{"id":24835,"date":"2025-03-04T10:33:27","date_gmt":"2025-03-04T02:33:27","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=24835"},"modified":"2025-03-04T10:33:27","modified_gmt":"2025-03-04T02:33:27","slug":"icra-2025%ef%bd%9c%e6%b8%85%e5%8d%8ex%e5%85%89%e8%bd%ae%ef%bc%9a%e8%87%aa%e9%a9%be%e4%b8%96%e7%95%8c%e6%a8%a1%e5%9e%8b%e7%94%9f%e6%88%90%e5%92%8c%e7%90%86%e8%a7%a3%e4%ba%8b%e6%95%85%e5%9c%ba%e6%99%af","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/03\/04\/24835\/","title":{"rendered":"ICRA 2025\uff5c\u6e05\u534ex\u5149\u8f6e\uff1a\u81ea\u9a7e\u4e16\u754c\u6a21\u578b\u751f\u6210\u548c\u7406\u89e3\u4e8b\u6545\u573a\u666f"},"content":{"rendered":"
\"\"<\/div>\n
<\/div>\n
\u5149\u8f6e\u667a\u80fd\uff08Lightwheel\uff09\u548c\u6765\u81ea\u6765\u81ea\u6e05\u534e\u3001\u9999\u6e2f\u79d1\u6280\u5927\u5b66\u3001\u5409\u6797\u5927\u5b66\u3001\u5357\u4eac\u7406\u5de5\u5927\u5b66\u3001\u5317\u4eac\u7406\u5de5\u5927\u5b66\u3001\u590d\u65e6\u5927\u5b66\u7b49\u7684\u7814\u7a76\u56e2\u961f\uff0c\u63d0\u51fa\u4e86AVD2\uff08Accident Video Diffusion for Accident Video Description\uff09\uff0c\u63d0\u9ad8\u884c\u4e1a\u7684\u81ea\u52a8\u9a7e\u9a76\u4e8b\u6545\u573a\u666f\u7684\u5b89\u5168\u80fd\u529b\u3002<\/div>\n
\n
\n

\u8fd1\u5e74\u6765\uff0c\u81ea\u52a8\u9a7e\u9a76\u6280\u672f\u5feb\u901f\u53d1\u5c55\uff0c\u841d\u535c\u5feb\u8dd1\u5df2\u7ecf\u65e0\u7f1d\u878d\u5165\u4e86\u6b66\u6c49\u7684\u4ea4\u901a\uff0c\u4e0d\u5c11\u8f66\u4f01\u7684\u667a\u9a7e\u7cfb\u7edf\u4e5f\u90fd\u4e0a\u8def\u4e86\u3002<\/p>\n

\u7136\u800c\uff0c\u5728\u590d\u6742\u4ea4\u901a\u73af\u5883\u4e2d\uff0c\u5982\u4f55\u7406\u89e3\u548c\u9884\u9632\u4e8b\u6545\u4ecd\u7136\u662f\u4e00\u4e2a\u5de8\u5927\u6311\u6218\u3002\u6bd4\u5982\u524d\u6bb5\u65f6\u95f4\u7279\u65af\u62c9 FSD \u7ec8\u4e8e\u5165\u534e\u3002\u4f46\u4e2d\u56fd\u7248 FSD \u4f3c\u4e4e\u6709\u4e9b\u300c\u6c34\u571f\u4e0d\u670d\u300d\uff0c\u9891\u7e41\u95ef\u7ea2\u706f\u3001\u5f00\u4e0a\u4eba\u884c\u9053\u3001\u9006\u884c\uff0c\u88ab\u7f51\u53cb\u8c03\u4f83\u4e3a\u300c\u7f8e\u56fd\u53f8\u673a\u76f4\u63a5\u6765\u4e2d\u56fd\u5f00\u8f66\u300d\u3002<\/p>\n

\u540c\u65f6\uff0c\u73b0\u6709\u7684\u65b9\u6cd5\u5f80\u5f80\u96be\u4ee5\u51c6\u786e\u89e3\u91ca\u4e8b\u6545\u53d1\u751f\u7684\u539f\u56e0\uff0c\u5e76\u7f3a\u4e4f\u6709\u6548\u7684\u9884\u9632\u7b56\u7565\u3002\u6b64\u5916\uff0c\u7531\u4e8e\u4e8b\u6545\u6570\u636e\u8f83\u4e3a\u7a00\u7f3a\uff0c\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u5728\u9762\u5bf9\u7a81\u53d1\u60c5\u51b5\u65f6\u5f80\u5f80\u96be\u4ee5\u4f5c\u51fa\u5408\u7406\u51b3\u7b56\u3002<\/p>\n

\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u5149\u8f6e\u667a\u80fd\uff08Lightwheel\uff09\u548c\u6765\u81ea\u6765\u81ea\u6e05\u534e\u3001\u9999\u6e2f\u79d1\u6280\u5927\u5b66\u3001\u5409\u6797\u5927\u5b66\u3001\u5357\u4eac\u7406\u5de5\u5927\u5b66\u3001\u5317\u4eac\u7406\u5de5\u5927\u5b66\u3001\u590d\u65e6\u5927\u5b66\u7b49\u7684\u7814\u7a76\u56e2\u961f\uff0c\u63d0\u51fa\u4e86AVD2\uff08Accident Video Diffusion for Accident Video Description\uff09\uff0c\u63d0\u9ad8\u884c\u4e1a\u7684\u81ea\u52a8\u9a7e\u9a76\u4e8b\u6545\u573a\u666f\u7684\u5b89\u5168\u80fd\u529b\u3002<\/p>\n

AVD2\u00a0\u662f\u4e00\u4e2a\u521b\u65b0\u7684\u4e8b\u6545\u89c6\u9891\u751f\u6210\u4e0e\u63cf\u8ff0\u6846\u67b6\uff0c\u65e8\u5728\u63d0\u5347\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u5bf9\u4e8b\u6545\u573a\u666f\u7684\u7406\u89e3\u3002\u901a\u8fc7\u751f\u6210\u4e0e\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u548c\u63a8\u7406\u9ad8\u5ea6\u4e00\u81f4\u7684\u4e8b\u6545\u89c6\u9891\uff0cAVD2\u00a0\u589e\u5f3a\u4e86\u5bf9\u4e8b\u6545\u573a\u666f\u7684\u5efa\u6a21\u80fd\u529b\u3002<\/p>\n

\u540c\u65f6\uff0c\u8be5\u56e2\u961f\u8fd8\u8d21\u732e\u4e86 EMM-AU\uff08Enhanced Multi-Modal Accident Video Understanding\uff09\u6570\u636e\u96c6\uff0c\u4ee5\u63a8\u52a8\u4e8b\u6545\u5206\u6790\u548c\u9884\u9632\u7684\u7814\u7a76\u3002<\/p>\n

<\/p>\n

    \n
  • \u9879\u76ee\u4e3b\u9875\u94fe\u63a5\uff1ahttps:\/\/an-answer-tree.github.io\/<\/li>\n
  • \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2502.14801<\/li>\n
  • EMM-AU \u6570\u636e\u96c6\u94fe\u63a5\uff1ahttps:\/\/huggingface.co\/datasets\/secsecret\/EMM-AU\/blob\/main\/Processed_EMM-AU_Dataset.zip<\/li>\n
  • \u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/An-Answer-tree\/AVD2<\/li>\n<\/ul>\n

    <\/p>\n

    \u6a21\u578b\u67b6\u6784<\/h4>\n

    AVD2 \u6846\u67b6\u5305\u542b\u4e24\u4e2a\u4e3b\u8981\u90e8\u5206\uff1a\u89c6\u9891\u751f\u6210\u548c\u4e8b\u6545\u5206\u6790\u3002\u901a\u8fc7\u751f\u6210\u4e0e\u4e8b\u6545\u63cf\u8ff0\u4e00\u81f4\u7684\u9ad8\u8d28\u91cf\u89c6\u9891\uff0c\u5e76\u7ed3\u5408\u81ea\u7136\u8bed\u8a00\u89e3\u91ca\uff0cAVD2 \u80fd\u591f\u66f4\u6df1\u5165\u5730\u7406\u89e3\u4e8b\u6545\u573a\u666f\u3002<\/p>\n

    \u89c6\u9891\u751f\u6210<\/strong><\/p>\n

    AVD2 \u7684\u89c6\u9891\u751f\u6210\u90e8\u5206\u65e8\u5728\u57fa\u4e8e\u8f93\u5165\u7684\u4e8b\u6545\u63cf\u8ff0\u751f\u6210\u5177\u6709\u73b0\u5b9e\u611f\u7684\u4ea4\u901a\u4e8b\u6545\u89c6\u9891\u3002\u8be5\u90e8\u5206\u4f7f\u7528\u4e86 Open-Sora 1.2 \u6a21\u578b\uff0c\u5e76\u901a\u8fc7\u4e24\u4e2a\u9636\u6bb5\u7684\u5fae\u8c03\u6765\u4f18\u5316\u6a21\u578b\uff1a<\/p>\n

    1. \u7b2c\u4e00\u9636\u6bb5 Finetune\uff1a\u57fa\u4e8e MM-AU \u6570\u636e\u96c6 \u5bf9 Open-Sora 1.2 \u6a21\u578b\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u751f\u6210\u4e0e\u4e8b\u6545\u573a\u666f\u76f8\u5173\u7684\u89c6\u9891\u3002<\/p>\n

    2. \u7b2c\u4e8c\u9636\u6bb5 Finetune\uff1a\u5229\u7528\u9009\u53d6\u7684 2,000 \u4e2a\u8be6\u7ec6\u4e8b\u6545\u573a\u666f\u89c6\u9891\u8fdb\u4e00\u6b65\u5fae\u8c03\u6a21\u578b\uff0c\u4ee5\u786e\u4fdd\u751f\u6210\u7684\u89c6\u9891\u4e0e\u771f\u5b9e\u4e8b\u6545\u573a\u666f\u9ad8\u5ea6\u4e00\u81f4\u3002<\/p>\n

    \u901a\u8fc7\u8fd9\u4e00\u8fc7\u7a0b\uff0cAVD2 \u80fd\u591f\u6839\u636e\u63cf\u8ff0\u751f\u6210\u591a\u4e2a\u5177\u6709\u9ad8\u4fdd\u771f\u5ea6\u7684\u4e8b\u6545\u89c6\u9891\uff0c\u7528\u4e8e\u8fdb\u4e00\u6b65\u7684\u4e8b\u6545\u7406\u89e3\u548c\u5206\u6790\u3002<\/p>\n

      \n
    • \u751f\u6210\u89c6\u9891\u7684\u589e\u5f3a<\/li>\n<\/ul>\n

      \u4e3a\u4e86\u63d0\u9ad8\u89c6\u9891\u8d28\u91cf\uff0cAVD2 \u6846\u67b6\u91c7\u7528 RRDBNet \u6a21\u578b\uff0c\u5728 Real-ESRGAN \u6846\u67b6\u4e0b\u8fdb\u884c\u8d85\u5206\u8fa8\u7387\u5904\u7406\u3002\u6bcf\u4e2a\u751f\u6210\u7684\u4f4e\u5206\u8fa8\u7387\u89c6\u9891\u5e27\u90fd\u88ab\u63d0\u5347\u5230\u66f4\u9ad8\u7684\u5206\u8fa8\u7387\uff0c\u4ee5\u589e\u5f3a\u7ec6\u8282\u5e76\u51cf\u5c11\u4f2a\u5f71\uff0c\u4ece\u800c\u4e3a\u540e\u7eed\u7684\u5206\u6790\u63d0\u4f9b\u9ad8\u8d28\u91cf\u7684\u89c6\u9891\u6570\u636e\u3002<\/p>\n

      \u4e8b\u6545\u5206\u6790<\/strong><\/p>\n

      AVD2 \u7684\u4e8b\u6545\u5206\u6790\u90e8\u5206\u7ed3\u5408\u4e86\u89c6\u9891\u7406\u89e3\u4e0e\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6280\u672f\uff0c\u4e3b\u8981\u5305\u62ec\u4e24\u4e2a\u4efb\u52a1\uff1a<\/p>\n

        \n
      • \u8f66\u8f86\u884c\u4e3a\u63cf\u8ff0\u548c\u539f\u56e0\u5206\u6790\uff08\u5982\u4f55\u89c4\u907f\uff09<\/li>\n<\/ul>\n

        AVD2 \u751f\u6210\u4e24\u4e2a\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\uff1a<\/p>\n

        1. \u8f66\u8f86\u884c\u4e3a\u63cf\u8ff0\uff1a\u57fa\u4e8e\u8f93\u5165\u7684\u89c6\u9891\uff0c\u751f\u6210\u63cf\u8ff0\u8f66\u8f86\u52a8\u4f5c\u7684\u53e5\u5b50\uff08\u4f8b\u5982\uff1a\u201c\u8f66\u8f86\u53f3\u8f6c\u201d\uff09\u3002<\/p>\n

        2. \u539f\u56e0\u89e3\u91ca\uff1a\u89e3\u91ca\u4e3a\u4ec0\u4e48\u8f66\u8f86\u6267\u884c\u8fd9\u4e00\u52a8\u4f5c\uff08\u4f8b\u5982\uff1a\u201c\u56e0\u4e3a\u524d\u65b9\u4ea4\u901a\u4fe1\u53f7\u706f\u53d8\u7eff\u201d\uff09\u3002\u540c\u65f6\u8fdb\u4e00\u6b65\u7ed9\u51fa\u5982\u4f55\u89c4\u907f\u4e8b\u6545\u7684\u53d1\u751f\uff08\u4f8b\u5982\uff1a\u201c\u8f6c\u5f2f\u524d\u5e94\u73af\u987e\u56db\u5468\u6ce8\u610f\u76f4\u884c\u8f66\u8f86\u201d\uff09\u3002<\/p>\n

        \u8fd9\u4e24\u4e2a\u4efb\u52a1\u5171\u540c\u534f\u4f5c\uff0c\u5229\u7528 Vision-Language Transformer\uff08\u89c6\u89c9 – \u8bed\u8a00 Transformer\uff09\u6765\u8fdb\u884c\u591a\u4efb\u52a1\u5b66\u4e60\u3002\u6a21\u578b\u540c\u65f6\u5b66\u4e60\u751f\u6210\u63cf\u8ff0\u4e0e\u63a8\u7406\u4efb\u52a1\uff0c\u589e\u5f3a\u4e86\u4e24\u8005\u4e4b\u95f4\u7684\u5173\u8054\u6027\uff0c\u4ece\u800c\u63d0\u9ad8\u4e86\u6574\u4f53\u6027\u80fd\u3002<\/p>\n

          \n
        • \u591a\u4efb\u52a1\u5b66\u4e60\u4e0e\u6587\u672c\u751f\u6210<\/li>\n<\/ul>\n

          \u591a\u4efb\u52a1\u5b66\u4e60\u65b9\u6cd5\u4f7f\u5f97 AVD2 \u80fd\u591f\u8054\u5408\u8bad\u7ec3\u884c\u4e3a\u63cf\u8ff0\u4efb\u52a1\u548c\u4e8b\u6545\u539f\u56e0\u7406\u89e3\u4efb\u52a1\uff0c\u4ee5\u53ca\u9884\u9632\u63aa\u65bd\u4efb\u52a1\u3002<\/p>\n

          \u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0cAVD2 \u5728\u751f\u6210\u7684\u4e8b\u6545\u89c6\u9891\u57fa\u7840\u4e0a\uff0c\u7ed3\u5408\u89c6\u89c9\u7279\u5f81\u4e0e\u6587\u672c\u7279\u5f81\u8fdb\u884c\u5206\u6790\uff0c\u4e0d\u4ec5\u53ef\u4ee5\u63cf\u8ff0\u4e8b\u6545\u53d1\u751f\u7684\u8fc7\u7a0b\uff0c\u8fd8\u80fd\u4e3a\u4e8b\u6545\u7684\u9884\u9632\u63d0\u4f9b\u6709\u4ef7\u503c\u7684\u5efa\u8bae\u3002<\/p>\n

          <\/p>\n

          AVD2\u00a0\u7684\u6574\u4f53\u67b6\u6784<\/p>\n

          \u5728\u56fe\u4e2d\uff0c\u8f93\u5165\u89c6\u9891\u901a\u8fc7 SwinBERT \u8fdb\u884c\u5904\u7406\uff0c\u751f\u6210\u89c6\u9891\u7279\u5f81\uff0c\u968f\u540e\u8fd9\u4e9b\u7279\u5f81\u88ab\u8f93\u5165\u5230\u4e0d\u540c\u7684\u4efb\u52a1\u6a21\u5757\u4e2d\u8fdb\u884c\u9884\u6d4b\u548c\u63cf\u8ff0\u751f\u6210\u3002\u540c\u65f6\uff0cSCST\uff08\u81ea\u6211\u6279\u5224\u5e8f\u5217\u8bad\u7ec3\uff09\u673a\u5236\u88ab\u7528\u6765\u4f18\u5316\u751f\u6210\u6587\u672c\u7684\u8d28\u91cf\u3002<\/p>\n

          \u751f\u6210\u4e0e\u5206\u6790\u6a21\u5757\u7684\u534f\u540c\u5de5\u4f5c<\/strong><\/p>\n

          AVD2 \u6846\u67b6\u4e2d\u7684\u751f\u6210\u6a21\u5757\u4e0e\u5206\u6790\u6a21\u5757\u7d27\u5bc6\u914d\u5408\uff0c\u751f\u6210\u7684\u4e8b\u6545\u89c6\u9891\u4e0d\u4ec5\u4e3a\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u63d0\u4f9b\u4e86\u8bad\u7ec3\u6570\u636e\uff0c\u8fd8\u4e3a\u7cfb\u7edf\u63d0\u4f9b\u4e86\u5173\u4e8e\u4e8b\u6545\u884c\u4e3a\u7684\u8be6\u7ec6\u89e3\u91ca\u548c\u539f\u56e0\u5206\u6790\u3002\u4e24\u8005\u7ed3\u5408\uff0c\u5927\u5927\u63d0\u5347\u4e86\u7cfb\u7edf\u7684\u900f\u660e\u5ea6\u548c\u53ef\u89e3\u91ca\u6027\u3002<\/p>\n

          \u5b9e\u9a8c\u7ed3\u679c<\/h4>\n

          \u8be5\u56e2\u961f\u901a\u8fc7\u591a\u79cd\u673a\u5668\u8bc4\u6d4b\u6307\u6807\uff08\u5982 BLEU\u3001METEOR\u3001CIDEr \u7b49\uff09\u5bf9 AVD2 \u8fdb\u884c\u4e86\u8bc4\u4f30\uff0c\u5e76\u4e0e\u73b0\u6709\u7684\u5148\u8fdb\u65b9\u6cd5\u8fdb\u884c\u4e86\u5bf9\u6bd4\u3002<\/p>\n

          \u4ee5\u4e0b\u662f\u00a0AVD2\u00a0\u4e0e ADAPT \u6846\u67b6 (Jin et al., 2023) \u5728\u63cf\u8ff0\u4efb\u52a1\u4e0e\u89e3\u91ca\u548c\u9884\u9632\u4efb\u52a1\u4e0a\u7684\u6bd4\u8f83\u7ed3\u679c\uff1a\uff08MM-AU \u4e3a\u539f\u59cb\u6570\u636e\u96c6 (Fang et al., 2024)\uff0cEMM-AU \u4e3a\u8be5\u56e2\u961f\u7ed3\u5408\u751f\u6210\u7684\u4e8b\u6545\u6570\u636e\u96c6\u65b0\u63d0\u51fa\u7684\u6570\u636e\u96c6\uff0cSR \u4e3a\u7ecf\u8fc7\u8d85\u5206\u5904\u7406\u540e\u7684\u6570\u636e\u96c6\uff09<\/p>\n

          <\/p>\n

          \u5982\u4e0a\u6240\u793a\uff0cAVD2 \u5728\u6240\u6709\u8bc4\u6d4b\u6307\u6807\u4e0a\u4f18\u4e8e ADAPT\uff0c\u5c24\u5176\u662f\u5728 CIDEr \u6307\u6807\u4e0a\uff0cAVD2 \u5728\u52a8\u4f5c\u63cf\u8ff0\u548c\u539f\u56e0\u89e3\u91ca\uff08\u9884\u9632\u63aa\u65bd\uff09\u4e24\u4e2a\u65b9\u9762\u90fd\u8868\u73b0\u51fa\u4e86\u66f4\u597d\u7684\u6027\u80fd\u3002<\/p>\n

          \u53ef\u89c6\u5316\u7ed3\u679c<\/strong><\/p>\n

          \u4ee5\u4e0b\u662f AVD2 \u5bf9\u4e8b\u6545\u573a\u666f\u7684\u53ef\u89c6\u5316\u7ed3\u679c\uff0c\u5728\u6b64\u5c55\u793a\u4e24\u4e2a\u4e0d\u540c\u7684\u4e8b\u6545\u89c6\u9891\u53ca\u5bf9\u89c6\u9891\u7684\u5206\u6790\uff1a<\/p>\n

          <\/p>\n

          \u7b2c\u4e00\u5f20\u56fe\u793a\u4f8b\uff1a\u8f66\u8f86\u53d8\u9053\u672a\u6253\u8f6c\u5411\u706f\uff0c\u672a\u7ed9\u4f18\u5148\u901a\u884c\u8f66\u8f86\u8ba9\u8def\uff0c\u5bfc\u81f4\u4e86\u6f5c\u5728\u7684\u78b0\u649e\u98ce\u9669\u3002<\/p>\n

          <\/p>\n

          \u7b2c\u4e8c\u5f20\u56fe\u793a\u4f8b\uff1a\u7531\u4e8e\u8fc7\u5feb\u7684\u8f66\u901f\uff0c\u5239\u8f66\u8ddd\u79bb\u4e0d\u8db3\uff0c\u9020\u6210\u4e86\u8ddf\u8f66\u8fc7\u8fd1\u7684\u5371\u9669\u60c5\u51b5\u3002<\/p>\n

          \u672a\u6765\uff0c\u8be5\u56e2\u961f\u5c06\u8ba1\u5212\u8fdb\u4e00\u6b65\u4f18\u5316 AVD2 \u6846\u67b6\uff0c\u5e76\u5c06\u6b64\u65b0\u6280\u672f\u901a\u8fc7\u5149\u8f6e\u667a\u80fd\u7684\u7aef\u5230\u7aef\u81ea\u52a8\u9a7e\u9a76\u5e94\u7528\u4e8e\u5ba2\u6237\u7684\u4e0a\u8f66\u8bad\u7ec3\u8bc4\u6d4b\u4e2d\uff0c\u4ee5\u4fc3\u8fdb\u81ea\u52a8\u9a7e\u9a76\u6280\u672f\u7684\u5b89\u5168\u5728\u4ea7\u4e1a\u754c\u771f\u6b63\u843d\u5730\u3002<\/p>\n

          \u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n

          <\/div>\n

          <\/g><\/svg><\/i> \"Loading\"<\/p>\n

          <\/div>\n","protected":false},"excerpt":{"rendered":"

          \u5149\u8f6e\u667a\u80fd\uff08Lightwheel\uff09\u548c\u6765\u81ea\u6765\u81ea\u6e05\u534e\u3001\u9999\u6e2f\u79d1\u6280\u5927\u5b66\u3001\u5409\u6797\u5927\u5b66\u3001\u5357\u4eac\u7406\u5de5\u5927\u5b66\u3001\u5317\u4eac\u7406\u5de5\u5927\u5b66\u3001\u590d\u65e6\u5927\u5b66\u7b49 […]<\/p>\n

          <\/div>\n

          <\/g><\/svg><\/i> \"Loading\"<\/p>\n

          <\/div>\n","protected":false},"author":56,"featured_media":24837,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[23,20,80],"tags":[124,820,135],"class_list":["post-24835","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-23","category-20","category-80","tag-ai","tag-820","tag-135"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/24835","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=24835"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/24835\/revisions"}],"predecessor-version":[{"id":24844,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/24835\/revisions\/24844"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/24837"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=24835"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=24835"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=24835"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}