{"id":423296,"date":"2021-03-31T18:15:39","date_gmt":"2021-03-31T10:15:39","guid":{"rendered":"http:\/\/4563.org\/?p=423296"},"modified":"2021-03-31T18:15:39","modified_gmt":"2021-03-31T10:15:39","slug":"%e7%9b%96%e6%a5%bc%e6%8a%bd%e5%a5%96%ef%bd%9c%e4%b8%ba%e6%8b%bf%e4%b8%8b%e7%ae%97%e6%b3%95-%e5%a5%a5%e6%96%af%e5%8d%a1%ef%bc%8c%e9%98%bf%e9%87%8c%e5%9b%a2%e9%98%9f%e8%ae%be%e8%ae%a1","status":"publish","type":"post","link":"http:\/\/4563.org\/?p=423296","title":{"rendered":"\u76d6\u697c\u62bd\u5956\uff5c\u4e3a\u62ff\u4e0b\u7b97\u6cd5 \u201c\u5965\u65af\u5361\u201d\uff0c\u963f\u91cc\u56e2\u961f\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u51a0\u519b\u65b9\u6848"},"content":{"rendered":"
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\u76d6\u62bd\u5956\uff5c\u4e3a\u62ff\u4e0b\u7b97\u6cd5 \u201c\u5965\u65af\u5361\u201d\uff0c\u963f\u91cc\u56e2\u961f\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u51a0\u519b\u65b9\u6848 <\/h1>\n

<\/p>\n

\n
\u8cc7\u6df1\u5927\u4f6c : VideoCloudTech <\/span> <\/i> 4<\/span> <\/div>\n
<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n
<\/p>\n
\n

\u88ab\u8a89\u4e3a\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df \u201c\u5965\u65af\u5361\u201d \u7684 CVPR \u521a\u521a\u843d\u4e0b\u5e37\u5e55\uff0c2021 \u5e74\u9996\u5c4a \u201c\u65b0\u5185\u5bb9 \u65b0\u4ea4\u4e92\u201d \u5168\u7403\u89c6\u9891\u4e91\u521b\u65b0\u6311\u6218\u8d5b\u6b63\u706b\u70ed\u8fdb\u884c\u4e2d\uff0c\u8fd9\u4e24\u573a\u5927\u8d5b\u90fd\u4e0d\u7ea6\u800c\u540c\u5730\u5c06\u5173\u6ce8\u70b9\u653e\u5728\u4e86\u89c6\u9891\u76ee\u6807\u5206\u5272\u9886\u57df\uff0c\u672c\u6587\u5c06\u8be6\u7ec6\u5206\u4eab\u6765\u81ea\u963f\u91cc\u8fbe\u6469\u9662\u7684\u56e2\u961f\u5728 CVPR DAVIS \u89c6\u9891\u76ee\u6807\u5206\u5272\u6bd4\u8d5b\u593a\u51a0\u80cc\u540e\u7684\u6280\u672f\u7ecf\u9a8c\uff0c\u4e3a\u672c\u5c4a\u5927\u8d5b\u53c2\u8d5b\u9009\u624b\u63d0\u4f9b \u201c\u4ed6\u5c71\u4e4b\u77f3\u201d\u3002<\/p>\n<\/blockquote>\n

\u4f5c\u8005\uff5c\u8d1f\u5929<\/p>\n

\u4e0e\u56fe\u50cf\u8bc6\u522b\u4e0d\u540c\uff0cAI \u5206\u6790\u7406\u89e3\u89c6\u9891\u7684\u6280\u672f\u95e8\u69db\u8f83\u9ad8\u3002\u957f\u671f\u4ee5\u6765\uff0c\u4e1a\u754c\u5728\u89c6\u9891 AI \u6280\u672f\u7684\u7814\u7a76\u4e0a\u9c9c\u6709\u91cd\u5927\u7a81\u7834\u3002\u4ee5 CVPR \u4f1a\u8bae\u96be\u5ea6\u6700\u9ad8\u7684\u6bd4\u8d5b\u4e4b\u4e00 DAVIS \uff08 Densely Annotated Video Segmentation \uff09\u4e3a\u4f8b\uff0c\u8be5\u6bd4\u8d5b\u9700\u8981\u53c2\u8d5b\u56e2\u961f\u7cbe\u51c6\u5904\u7406\u590d\u6742\u89c6\u9891\u4e2d\u7269\u4f53\u5feb\u901f\u8fd0\u52a8\u3001\u5916\u89c2\u53d8\u5316\u3001\u906e\u6321\u7b49\u4fe1\u606f\uff0c\u8fc7\u53bb\u51e0\u5e74\uff0c\u5168\u7403\u9876\u7ea7\u79d1\u6280\u5728\u8be5\u6bd4\u8d5b\u4e2d\u7684\u6210\u7ee9\u4ece\u672a\u7a81\u7834 80 \u5206\uff0c\u800c\u8fbe\u6469\u9662\u7684\u6a21\u578b\u6700\u7ec8\u5728 test-challenge \u4e0a\u53d6\u5f97\u4e86 84.1 \u7684\u6210\u7ee9\u3002<\/p>\n

\"\u76d6\u62bd\u5956\uff5c\u4e3a\u62ff\u4e0b\u7b97\u6cd5<\/p>\n

DAVIS \u7684\u6570\u636e\u96c6\u7ecf\u8fc7\u7cbe\u5fc3\u6311\u9009\u548c\u6807\u6ce8\uff0c\u89c6\u9891\u5206\u5272\u4e2d\u6bd4\u8f83\u96be\u7684\u70b9\u90fd\u6709\u4f53\u73b0\uff0c\u6bd4\u5982\uff1a\u5feb\u901f\u8fd0\u52a8\u3001\u906e\u6321\u3001\u6d88\u5931\u4e0e\u91cd\u73b0\u3001\u5f62\u53d8\u7b49\u3002DAVIS \u7684\u6570\u636e\u5206\u4e3a train \uff08 60 \u4e2a\u89c6\u9891\u5e8f\u5217\uff09\uff0cval \uff08 30 \u4e2a\u89c6\u9891\u5e8f\u5217\uff09\uff0ctest-dev \uff08 30 \u4e2a\u89c6\u9891\u5e8f\u5217\uff09\uff0ctest-challenge \uff08 30 \u4e2a\u89c6\u9891\u5e8f\u5217\uff09\u3002\u5176\u4e2d train \u548c val \u662f\u53ef\u4ee5\u4e0b\u8f7d\u7684\uff0c\u4e14\u63d0\u4f9b\u4e86\u6bcf\u4e00\u5e27\u7684\u6807\u6ce8\u4fe1\u606f\u3002\u5bf9\u4e8e\u534a\u76d1\u7763\u4efb\u52a1\uff0ctest-dev \u548c test-challenge\uff0c\u6bcf\u4e00\u5e27\u7684 RGB \u56fe\u7247\u53ef\u4ee5\u4e0b\u8f7d\uff0c\u4e14\u7b2c\u4e00\u5e27\u7684\u6807\u6ce8\u4fe1\u606f\u4e5f\u63d0\u4f9b\u4e86\u3002\u7b97\u6cd5\u9700\u8981\u6839\u636e\u7b2c\u4e00\u5e27\u7684\u6807\u6ce8 mask\uff0c\u6765\u5bf9\u540e\u7eed\u5e27\u8fdb\u884c\u5206\u5272\u3002\u5206\u5272\u672c\u8eab\u662f instance \u7ea7\u522b\u7684\u3002<\/p>\n

\u963f\u91cc\u8fbe\u6469\u9662\uff1a\u50cf\u7d20\u7ea7\u89c6\u9891\u5206\u5272<\/h2>\n

\u963f\u91cc\u8fbe\u6469\u9662\u63d0\u4f9b\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u7a7a\u95f4\u7ea6\u675f\u65b9\u6cd5\uff0c\u6253\u7834\u4e86\u4f20\u7edf STM \u65b9\u6cd5\u7f3a\u4e4f\u65f6\u5e8f\u6027\u7684\u74f6\u9888\uff0c\u53ef\u4ee5\u8ba9\u7cfb\u7edf\u57fa\u4e8e\u89c6\u9891\u524d\u4e00\u5e27\u7684\u753b\u9762\u9884\u6d4b\u76ee\u6807\u7269\u4f53\u4e0b\u4e00\u5e27\u7684\u4f4d\u7f6e\uff1b\u6b64\u5916\uff0c\u963f\u91cc\u8fd8\u5f15\u5165\u4e86\u8bed\u4e49\u5206\u5272\u4e2d\u7684\u7cbe\u7ec6\u5316\u5206\u5272\u5fae\u8c03\u6a21\u5757\uff0c\u5927\u5e45\u63d0\u9ad8\u4e86\u5206\u5272\u7684\u7cbe\u7ec6\u7a0b\u5ea6\u3002\u6700\u7ec8\uff0c\u7cbe\u51c6\u8bc6\u522b\u52a8\u6001\u76ee\u6807\u7684\u8f6e\u5ed3\u8fb9\u754c\uff0c\u5e76\u4e14\u4e0e\u80cc\u666f\u8fdb\u884c\u5206\u79bb\uff0c\u5b9e\u73b0\u50cf\u7d20\u7ea7\u76ee\u6807\u5206\u5272\u3002<\/p>\n

\u57fa\u672c\u6846\u67b6<\/h3>\n

\u8fbe\u6469\u9662\u7684\u7b97\u6cd5\u57fa\u4e8e 2019 \u5e74 CVPR \u7684 STM \u505a\u4e86\u8fdb\u4e00\u6b65\u6539\u8fdb\u3002STM \u7684\u4e3b\u8981\u601d\u60f3\u5728\u4e8e\uff0c\u5bf9\u4e8e\u5386\u53f2\u5e27\uff0c\u6bcf\u4e00\u5e27\u90fd\u7f16\u7801\u4e3a key-value \u5f62\u5f0f\u7684 feature \u3002\u9884\u6d4b\u5f53\u524d\u5e27\u7684\u65f6\u5019\uff0c\u4ee5\u5f53\u524d\u5e27\u7684 key \u53bb\u548c\u5386\u53f2\u5e27\u7684 key \u505a\u5339\u914d\u3002\u5339\u914d\u7684\u65b9\u5f0f\u662f non-local \u7684\u3002\u8fd9\u79cd non-local \u7684\u5339\u914d\uff0c\u53ef\u4ee5\u770b\u505a\u5c06\u5f53\u524d key\uff0c\u6bcf\u4e2a\u5750\u6807\u4e0a\u7684 C \u7ef4\u7279\u5f81\uff0c\u548c\u5386\u53f2\u6bcf\u4e00\u5e27\u5728\u8fd9\u4e2a\u5750\u6807\u4e0a\u7684 C \u7ef4\u7279\u5f81\u505a\u5339\u914d\u3002\u5339\u914d\u5f97\u5230\u7684\u7ed3\u679c\uff0c\u4f5c\u4e3a\u4e00\u4e2a soft \u7684 index\uff0c\u53bb\u8bfb\u53d6\u5386\u53f2 value \u7684\u4fe1\u606f\u3002\u8bfb\u53d6\u7684\u7279\u5f81\u548c\u5f53\u524d\u5e27\u7684 value \u62fc\u63a5\u8d77\u6765\uff0c\u7528\u4e8e\u540e\u7eed\u7684\u9884\u6d4b\u3002 \"\u76d6\u62bd\u5956\uff5c\u4e3a\u62ff\u4e0b\u7b97\u6cd5 \"\u76d6\u62bd\u5956\uff5c\u4e3a\u62ff\u4e0b\u7b97\u6cd5<\/p>\n

\u4e09\u5927\u6280\u672f\u521b\u65b0<\/h2>\n

\"\u76d6\u62bd\u5956\uff5c\u4e3a\u62ff\u4e0b\u7b97\u6cd5<\/p>\n

1. \u7a7a\u95f4\u7ea6\u675f<\/h3>\n

STM \u7684\u7279\u5f81\u5339\u914d\u65b9\u5f0f\uff0c\u63d0\u4f9b\u4e86\u4e00\u79cd\u7a7a\u95f4\u4e0a\u7684\u957f\u4f9d\u8d56\uff0c \u7c7b\u4f3c\u4e8e Transformer \u4e2d\uff0c\u901a\u8fc7 self-attention \u6765\u505a\u5e8f\u5217\u5173\u8054\u3002\u8fd9\u79cd\u673a\u5236\uff0c\u80fd\u591f\u5f88\u597d\u5730\u5904\u7406\u7269\u4f53\u8fd0\u52a8\u3001\u5916\u89c2\u53d8\u5316\u3001\u906e\u6321\u7b49\u3002\u4f46\u4e5f\u6709\u4e00\u4e2a\u95ee\u9898\uff0c\u5c31\u662f\u7f3a\u4e4f\u65f6\u5e8f\u6027\uff0c\u7f3a\u5c11\u77ed\u65f6\u4f9d\u8d56\u3002\u5f53\u67d0\u4e00\u5e27\u7a81\u7136\u51fa\u73b0\u548c\u76ee\u6807\u76f8\u4f3c\u7684\u7269\u4f53\u65f6\uff0c\u5bb9\u6613\u4ea7\u751f\u8bef\u53ec\u56de\u3002\u5728\u89c6\u9891\u573a\u666f\u4e2d\uff0c\u5f88\u591a\u60c5\u51b5\u4e0b\uff0c\u5f53\u524d\u5e27\u4e34\u8fd1\u7684\u51e0\u5e27\uff0c\u5bf9\u5f53\u524d\u5e27\u7684\u5f71\u54cd\u8981\u5927\u4e8e\u66f4\u65e9\u7684\u5e27\u3002\u57fa\u4e8e\u8fd9\u4e00\u70b9\uff0c\u8fbe\u6469\u9662\u63d0\u51fa\u4f9d\u9760\u524d\u4e00\u5e27\u7ed3\u679c\uff0c\u8ba1\u7b97 attention \u6765\u7ea6\u675f\u5f53\u524d\u5e27\u76ee\u6807\u9884\u6d4b\u7684\u4f4d\u7f6e\uff0c\u76f8\u5f53\u4e8e\u5bf9\u77ed\u671f\u4f9d\u8d56\u7684\u5efa\u6a21\u3002<\/p>\n

\u5177\u4f53\u7684\u65b9\u6cd5\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n

    \n
  1. \u5f53\u524d\u5e27\u7684\u7279\u5f81\u548c\u524d\u4e00\u5e27\u7684\u9884\u6d4b mask \u5728 channel \u7ef4\u5ea6\u4e0a\u505a concat\uff0c\u5f97\u5230 HxWx (c+1) \u7684\u7279\u5f81\uff1b<\/li>\n
  2. \u901a\u8fc7\u5377\u79ef\u5c06\u7279\u5f81\u538b\u7f29\u4e3a HxW \uff1b<\/li>\n
  3. \u7528 sigmoid \u51fd\u6570\u5c06 HxW \u7684\u7279\u5f81\uff0c\u538b\u7f29\u8303\u56f4\uff0c\u4f5c\u4e3a\u7a7a\u95f4 attention \uff1b<\/li>\n
  4. \u628a attention \u4e58\u5230\u539f\u7279\u5f81\u4e0a\uff0c\u4f5c\u4e3a\u7a7a\u95f4\u7ea6\u675f\u3002<\/li>\n<\/ol>\n

    \"\u76d6\u62bd\u5956\uff5c\u4e3a\u62ff\u4e0b\u7b97\u6cd5<\/p>\n

    \u4e0b\u56fe\u4e3a\u7a7a\u95f4 attention \u7684\u53ef\u89c6\u5316\u7ed3\u679c\uff0c\u53ef\u4ee5\u770b\u5230\u5927\u81f4\u5bf9\u5e94\u4e86\u524d\u666f\u7684\u4f4d\u7f6e\u3002<\/p>\n

    \"\u76d6\u62bd\u5956\uff5c\u4e3a\u62ff\u4e0b\u7b97\u6cd5<\/p>\n

    2. \u589e\u5f3a decoder<\/h3>\n

    \u8fbe\u6469\u9662\u5f15\u5165\u4e86\u8bed\u4e49\u5206\u5272\u4e2d\u7684\u611f\u53d7\u91ce\u589e\u5f3a\u6280\u672f ASPP \u548c\u7cbe\u7ec6\u5316\u5206\u5272\u7684\u5fae\u8c03\uff08 refinement \uff09\u6a21\u5757\u3002ASPP \u4f5c\u7528\u4e8e memory \u8bfb\u53d6\u540e\u7684\u7279\u5f81\uff0c\u7528\u4e8e\u878d\u5408\u4e0d\u540c\u611f\u53d7\u91ce\u7684\u4fe1\u606f\uff0c\u63d0\u5347\u5bf9\u4e0d\u540c\u5c3a\u5ea6\u7269\u4f53\u7684\u5904\u7406\u80fd\u529b\u3002<\/p>\n

    \"\u76d6\u62bd\u5956\uff5c\u4e3a\u62ff\u4e0b\u7b97\u6cd5<\/p>\n

    3. \u8bad\u7ec3\u7b56\u7565<\/h3>\n

    \u8fbe\u6469\u9662\u63d0\u51fa\u4e86\u4e00\u4e2a\u7b80\u5355\u4f46\u662f\u6709\u6548\u7684\u8bad\u7ec3\u7b56\u7565\uff0c\u51cf\u5c11\u4e86\u8bad\u7ec3\u9636\u6bb5\u548c\u6d4b\u8bd5\u9636\u6bb5\u5b58\u5728\u7684\u5dee\u5f02\uff0c\u63d0\u5347\u4e86\u6700\u7ec8\u6548\u679c\u3002<\/p>\n

    \u539f\u59cb STM \u8bad\u7ec3\u65f6\uff0c\u4f1a\u968f\u673a\u4ece\u89c6\u9891\u4e2d\u91c7\u6837 3 \u5e27\u3002\u8fd9\u4e09\u5e27\u4e4b\u95f4\u7684\u8df3\u5e27\u95f4\u9694\uff0c\u968f\u7740\u8bad\u7ec3\u9010\u6e10\u589e\u5927\uff0c\u76ee\u7684\u662f\u589e\u5f3a\u6a21\u578b\u9c81\u68d2\u6027\u3002\u4f46\u8fbe\u6469\u9662\u53d1\u73b0\uff0c\u8fd9\u6837\u4f1a\u5bfc\u81f4\u8bad\u7ec3\u65f6\u548c\u6d4b\u8bd5\u65f6\u4e0d\u4e00\u81f4\uff0c\u56e0\u4e3a\u6d4b\u8bd5\u65f6\uff0c\u662f\u9010\u5e27\u5904\u7406\u7684\u3002\u4e3a\u6b64\uff0c\u5728\u8bad\u7ec3\u7684\u6700\u540e\u9636\u6bb5\uff0c\u8fbe\u6469\u9662\u5c06\u8df3\u5e27\u95f4\u9694\u91cd\u65b0\u51cf\u5c0f\uff0c\u4ee5\u4fdd\u8bc1\u548c\u6d4b\u8bd5\u65f6\u4e00\u81f4\u3002<\/p>\n

    \u5176\u4ed6<\/h2>\n

    backbone<\/strong>: \u8fbe\u6469\u9662\u4f7f\u7528\u4e86 ResNeST \u8fd9\u4e2a\u6bd4\u8f83\u65b0\u7684 backbone\uff0c\u5b83\u53ef\u4ee5\u65e0\u75db\u66ff\u6362\u6389\u539f STM \u7684 resnet \u3002\u5728\u7ed3\u679c\u4e0a\u6709\u6bd4\u8f83\u660e\u663e\u63d0\u5347\u3002<\/p>\n

    \u6d4b\u8bd5\u7b56\u7565<\/strong>: \u8fbe\u6469\u9662\u4f7f\u7528\u4e86\u591a\u5c3a\u5ea6\u6d4b\u8bd5\u548c model ensemble \u3002\u4e0d\u540c\u5c3a\u5ea6\u548c\u4e0d\u540c model \u7684\u7ed3\u679c\uff0c\u5728\u6700\u7ec8\u9884\u6d4b\u7684 map \u4e0a\uff0c\u505a\u4e86\u7b80\u5355\u7684\u7b49\u6743\u91cd\u5e73\u5747\u3002<\/p>\n

    \u663e\u5b58\u4f18\u5316<\/strong>: \u8fbe\u6469\u9662\u505a\u4e86\u4e00\u4e9b\u663e\u5b58\u4f18\u5316\u65b9\u9762\u7684\u5de5\u4f5c\uff0c\u4f7f\u5f97 STM \u5728\u591a\u76ee\u6807\u6a21\u5f0f\u4e0b\uff0c\u53ef\u4ee5\u652f\u6301\u5927\u5c3a\u5ea6\u7684\u8bad\u7ec3\u3001\u6d4b\u8bd5\uff0c\u4ee5\u53ca\u652f\u6301\u8f83\u5927\u7684 memory \u5bb9\u91cf\u3002<\/p>\n

    \u6570\u636e<\/strong>: \u8bad\u7ec3\u6570\u636e\u4e0a\uff0c\u8fbe\u6469\u9662\u4f7f\u7528\u4e86 DAVIS \u3001Youtube-VOS\uff0c\u4ee5\u53ca STM \u539f\u6587\u7528\u5230\u7684\u9759\u6001\u56fe\u50cf\u6570\u636e\u5e93\u3002\u6ca1\u6709\u5176\u4ed6\u6570\u636e\u3002<\/p>\n

    \u7ed3\u679c<\/h2>\n

    \u8fbe\u6469\u9662\u7684\u6a21\u578b\uff0c\u6700\u7ec8\u5728 test-challenge \u4e0a\u53d6\u5f97\u4e86 84.1 \u7684\u6210\u7ee9\u3002<\/p>\n

    \"\u76d6\u62bd\u5956\uff5c\u4e3a\u62ff\u4e0b\u7b97\u6cd5<\/p>\n

    \u5728 test-dev \u4e0a\u7684\u6d88\u878d\u5b9e\u9a8c\u3002\u8fbe\u6469\u9662\u590d\u73b0\u7684 STM \u8fbe\u5230\u4e86\u548c\u539f\u6587\u4e00\u81f4\u7684\u7ed3\u679c\u3002\u5728\u5404\u79cd trick \u7684\u52a0\u6301\u4e0b\uff0c \u5f97\u5230\u4e86 11 \u4e2a\u70b9\u7684\u63d0\u5347\u3002<\/p>\n

    \"\u76d6\u62bd\u5956\uff5c\u4e3a\u62ff\u4e0b\u7b97\u6cd5<\/p>\n

    \u968f\u7740\u4e92\u8054\u7f51\u6280\u672f\u30015G \u6280\u672f\u7b49\u7684\u53d1\u5c55\uff0c\u77ed\u89c6\u9891\u3001\u89c6\u9891\u4f1a\u8bae\u3001\u76f4\u64ad\u7684\u573a\u666f\u8d8a\u6765\u8d8a\u591a\uff0c\u89c6\u9891\u5206\u5272\u6280\u672f\u4e5f\u5c06\u6210\u4e3a\u4e0d\u53ef\u6216\u7f3a\u7684\u4e00\u73af\u3002\u6bd4\u5982\uff0c\u5728\u89c6\u9891\u4f1a\u8bae\u4e2d\uff0c\u89c6\u9891\u5206\u5272\u53ef\u4ee5\u7cbe\u786e\u533a\u5206\u524d\u80cc\u666f\uff0c\u4ece\u800c\u5bf9\u80cc\u666f\u8fdb\u884c\u865a\u5316\u6216\u66ff\u6362\uff1b\u5728\u76f4\u64ad\u4e2d\uff0c\u7528\u6237\u53ea\u9700\u8981\u7ad9\u5728\u7eff\u5e55\u524d\uff0c\u7b97\u6cd5\u5c31\u5b9e\u65f6\u66ff\u6362\u80cc\u666f\uff0c\u5b9e\u73b0\u4e00\u79d2\u949f\u6362\u65b0\u76f4\u64ad\u95f4<\/strong>\uff1b\u5728\u89c6\u9891\u7f16\u8f91\u9886\u57df\uff0c\u53ef\u4ee5\u8f85\u52a9\u8fdb\u884c\u540e\u671f\u5236\u4f5c\u3002<\/p>\n

    \u53c2\u8003<\/h2>\n
      \n
    1. Oh SW, Lee JY, Xu N, Kim SJ. Video object segmentation using space-time memory networks. InProceedings of the IEEE International Conference on Computer Vision 2019<\/li>\n
    2. Wang X, Girshick R, Gupta A, He K. Non-local neural networks. InProceedings of the IEEE conference on computer vision and pattern recognition 2018<\/li>\n<\/ol>\n

      \u201c\u65b0\u5185\u5bb9 \u65b0\u4ea4\u4e92\u201d \u5168\u7403\u89c6\u9891\u4e91\u521b\u65b0\u6311\u6218\u8d5b\u7b97\u6cd5\u6311\u6218\u8d5b\u9053<\/h2>\n

      \u672c\u5c4a\u5168\u7403\u89c6\u9891\u4e91\u521b\u65b0\u6311\u6218\u8d5b\u662f\u7531\u963f\u91cc\u4e91\u8054\u624b\u82f1\u7279\u5c14\u4e3b\u529e\uff0c\u4e0e\u4f18\u9177\u6218\u7565\u6280\u672f\u5408\u4f5c\uff0c\u9762\u5411\u4f01\u4e1a\u4ee5\u53ca\u4e2a\u4eba\u5f00\u53d1\u8005\u7684\u97f3\u89c6\u9891\u9886\u57df\u7684\u6311\u6218\u8d5b\u3002\u7b97\u6cd5\u6311\u6218\u8d5b\u9053\u805a\u7126\u89c6\u9891\u4eba\u50cf\u5206\u5272\u9886\u57df\uff0c\u89c6\u9891\u5206\u5272\u5c06\u4f20\u7edf\u56fe\u50cf\u5206\u5272\u95ee\u9898\u5ef6\u4f38\u5230\u89c6\u9891\u9886\u57df\uff0c\u53ef\u670d\u52a1\u4e8e\u89c6\u9891\u7406\u89e3\u5904\u7406\u548c\u7f16\u8f91\u7b49\u4efb\u52a1\u3002<\/p>\n

      \u7b97\u6cd5\u8d5b\u9053\u63cf\u8ff0<\/h3>\n

      \u672c\u6b21\u5927\u8d5b\u63d0\u4f9b\u4e00\u4e2a\u5927\u89c4\u6a21\u9ad8\u7cbe\u5ea6\u89c6\u9891\u4eba\u50cf\u5206\u5272\u6570\u636e\u96c6\uff0c\u4f9b\u53c2\u8d5b\u9009\u624b\u8bad\u7ec3\u6a21\u578b\u3002\u4e0d\u540c\u4e8e\u4f20\u7edf\u7684\u4e8c\u503c\u5206\u5272\u76ee\u6807\uff08\u5373\u4eba\u50cf\u533a\u57df\u6807\u6ce8\u4e3a 1\uff0c\u5176\u4ed6\u533a\u57df\u6807\u6ce8\u4e3a 0 \uff09\uff0c\u672c\u7ade\u8d5b\u91cd\u70b9\u5173\u6ce8\u5206\u5272\u5404\u4e2a\u4e0d\u540c\u7684\u4eba\u8c61\u5b9e\u4f8b\uff0c\u76ee\u6807\u662f\u4ece\u89c6\u9891\u4e2d\u7cbe\u786e\u3001\u7a33\u5b9a\u5206\u5272\u51fa\u663e\u8457\u7684\uff08\u5355\u4e2a\u6216\u591a\u4e2a\uff09\u4eba\u4f53\u5b9e\u4f8b\uff0c\u4ee5\u53ca\u5176\u76f8\u5e94\u9644\u5c5e\u7269\u3001\u624b\u6301\u7269\u3002<\/p>\n

      \u672c\u6b21\u6bd4\u8d5b\u5206\u4e3a\u521d\u8d5b\u6570\u636e\u96c6\u548c\u590d\u8d5b\u6570\u636e\u96c6\u3002\u590d\u8d5b\u6570\u636e\u96c6\u7b49\u521d\u8d5b\u7ed3\u675f\u540e\u516c\u5e03\uff0c\u590d\u8d5b\u4e2d\u4e5f\u53ef\u4ee5\u4f7f\u7528\u521d\u8d5b\u6570\u636e\u96c6\u3002<\/p>\n

      \u521d\u8d5b\u73af\u8282\u63d0\u4f9b\u8bad\u7ec3\u96c6\u4f9b\u9009\u624b\u4e0b\u8f7d\uff0c\u8bad\u7ec3\u6570\u636e\u96c6\u5171 1650 \u6bb5\u89c6\u9891\u3002\u8bad\u7ec3\u96c6\u4e2d\u6bcf\u4e2a\u6837\u672c\u7531 RGB \u56fe\u50cf\u5e8f\u5217\u548c\u63a9\u7801\u56fe\u50cf\u5e8f\u5217\u7ec4\u6210\uff0cRGB \u56fe\u50cf\u5e8f\u5217\u4e3a\u539f\u59cb\u89c6\u9891\u56fe\u50cf\u5e8f\u5217\uff0c\u683c\u5f0f\u4e3a jpg \u6587\u4ef6\uff1b\u63a9\u7801\u56fe\u50cf\u4e3a\u4eba\u4f53\u5206\u5272\u7684\u771f\u503c (ground-truth)\uff0c\u683c\u5f0f\u4e3a png \u6587\u4ef6\uff0c\u63a9\u7801\u56fe\u50cf\u4e2d\u4e0d\u540c\u7684\u50cf\u7d20\u503c\u8868\u793a\u4e0d\u540c\u7684\u4eba\u4f53\u5b9e\u4f8b\uff0c0 \u4e3a\u80cc\u666f\u533a\u57df\uff0c\u975e 0 \u4e3a\u524d\u666f\u533a\u57df\uff08\u4f8b\u5982 1 \u4e3a\u4eba\u50cf 1\uff0c2 \u4e3a\u4eba\u50cf 2 \uff09\u3002RGB \u548c png \u6587\u4ef6\u662f\u4e00\u4e00\u5bf9\u5e94\u5173\u7cfb\u3002\u6570\u636e\u96c6\u6bcf\u4e2a\u89c6\u9891\u7684\u957f\u5ea6\u4e3a 80 \u5e27\uff5e 150 \u5e27\uff0c\u6bcf\u4e2a\u89c6\u9891\u7684\u5206\u8fa8\u7387\u4e0d\u5b8c\u5168\u76f8\u540c\u3002\u9884\u8d5b\u7684\u6d4b\u8bd5\u6570\u636e\u4e3a 48 \u6bb5\u89c6\u9891\u3002\u6d4b\u8bd5\u96c6\u53ea\u63d0\u4f9b RGB \u56fe\u50cf\u5e8f\u5217\u3002\u5982\u51fa\u73b0\u591a\u4e2a\u4eba\u50cf\u5b9e\u4f8b\uff0c\u6bcf\u4e2a\u4eba\u50cf\u53ef\u4ee5\u4efb\u610f\u987a\u5e8f\u6807\u6ce8\uff0c\u8bc4\u6d4b\u65f6\u5c06\u88ab\u72ec\u7acb\u8ba1\u7b97\u3002<\/p>\n

      \u672c\u6b21\u6bd4\u8d5b\u5141\u8bb8\u53c2\u6570\u9009\u624b\u4f7f\u7528\u5176\u4ed6\u516c\u5f00\u6570\u636e\u96c6\u548c\u516c\u5f00\u6a21\u578b\uff0c\u4f46\u53c2\u8d5b\u9009\u624b\u7684\u6a21\u578b\u5fc5\u987b\u6ee1\u8db3\u80fd\u5728\u9650\u5b9a\u65f6\u95f4\u5185\u590d\u73b0\u7684\u8981\u6c42\uff0c\u590d\u73b0\u7cbe\u5ea6\u5c0f\u4e8e\u89c4\u5b9a\u8bef\u5dee\u3002<\/p>\n

      \u8bc4\u4f30\u6807\u51c6<\/h3>\n

      \u5bf9\u4e8e\u7b97\u6cd5\u6062\u590d\u7684\u89c6\u9891\u7ed3\u679c\uff0c\u672c\u6b21\u6bd4\u8d5b\u91c7\u7528 Mean J And F \u505a\u4e3a\u8bc4\u4ef7\u6307\u6807\u3002J \u4e3a\u63cf\u8ff0\u5206\u5272\u4eba\u4f53\u533a\u57df\u7cbe\u5ea6\u7684 Jaccard Index\uff0cF \u4e3a\u63cf\u8ff0\u5206\u5272\u4eba\u4f53\u7684\u8fb9\u754c\u7cbe\u786e\u5ea6\u3002\u5177\u4f53\u8bf7\u53c2\u7167\u53c2\u8003\u6587\u732e 1 \u3002\u6bcf\u4e2a\u89c6\u9891\u5141\u8bb8\u9009\u624b\u6700\u591a\u8f93\u51fa 8 \u4e2a\u4eba\u7269\u5206\u5272\u7ed3\u679c\uff0c\u9009\u624b\u5206\u5272\u7ed3\u679c\u4e0e\u771f\u503c\u5148\u8fdb\u884c IOU \u5339\u914d\uff0c\u627e\u5230\u5bf9\u5e94\u7684\u4eba\u7269\u540e\uff0c\u6839\u636e\u8be5\u7ed3\u679c\u8fdb\u884c\u8bc4\u5206\u3002\u591a\u4f59\u7684\u5206\u5272\u7ed3\u679c\uff0c\u6ca1\u6709\u60e9\u7f5a\u3002\u5982\u679c\u8d85\u8fc7 8 \u4e2a\u533a\u57df\uff0c\u6574\u4e2a\u89c6\u9891\u7ed3\u679c\u65e0\u6548\u3002<\/p>\n

      \u5956\u9879\u8bbe\u7f6e<\/h3>\n

      \u51a0\u519b<\/strong>\uff1a1 \u652f\u961f\u4f0d\uff0c\u5956\u91d1 9 \u4e07\u4eba\u6c11\u5e01\uff0c\u9881\u53d1\u83b7\u5956\u8bc1\u4e66<\/p>\n

      \u4e9a\u519b<\/strong>\uff1a2 \u652f\u961f\u4f0d\uff0c\u5956\u91d1 3 \u4e07\u4eba\u6c11\u5e01\uff0c\u9881\u53d1\u83b7\u5956\u8bc1\u4e66<\/p>\n

      \u5b63\u519b<\/strong>\uff1a3 \u652f\u961f\u4f0d\uff0c\u5956\u91d1 1 \u4e07\u4eba\u6c11\u5e01\uff0c\u9881\u53d1\u83b7\u5956\u8bc1\u4e66<\/p>\n

      Cooper Lake \u6700\u4f73\u5b9e\u8df5<\/strong>\uff1a3 \u652f\u961f\u4f0d\uff0c\u5956\u91d1 2 \u4e07\u4eba\u6c11\u5e01\uff0c\u9881\u53d1\u83b7\u5956\u8bc1\u4e66<\/p>\n

      \u6b64\u5916\uff0c\u590d\u8d5b\u5ba1\u6838\u901a\u8fc7\u7684\u6392\u540d\u524d 12 \u961f\u4f0d\uff0c\u53ef\u8fdb\u5165\u963f\u91cc\u4e91\u6821\u62db\u7eff\u8272\u901a\u9053\u3002<\/p>\n

      \u89c6\u9891\u4e91\u5927\u8d5b\u6b63\u5728\u706b\u70ed\u62a5\u540d\u4e2d<\/strong> \u626b\u7801\u6216\u70b9\u51fb\u4e0b\u65b9\u94fe\u63a5\uff0c\u4e00\u8d77\u9a71\u52a8\u4e0b\u4e00\u4ee3\u6d6a\u6f6e\uff01<\/strong> https:\/\/tianchi.aliyun.com\/competition\/entrance\/531873\/introduction \"\u76d6\u62bd\u5956\uff5c\u4e3a\u62ff\u4e0b\u7b97\u6cd5<\/p>\n

      \u5c42\u62bd\u5956\u89c4\u5219<\/h2>\n
        \n
      • \u8bc4\u8bba\u56de\u590d\u5185\u5bb9\u4e0d\u9650\uff0c\u53ef\u4ee5\u662f\u89c6\u9891\u4e91\u5927\u8d5b\u76f8\u5173\u63d0\u95ee\u3001\u671f\u671b<\/li>\n
      • \u62bd\u5341\u4e2a\u4eba\uff0c\u6bcf\u4eba\u9001\u4e00\u4e2a\u4fdd\u6e29\u676f<\/li>\n
      • \u622a\u6b62\u65e5\u671f\u4e3a\uff1a2021.4.2 12:00<\/li>\n
      • \u4ece\u56de\u590d\u5c42\u4e2d\u968f\u673a\u62bd\u53d6<\/li>\n
      • \u4e2d\u5956\u7ed3\u679c\u4f1a\u4ee5\u9644\u8a00\u5f62\u5f0f\u516c\u5e03\u4e8e\u672c\u5e16\uff0c\u5e76 @ \u5404\u4f4d\u4e2d\u5956\u7528\u6237 <\/li>\n<\/ul>\n
        function createRandom(num,from,to) {     var arr=[];      var json={};       while(arr.length<num)     {         var ranNum=Math.round(Math.random()*(to-from))+from;         if(!json[ranNum])         {             json[ranNum]=1;             arr.push(ranNum);          }     }     return arr; }  createRandom(10,0,\u56de\u590d\u5c42) \/\/\u62bd\u5956  <\/code><\/pre>\n
        \u6e90\u7801\u5f15\u81ea yedanbo\/createRandom().js<\/p>\n
        \u793c\u7269\u56fe\u7247 \u76d6\u8d85 100 \u5c42\uff0c\u4e0b\u6b21\u6d3b\u52a8\u9001\u7535\u8111\u5305\uff5e<\/p>\n
        \"\u76d6\u62bd\u5956\uff5c\u4e3a\u62ff\u4e0b\u7b97\u6cd5<\/p>\n<\/p><\/div>\n
         \u5927\u4f6c\u6709\u8a71\u8aaa<\/b> (100<\/span>)        <\/div>\n
         <\/div>\n<\/p><\/div>\n<\/p><\/div>\n
          \n
        • \n
          \n
          \n
           \u8cc7\u6df1\u5927\u4f6c : tflz514 <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u8fd9\u662f\u4e00\u5417                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
        • \n
          \n
          \n
           \u8cc7\u6df1\u5927\u4f6c : luotuoccc <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u8fd9\u662f\u4e8c\u5417                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
        • \n
          \n
          \n
           \u8cc7\u6df1\u5927\u4f6c : Alalajiyh <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u8fd9\u662f\u4e09\u5417                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
        • \n
          \n
          \n
           \u8cc7\u6df1\u5927\u4f6c : captain2011 <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u8fd9\u662f\u4e94\u5417                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
        • \n
          \n
          \n
           \u8cc7\u6df1\u5927\u4f6c : running17 <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u8fd9\u662f\u5206\u6bcd\u5417                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
        • \n
          \n
          \n
           \u8cc7\u6df1\u5927\u4f6c : doctortao <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u4ed6\u662f\u90a3\u79cd\u7279\u522b\u7684\uff0c\u8bf4\u4e0d\u4e0a\u6765\u7684\uff0c\u89c6\u9891\u4e91\u5417\uff1f                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
        • \n
          \n
          \n
           \u4e3b<\/span> \u8cc7\u6df1\u5927\u4f6c : VideoCloudTech <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       @doctortao \u54b1\u4eec\u662f\u6b63\u7ecf\u7684\u89c6\u9891\u4e91\u54c8                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
        • \n
          \n
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           \u8cc7\u6df1\u5927\u4f6c : opengps <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u8fd9\u662f\u516b\u5417                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : homu <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u521a\u597d\u7f3a\u4e2a\u4fdd\u6e29\u676f\u3002\u3002\u3002
          \u795d\u5927\u8d5b\u8d8a\u529e\u8d8a\u597d                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : JinTianYi456 <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u8fd9\u662f\u5206\u5b50\u5417                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : BBrother <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u9ad8\u7ea7\u554a                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : dddz97 <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u6ca1\u63a5\u89e6\u8fc7\uff0c\u611f\u89c9\u5f88\u5f3a                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : feimengheng <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u54a9\u554a                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : moxiaonai <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u606d\u559c\u606d\u559c                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : yrucrew <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u6211\u5728\u54ea                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : pigmen <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
           <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : brookepe <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
           <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : muayang <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u7728\u773c\u5c31 18 \u4e86                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : muayang <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u6211\u80fd\u4e2d\u5417                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : waising <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u606d\u559c\u606d\u559c                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : bbtjym <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u6216\u8bb8                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : nightli <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u767d\u5ad6\u4fdd\u6e29\u676f                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : jangit <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u767d\u5ad6\u4fdd\u6e29\u676f+1                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : Shuqy <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u767d\u5ad6\u4fdd\u6e29\u676f + 2                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : thrinity <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u4e3a\u767d\u5ad6\u4fdd\u6e29\u676f\u5f53\u5206\u5b50                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : Keppel <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u5206\u6bcd                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : ditel <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u725b\u903c                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : evanzhou1989 <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
           <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : HalcyonTime <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u770b\u52a8\u56fe\u611f\u89c9\u7334\u8d5b\u96f7                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : Yanwenguang <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u770b\u4e0d\u61c2\u7684\u6837\u5b50\uff0c\u611f\u89c9\u597d\u9ad8\u7ea7~                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : xwh201314 <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u62c9\u4f4e\u4e2d\u5956\u7387                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : BoyBoy <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u725b\u903c\u666e\u62c9\u65af\u554a                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : Katrol <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u8fbe\u6469\u9662\u5389\u5bb3\u5440                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : weijiawj <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u62c9\u4f4e\u4e2d\u5956\u7387                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : Kiana1 <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u505a\u4e2a\u5206\u5b50                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : darksword21 <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       35 \u6709\u7535\u68af\u5417\uff1f                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : zhzhA <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u505a\u4e2a\u5206\u6bcd                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : Vindroid <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u4fdd\u6e29\u676f\uff1f\u554a\uff0c\u53ef\u4ee5\u6ce1\u67b8\u675e\u4e86                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : bijika <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u6211\u662f\u8c01\uff1f                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : kim886 <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u8001\u677f\u6765\u4efd\u4fdd\u6e29\u676f\uff01                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : ycisyc <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u8fd9\u662f\u51e0\uff1f                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : twttwt <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u767d\u5ad6\u4fdd\u6e29\u676f+1                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : ssdrb <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u5fc5\u4e2d\u4fdd\u6e29\u676f\uff01                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : licanbo <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u8fbe\u6469\u9662\u725b\u63b0\u5440                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : h272377502 <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u51a0\u519b\u4e5f\u624d\u8fd9\u70b9\uff0c\u8fd8\u4e0d\u591f\u8dd1 GPU \u7684\u94b1\u3002                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : Whurry <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       …                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : buchikoma <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u767d\u5ad6\u4fdd\u6e29\u676f + 1                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : sychty <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u8fd9\u662f 48 \u5417                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : pap3r <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
           <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : MadbookPro <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u8fbe\u6469\u9662\u5389\u5bb3\u4e86                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : yooodooo <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u767d\u5ad6\u4fdd\u6e29\u676f + +                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : renyijiu <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u5389\u5bb3\u4e86                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : pangleon <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u5389\u5bb3\u5389\u5bb3\uff0c\u80fd\u505a\u5230\u8fd9\u79cd\u7a0b\u5ea6                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : cookie <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u597d\u7684                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : zlldeta <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u4e2d\u4e2d\u4e2d                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : xiaoye233 <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u770b\u4e0d\u61c2\uff0c\u4f46\u662f\u8d70\u8fc7\u8def\u8fc7\u987a\u624b\u62c9\u4f4e\u4e00\u4e0b\u4e2d\u5956\u7387\uff0c\u54c8\u54c8\u54c8                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : LeslieLeung <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u4e0d\u5982\u62bd\u6211\u5427                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : narmgalaxy <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u771f\u7684 np                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : chole <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u5206\u5b50\u8def\u8fc7\u3002\u3002\u3002\u3002                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : jack594 <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u8def\u8fc7\u6d4b\u4e00\u4e0b rp \u3002\u3002\u3002                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : fkdtz <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u770b\u770b\u600e\u4e48\u4e8b\u513f                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : chihiro2014 <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u5f53\u4e2a\u6700\u5f3a\u5206\u5b50                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : chendy <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u8def\u8fc7\u6d4b\u8bd5\u4e00\u4e0b                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : server <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u5206\u6bcd \u5206\u6bcd                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : ironMan1995 <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u597d\u4eba\u4e00\u751f\u5e73\u5b89                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : torical <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       01010111001                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : RanchoTuring <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u5389\u5bb3\u4e86\uff01                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : ic2y <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       +1                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : Banxiaozhuan <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u6765\u6765 \u76d6                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : BernyG <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u53ea\u60f3\u8eba\u5e73                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : DrugsZ <\/span>  <\/div>\n
           <\/i>            <\/span> <\/div>\n<\/p><\/div>\n
                                                                       \u5206\u5b50                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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                                                                       \u5206\u5b50                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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                                                                       \u5206\u5b50                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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                                                                       \u671f\u5f85\u4e2d\u5956                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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                                                                       \u4e07\u5e74\u5206\u6bcd\u6765\u4e86                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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                                                                       \u5206\u5b50                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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                                                                       \u5206\u6bcd+1                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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                                                                       \u4ec0\u4e48\u90fd\u6ca1\u505a\u51fa \u5c31\u5fae\u535a\u6ee1\u4e16\u754c\u5439\u6bd4\u7684\u8fbe\u6469\u9662?                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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                                                                       \u8bd5\u56fe\u62c9\u4f4e\u6982\u7387                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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                                                                       \u5e0c\u671b\u8d8a\u529e\u8d8a\u597d\uff01                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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                                                                       \u5206\u6bcd+1                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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                                                                       \u652f\u6301\u554a                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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                                                                       \u725b\u54c7                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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                                                                       \u5206\u6bcd                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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                                                                       \u5206\u6bcd                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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                                                                       \u51b2\u51b2\u51b2\uff0c\u4e2d\u4e2d\u4e2d                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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                                                                       \u51b2\u51b2\u51b2                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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                                                                       \u9001\u4e0d\u9001\u6587\u5316\u886b O(\u2229_\u2229)O                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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                                                                       cool                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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                                                                       \u5206\u6bcd                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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                                                                       \u5206\u5b50\u6765\u4e86                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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                                                                       \u4e07\u5e74\u5206\u6bcd\u6765\u4e86                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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                                                                       \u6211\u95ee\u4f60\u8fd9\u56fe\u54ea\u6765\u7684.jpg                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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                                                                       \u5206\u6bcd\u6765\u4e86                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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                                                                       \u5389\u5bb3\u4e86\uff0c\u6211\u7684\u4e91                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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                                                                       \u5206\u5b50\u5206\u5b50                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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                                                                       \u60f3\u8981\u4fdd\u6e29\u676f                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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                                                                       \u5206\u5b50\u5206\u5b50                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : LesignButure <\/span>  <\/div>\n
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                                                                       \u5206\u5b50~                                                            <\/div>\n<\/p><\/div>\n<\/li>\n
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           \u8cc7\u6df1\u5927\u4f6c : NicholasYX <\/span>  <\/div>\n
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                                                                       \u6211\u662f 100                                                             <\/div>\n<\/p><\/div>\n<\/li>\n
        • \n","protected":false},"excerpt":{"rendered":"
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