u6587\u65c5\u53d9\u4e8b\u300d\uff1a\u540c\u4e00\u6bb5\u89c6\u9891\u91cc\uff0cLLM \u4e0d\u4ec5\u89e3\u6790\u5fc3\u60c5\uff0c\u8fd8\u89e3\u6790 \u666f\u70b9\/\u6587\u7269\/\u975e\u9057 IP \u7684\u8bb2\u89e3\u8bcd\u3001\u4f20\u8bf4\u3001\u8282\u4ee4\u3001\u65b9\u8a00\u65c1\u767d \u7b49\u6587\u672c\u3002\u7801\u672c\u4e00\u4fa7\u63a5 \u60c5\u7eea\u2013\u753b\u98ce\uff08\u6cbb\u6108\/\u70ed\u70c8\uff09\uff0c\u53e6\u4e00\u4fa7\u63a5 \u5730\u57df\u4e0e\u6587\u5316\u89c6\u89c9\u539f\u8bed\uff0c\u7528\u6ce8\u610f\u529b\u5bf9\u9f50 \u753b\u9762\u91cc\u771f\u5b9e\u51fa\u73b0\u7684\u666f\u7269\uff08\u724c\u533e\u3001\u5668\u7269\u3001\u5730\u8c8c\uff09\uff0c\u518d\u6ce8\u5165\u5361\u901a\u6e32\u67d3\u4e0e AR\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

                    \u4f5c\u8005\uff1aChunyuan Chen, Yunuo Cai, Shujuan Li, Weiyun Liang, […]<\/p>\n","protected":false},"author":72,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-5039","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/5039","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\/72"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=5039"}],"version-history":[{"count":7,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/5039\/revisions"}],"predecessor-version":[{"id":5098,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/5039\/revisions\/5098"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=5039"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=5039"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=5039"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}