{"id":27953,"date":"2025-11-07T08:42:53","date_gmt":"2025-11-07T00:42:53","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=27953"},"modified":"2025-11-07T08:42:53","modified_gmt":"2025-11-07T00:42:53","slug":"instagram%e5%a6%82%e4%bd%95%e5%88%a9%e7%94%a8%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e8%bf%9b%e8%a1%8c%e5%86%85%e5%ae%b9%e5%ae%a1%e6%a0%b8%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/11\/07\/27953\/","title":{"rendered":"Instagram\u5982\u4f55\u5229\u7528\u4eba\u5de5\u667a\u80fd\u8fdb\u884c\u5185\u5bb9\u5ba1\u6838\uff1f"},"content":{"rendered":"<p style=\"font-weight: 400;\">Instagram\u5229\u7528\u4eba\u5de5\u667a\u80fd\u6280\u672f\u8fdb\u884c\u5185\u5bb9\u8fc7\u6ee4\u548c\u5ba1\u6838\uff0c\u901a\u8fc7CNN\u3001OCR\u548cNLP\u6a21\u578b\u68c0\u6d4b\u5e76\u79fb\u9664\u8fdd\u89c4\u5185\u5bb9\u3002\u867d\u7136\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u6269\u5c55\u4e86\u5ba1\u6838\u89c4\u6a21\u3001\u63d0\u9ad8\u4e86\u5b89\u5168\u6027\uff0c\u4f46\u5b58\u5728\u8bef\u62a5\u548c\u6f0f\u62a5\u7b49\u95ee\u9898\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8Instagram\u5728\u7ef4\u62a4\u5e73\u53f0\u79ef\u6781\u53cb\u597d\u7528\u6237\u4f53\u9a8c\u80cc\u540e\u7684\u6280\u672f\u673a\u5236\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>Instagram\u5e7f\u6cdb\u4f7f\u7528\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u8fdb\u884c\u5185\u5bb9\u8fc7\u6ee4\u548c\u5ba1\u6838\uff0c\u4ee5\u7ef4\u62a4\u5b89\u5168\u548c\u79ef\u6781\u7684\u7528\u6237\u4f53\u9a8c\u3002\u5176\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u7684\u7cfb\u7edf\u80fd\u591f\u81ea\u52a8\u68c0\u6d4b\u5e76\u79fb\u9664\u8fdd\u53cdInstagram\u793e\u533a\u51c6\u5219\u7684\u5185\u5bb9\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u7ed3\u5408\u4e86\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4ee5\u53ca\u8ba1\u7b97\u673a\u89c6\u89c9\u6280\u672f\uff08\u5982\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff09\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8Instagram\u5728\u7ef4\u62a4\u5e73\u53f0\u79ef\u6781\u53cb\u597d\u7684\u7528\u6237\u4f53\u9a8c\u80cc\u540e\u7684\u6280\u672f\u673a\u5236\u3002<\/p>\n<h3>Instagram\u4e0a\u7684\u4eba\u5de5\u667a\u80fd\u5185\u5bb9\u5ba1\u6838<\/h3>\n<p>Instagram\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u80fd\u591f\u81ea\u52a8\u68c0\u6d4b\u5e76\u5220\u9664\u8fdd\u53cd\u793e\u533a\u51c6\u5219\u7684\u5185\u5bb9\uff0c\u5305\u62ec\u4ec7\u6068\u8a00\u8bba\u3001\u6b3a\u51cc\u3001\u8272\u60c5\u3001\u66b4\u529b\u56fe\u7247\u53ca\u5783\u573e\u4fe1\u606f\uff0c\u5e76\u4e14\u901a\u5e38\u4f1a\u5728\u7528\u6237\u4e3e\u62a5\u524d\u5b8c\u6210\u5904\u7406\u3002<\/p>\n<h4>1.\u56fe\u50cf\/\u89c6\u9891\u5206\u6790<\/h4>\n<p>Instagram\u91c7\u7528<u>\u6df1\u5ea6\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09<\/u>\u5206\u7c7b\u5668\u6765\u8bc6\u522b\u8fdd\u89c4\u5185\u5bb9\u3002\u4f8b\u5982\uff0c\u5b83\u4f7f\u7528\uff08\u901a\u5e38\u91c7\u7528ResNet\u67b6\u6784\uff09\u5377\u79ef\u7f51\u7edc\u5bf9\u5927\u91cf\u6807\u6ce8\u4e3a\u201c\u8fdd\u89c4\u56fe\u7247\u4e0e\u5b89\u5168\u56fe\u7247\u201d\u7684\u6570\u636e\u96c6\u8fdb\u884c\u8bad\u7ec3\uff0c\u540c\u65f6\u8fd0\u7528\u5bf9\u8c61\u68c0\u6d4b\u6a21\u578b\uff08\u5982\u5355\u9636\u6bb5\u68c0\u6d4b\u5668YOLO\u6216\u4e24\u9636\u6bb5\u68c0\u6d4b\u5668Faster R-CNN\uff09\u5bf9\u654f\u611f\u5185\u5bb9\u8fdb\u884c\u7cbe\u786e\u5b9a\u4f4d\u3002Instagram\u7684\u6bcd\u516c\u53f8Meta\u516c\u53f8\u6307\u51fa\uff0c\u5728\u5bf9\u5b9e\u65f6\u6027\u8981\u6c42\u9ad8\u7684\u89c6\u9891\u626b\u63cf\u573a\u666f\u4e2d\u4f1a\u91c7\u7528YOLO\uff0c\u800c\u5728\u7cbe\u5ea6\u4f18\u5148\u7684\u60c5\u51b5\u4e0b\u5219\u4f1a\u4f7f\u7528\u57fa\u4e8eResNet\u6216ShuffleNet\u7b49\u9aa8\u5e72\u7f51\u7edc\u7684Faster R-CNN\u3002\u672c\u8d28\u4e0a\uff0c\u5f53\u56fe\u50cf\u50cf\u7d20\u6a21\u5f0f\u4e0e\u8272\u60c5\u3001\u6b66\u5668\u3001\u8840\u8165\u53ca\u66b4\u529b\u5185\u5bb9\u7279\u5f81\u5339\u914d\u65f6\uff0cCNN\u4fbf\u4f1a\u81ea\u52a8\u6807\u8bb0\u8be5\u5185\u5bb9\u3002<\/p>\n<h4>2.\u5149\u5b66\u5b57\u7b26\u8bc6\u522b\uff08Rosetta\u7cfb\u7edf\uff09<\/h4>\n<p>\u8bb8\u591a\u5e16\u5b50\uff08\u5982\u8868\u60c5\u5305\u3001\u622a\u56fe\u3001\u542b\u6709\u6587\u5b57\u7684\u56fe\u7247\uff09<u>\u5185\u542b\u5d4c\u5165\u6587\u672c<\/u>\uff0cInstagram\u56e0\u6b64\u91c7\u7528\u4e13\u95e8\u7684OCR\u6d41\u7a0b\uff08Meta\u7684Rosetta\u7cfb\u7edf\uff09\u6765\u63d0\u53d6\u56fe\u50cf\u4e2d\u7684\u53e0\u52a0\u6587\u5b57\u3002Rosetta\u91c7\u7528\u4e00\u4e2a\u4e24\u9636\u6bb5\u89c6\u89c9\u6a21\u578b\uff1a\u9996\u5148\u901a\u8fc7Faster R-CNN\u7684\u53d8\u4f53\u68c0\u6d4b\u77e9\u5f62\u6587\u672c\u533a\u57df\uff0c\u7136\u540e\u5229\u7528\u57fa\u4e8eResnet-18\u7684CNN\u5e76\u7ed3\u5408CTC\uff08\u5e8f\u5217\uff09\u635f\u5931\u51fd\u6570\u8fdb\u884c\u5355\u8bcd\u8bc6\u522b\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u201c1\u4e2a\u8d5e= 1\u6b21\u7948\u7977\u201d\uff081 like=1 prayer\uff09\u7684\u8868\u60c5\u5305\u5c06\u88ab\u68c0\u6d4b\u5e76\u8f6c\u5f55\u4e3a\u6587\u5b57\uff0c\u968f\u540e\u8f93\u5165\u5230\u5ba1\u6838\u5f15\u64ce\u4e2d\u8fdb\u884c\u5206\u6790\u3002Rosetta\u6240\u91c7\u7528\u7684CNN+LSTM\u8bc6\u522b\u5668\u5728\u5408\u6210\u548c\u771f\u5b9e\u7684\u591a\u8bed\u8a00\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u4f7fInstagram\u80fd\u591f\u6355\u6349\u5230\u9690\u85cf\u5728\u56fe\u50cf\u4e2d\u7684\u4ec7\u6068\u8a00\u8bba\u6216\u5783\u573e\u4fe1\u606f\u3002<\/p>\n<h4>3.\u8bed\u8a00\u7406\u89e3\uff08NLP\uff09<\/h4>\n<p>Instagram\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u6a21\u578b\u5bf9\u6807\u9898\u3001\u8bc4\u8bba\u53ca\u6d88\u606f\u8fdb\u884c\u81ea\u52a8\u5316\u5206\u6790\u3002Instagram\u5e94\u7528\u57fa\u4e8eTransformer\u7684\u6587\u672c\u5206\u7c7b\u5668\u548c\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u7b49\u7b97\u6cd5\uff0c\u6839\u636e\u793e\u533a\u51c6\u5219\u5bf9\u5185\u5bb9\u8fdb\u884c\u8bc4\u4f30\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u8bc4\u8bba\u901a\u8fc7\u5b66\u4e60\u5d4c\u5165\u6216\u7c7b\u4f3cBERT\u7684\u6a21\u578b\u8fdb\u884c\u5411\u91cf\u5316\uff0c\u5e76\u63d0\u4f9b\u7ed9\u5783\u573e\u90ae\u4ef6\/\u4ec7\u6068\u5206\u7c7b\u5668\u3002\u901a\u8fc7\u5bf9\u6587\u672c\u6a21\u5f0f\u7684\u5b66\u4e60\uff0c\u7cfb\u7edf\u80fd\u591f\u51c6\u786e\u8bc6\u522b\u4fae\u8fb1\u6027\u8a00\u8bba\u3001\u9a9a\u6270\u3001\u8c29\u9a82\u53ca\u4ec7\u6068\u8a00\u8bba\u7b49\u8fdd\u89c4\u5185\u5bb9\u3002\u5c3d\u7ba1\u5177\u4f53\u7684\u5185\u90e8\u6a21\u578b\u5c5e\u4e8e\u4e13\u6709\u6280\u672f\uff0c\u4f46Meta\u516c\u53f8\u5df2\u7ecf\u516c\u5f00\u8868\u793a\u5176\u4f7f\u7528\u6700\u5148\u8fdb\u7684NLP\u67b6\u6784\u6765\u5927\u89c4\u6a21\u5ba1\u6838\u6570\u5341\u79cd\u8bed\u8a00\u7684\u5185\u5bb9\u3002\u5b9e\u9645\u4e0a\uff0c\u65e0\u8bba\u662f\u89c6\u89c9\u8fd8\u662fNLP\u5b50\u7cfb\u7edf\u6807\u8bb0\u7684\u5185\u5bb9\uff0c\u90fd\u4f1a\u6839\u636e\u7f6e\u4fe1\u5ea6\u88ab\u81ea\u52a8\u5c4f\u853d\u6216\u63d0\u4ea4\u7ed9\u4eba\u5de5\u5ba1\u6838\u3002<\/p>\n<p>\u8fd9\u79cd\u4eba\u673a\u534f\u540c\u7684\u6df7\u5408\u6a21\u5f0f\uff0c\u65e2\u53d1\u6325\u4e86\u4eba\u5de5\u667a\u80fd\u7684\u901f\u5ea6\u4e0e\u89c4\u6a21\u4f18\u52bf\uff0c\u53c8\u4fdd\u7559\u4e86\u4eba\u7c7b\u5728\u590d\u6742\u51b3\u7b56\u4e2d\u7684\u7cbe\u51c6\u5224\u65ad\u529b\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u4eba\u5de5\u5ba1\u6838\u63d0\u4f9b\u7684\u53cd\u9988\u4f1a\u6301\u7eed\u7528\u4e8e\u6a21\u578b\u518d\u8bad\u7ec3\uff0c\u4ece\u800c\u9a71\u52a8\u6574\u4e2a\u7cfb\u7edf\u5728\u4e0d\u65ad\u8fed\u4ee3\u4e2d\u5b9e\u73b0\u667a\u80fd\u5316\u6f14\u8fdb\u3002<\/p>\n<h3>\u4e2a\u6027\u5316\u4e0e\u7528\u6237\u4f53\u9a8c\u63d0\u5347<\/h3>\n<p>Instagram\u7684\u8ba2\u9605\u63a8\u9001(feed)\u3001Explore\u9009\u9879\u5361\u548c\u77ed\u89c6\u9891\uff08Reels\uff09\u529f\u80fd\u90fd\u4f9d\u8d56\u4e8e\u673a\u5668\u5b66\u4e60\u6392\u5e8f\u6a21\u578b\u6765\u4e3a\u7528\u6237\u63d0\u4f9b\u4e2a\u6027\u5316\u4f53\u9a8c\u3002\u8be5\u63a8\u8350\u7cfb\u7edf\u91c7\u7528\u591a\u9636\u6bb5\u5904\u7406\u6d41\u7a0b\uff1a<\/p>\n<p>\u9996\u5148\uff0c\u5b83\u4ece\u7528\u6237\u5173\u6ce8\u7684\u8d26\u6237\u3001\u70ed\u95e8\u6807\u7b7e\u3001\u7c7b\u4f3c\u7528\u6237\u7684\u5e16\u5b50\u7b49\u4e2d\u68c0\u7d22\u5927\u91cf\u7684\u5019\u9009\u5e16\u5b50\u3002\u7136\u540e\u901a\u8fc7\u6df1\u5ea6\u5b66\u4e60\u5bf9\u5b83\u4eec\u8fdb\u884c\u6392\u5e8f\u3002\u5728\u68c0\u7d22\u65b9\u9762\uff0cInstagram\u4f7f\u7528\u53cc\u5854\u795e\u7ecf\u7f51\u7edc\uff0c\u4e00\u4e2a\u201c\u5854\u201d\u5904\u7406\u7528\u6237\u7279\u5f81\uff0c\u4f8b\u5982\u4eba\u53e3\u7edf\u8ba1\u3001\u5386\u53f2\u8bb0\u5f55\u4ee5\u53ca\u5174\u8da3\u504f\u597d\uff0c\u53e6\u4e00\u4e2a\u201c\u5854\u201d\u5904\u7406\u5a92\u4f53\u7279\u5f81\uff0c\u4f8b\u5982\u5e16\u5b50\u5143\u6570\u636e\u548c\u5185\u5bb9\u5d4c\u5165\u5411\u91cf\u3002<\/p>\n<p>\u6bcf\u4e2a\u5854\u901a\u5e38\u662f\u4e00\u4e2a\u524d\u9988\u7f51\u7edc\uff0c\u5176\u8f93\u5165\u5c42\u91c7\u7528\u7c7b\u4f3cWord2Vec\u7684ID\u5d4c\u5165\u6280\u672f\uff0c\u7528\u4ee5\u5b66\u4e60\u7d27\u51d1\u7684\u7528\u6237\u5411\u91cf\u548c\u5185\u5bb9\u5411\u91cf\u3002\u6a21\u578b\u7684\u8bad\u7ec3\u76ee\u6807\u5728\u4e8e\uff0c\u5f53\u7528\u6237\u4e0e\u5185\u5bb9\u4ea7\u751f\u4ea4\u4e92\u65f6\uff0c\u6700\u5927\u5316\u7528\u6237\u5d4c\u5165\u4e0e\u9879\u76ee\u5d4c\u5165\u7684\u76f8\u4f3c\u5ea6\u3002\u5728\u670d\u52a1\u65f6\uff0c\u7528\u6237\u7684\u5854\u548c\u8fd1\u4f3c\u8fd1\u90bb\uff08ANN\uff09\u7d22\u5f15\uff08\u4f8b\u5982\u4f7f\u7528FAISS\uff09\u4ea7\u751f\u6570\u5343\u4e2a\u5019\u9009\u5e16\u5b50\u8fdb\u884c\u6392\u5e8f\u3002\u8fd9\u79cd\u53cc\u5854\u67b6\u6784\u5177\u6709\u9ad8\u5ea6\u53ef\u7f13\u5b58\u6027\uff0c\u5e76\u5141\u8bb8\u4ece\u6570\u5341\u4ebf\u89c4\u6a21\u7684\u5185\u5bb9\u5e93\u4e2d\u5b9e\u65f6\u68c0\u7d22\u3002<\/p>\n<p>\u4e00\u65e6\u68c0\u7d22\u5230\u5019\u9009\u5e16\u5b50\uff0cInstagram\u5c31\u4f1a\u91c7\u7528<u>\u4e24\u9636\u6bb5\u7684\u6df1\u5ea6\u6392\u5e8f\u6a21\u578b<\/u>\u3002\u7b2c\u4e00\u9636\u6bb5\u6392\u5e8f\u5668\u662f\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u795e\u7ecf\u7f51\u7edc\uff0c\u80fd\u591f\u5feb\u901f\u5bf9\u6570\u5343\u6761\u5185\u5bb9\u8fdb\u884c\u521d\u6b65\u8bc4\u5206\uff08\u901a\u5e38\u4ece\u66f4\u91cd\u7684\u6a21\u578b\u4e2d\u63d0\u53d6\u77e5\u8bc6\uff09\u3002\u7b2c\u4e8c\u9636\u6bb5\u662f\u4e00\u4e2a\u66f4\u590d\u6742\u7684\u591a\u4efb\u52a1\u591a\u6807\u7b7e\u795e\u7ecf\u7f51\u7edc\uff08MTML\uff09\uff0c\u5b83\u9009\u53d6\u524d100\u4e2a\u5019\u9009\u5e16\u5b50\uff0c\u5e76\u9884\u6d4b\u8be6\u7ec6\u7684\u53c2\u4e0e\u6982\u7387\uff08\u5982\u70b9\u51fb\u3001\u70b9\u8d5e\u3001\u8bc4\u8bba\u3001\u89c2\u770b\u7b49\uff09\u3002\u8fd9\u4e2aMTML\u6a21\u578b\u662f\u4e00\u4e2a\u901a\u8fc7\u53cd\u5411\u4f20\u64ad\u8bad\u7ec3\u7684\u524d\u9988\u6df1\u5ea6\u7f51\u7edc\uff0c\u5b83\u5438\u6536\u4e30\u5bcc\u7684\u7279\u5f81\uff08\u5982\u7528\u6237\u5174\u8da3\u3001\u5e16\u5b50\u5185\u5bb9\u5411\u91cf\u3001\u5386\u53f2\u4e92\u52a8\u6307\u6807\u7b49\uff09\uff0c\u5e76\u540c\u65f6\u9884\u6d4b\u591a\u4e2a\u6982\u7387\u3002\u7b80\u800c\u8a00\u4e4b\uff0c\u4e00\u4e2a\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u8d1f\u8d23\u5e16\u5b50\u7684\u68c0\u7d22\u4e0e\u6700\u7ec8\u6392\u5e8f\uff0c\u4f7fInstagram\u80fd\u591f\u6839\u636e\u6bcf\u4e2a\u7528\u6237\u7684\u504f\u597d\u5bf9\u52a8\u6001\u8fdb\u884c\u6392\u5e8f\u3002\u8fd9\u79cd\u4e2a\u6027\u5316\u8bbe\u7f6e\u901a\u8fc7\u5c55\u793a\u6700\u76f8\u5173\u7684\u5185\u5bb9\u6765\u4fdd\u6301\u7528\u6237\u7684\u9ad8\u53c2\u4e0e\u5ea6\u3002<\/p>\n<h3>\u4eba\u5de5\u667a\u80fd\u5bf9\u6297\u7f51\u7edc\u6b3a\u51cc\u548c\u5783\u573e\u90ae\u4ef6<\/h3>\n<p>\u9664\u4e86\u5185\u5bb9\u548c\u6392\u5e8f\u4e4b\u5916\uff0cInstagram\u8fd8\u5e94\u7528\u4eba\u5de5\u667a\u80fd\u6765\u6253\u51fb\u5783\u573e\u90ae\u4ef6\u673a\u5668\u4eba\u548c\u9a9a\u6270\u884c\u4e3a\uff0c\u4f8b\u5982\uff1a<\/p>\n<p><strong>1.\u5783\u573e\u4fe1\u606f\u68c0\u6d4b\uff1a<\/strong>\u7cfb\u7edf\u901a\u8fc7<u>\u6a21\u5f0f\u5b66\u4e60\u6a21\u578b<\/u>\u8bc6\u522b\u6d89\u5acc\u53d1\u9001\u5927\u91cf\u79c1\u4fe1\u6216\u8bc4\u8bba\uff08\u5982\u7f51\u7edc\u9493\u9c7c\u8bc8\u9a97\uff09\u7684\u8d26\u53f7\u3002Instagram\u57fa\u4e8e\u53d1\u5e16\u9891\u7387\u3001\u6d88\u606f\u76f8\u4f3c\u5ea6\u3001\u70b9\u51fb\u7387\u53ca\u8d26\u6237\u5143\u6570\u636e\u7b49\u7279\u5f81\uff0c\u8bad\u7ec3\u96c6\u6210\u6a21\u578b\u6216\u795e\u7ecf\u7f51\u7edc\u7b49\u4e8c\u5143\u5206\u7c7b\u5668\uff0c\u4ee5\u68c0\u6d4b\u5f02\u5e38\u884c\u4e3a\u3002\u4efb\u4f55\u81ea\u52a8\u5316\u79c1\u4fe1\u3001\u91cd\u590d\u94fe\u63a5\u6216\u201c\u4e92\u8d5e\u201d\u7c7b\u8bf1\u5bfc\u5185\u5bb9\u7b49\u975e\u81ea\u7136\u4e92\u52a8\u6a21\u5f0f\uff0c\u5747\u4f1a\u89e6\u53d1\u53cd\u5783\u573e\u4fe1\u606f\u8fc7\u6ee4\u5668\u3002\u6b64\u5916\uff0cRosetta\u7cfb\u7edf\u7684OCR\u529f\u80fd\u53ef\u6709\u6548\u8bc6\u522b\u56fe\u50cf\u4e0e\u8868\u60c5\u5305\u4e2d\u7684\u5783\u573e\u6587\u672c\uff0c\u8fdb\u4e00\u6b65\u6269\u5c55\u68c0\u6d4b\u8303\u56f4\u3002\u4e00\u65e6\u88ab\u6807\u6ce8\u7684\u76f8\u5173\u8d26\u53f7\u5c06\u9762\u4e34\u529f\u80fd\u9650\u5236\u6216\u5c01\u7981\u5904\u7406\u3002<\/p>\n<p><strong>2.\u7f51\u7edc\u6b3a\u51cc\u548c\u9a9a\u6270\u8bc6\u522b\uff1a<\/strong>Instagram\u91c7\u7528\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u6a21\u578b\u5b9e\u65f6\u76d1\u6d4b\u5bf9\u8bdd\u8bed\u6c14\u3002\u57fa\u4e8eTransformer\u6216\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u7684\u7b97\u6cd5\u4f1a\u5bf9\u8bc4\u8bba\u53ca\u79c1\u4fe1\u8fdb\u884c\u60c5\u611f\u503e\u5411\u4e0e\u4e0a\u4e0b\u6587\u5173\u8054\u5206\u6790\uff0c\u901a\u8fc7\u4e0a\u4e0b\u6587\u5d4c\u5165\u6280\u672f\u51c6\u786e\u533a\u5206\u6076\u610f\u653b\u51fb\u4e0e\u65e0\u5bb3\u8c03\u4f83\u3002\u5f53\u8bc6\u522b\u5230\u5177\u6709\u653b\u51fb\u6027\u7684\u8a00\u8bba\u65f6\uff0c\u7cfb\u7edf\u5c06\u81ea\u52a8\u8fc7\u6ee4\u8be5\u5185\u5bb9\u3002Instagram\u8fd8\u63d0\u4f9b\u4e86\u9650\u5236\u4e92\u52a8\u3001\u5173\u952e\u8bcd\u9690\u85cf\u7b49\u529f\u80fd\uff0c\u4f9d\u6258\u4eba\u5de5\u667a\u80fd\u6280\u672f\u4ece\u6e90\u5934\u9884\u9632\u6b3a\u51cc\u884c\u4e3a\u3002\u8fd9\u4e9b\u8bed\u8a00\u8fc7\u6ee4\u673a\u5236\u6301\u7eed\u8fd0\u884c\uff0c\u6709\u6548\u963b\u6b62\u4ec7\u6068\u8a00\u8bba\u4e0e\u9a9a\u6270\u884c\u4e3a\u3002<\/p>\n<p><strong>3.\u793e\u533a\u8bda\u4fe1\u7ef4\u62a4\uff1a<\/strong>\u673a\u5668\u5b66\u4e60\u6280\u672f\u8fd8\u5bf9\u63a8\u8350\u5185\u5bb9\u56fe\u8c31\u8fdb\u884c\u201c\u4fee\u526a\u201d\u3002\u6536\u5230\u5927\u91cf\u7528\u6237\u4e3e\u62a5\u6216\u6709\u8fdd\u89c4\u8bb0\u5f55\u7684\u5e16\u5b50\u4f1a\u7531\u4e8e\u5185\u5bb9\u8bda\u4fe1\u95ee\u9898\u88ab\u7cfb\u7edf\u964d\u6743\u5904\u7406\u3002\u4f8b\u5982\uff0c\u5728\u68c0\u7d22\u671f\u95f4\uff0cInstagram\u5e94\u7528\u4e1a\u52a1\u89c4\u5219\u5220\u9664\u5019\u9009\u7684\u4e0d\u826f\u5e16\u5b50\u3002\u5728\u4e3b\u52a8\u9632\u62a4\u6a21\u5f0f\u4e0b\uff0c\u5728\u8ba1\u7b97\u51fa\u4e3b\u8981\u6392\u5e8f\u5206\u6570\u4e4b\u540e\uff0cInstagram\u5e94\u7528\u6700\u7ec8\u7684\u91cd\u65b0\u6392\u5e8f\u8fc7\u6ee4\u5668\uff0c\u5bf9\u4e8e\u7ecf\u8fc7\u8bda\u4fe1\u68c0\u67e5\u6807\u8bb0\u7684\u5e16\u5b50\u6267\u884c\u79fb\u9664\u6216\u964d\u6743\u5904\u7406\u3002<\/p>\n<p>\u901a\u8fc7\u5c06\u81ea\u52a8\u8fc7\u6ee4\u5668\u4e0e\u4eba\u5de5\u7533\u8bc9\u76f8\u7ed3\u5408\uff0cInstagram\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u81f4\u529b\u4e8e\u7ef4\u62a4\u5e73\u53f0\u7684\u5b89\u5168\u6027\u4e0e\u771f\u5b9e\u6027\u3002\u4f8b\u5982\uff0c\u5f53\u8bc4\u8bba\u53ef\u80fd\u5177\u6709\u653b\u51fb\u6027\u65f6\uff0c\u7cfb\u7edf\u4f1a\u63d0\u793a\u7528\u6237\u201c\u786e\u5b9a\u8981\u53d1\u9001\u5417\uff1f\u201d\u7684\u63d0\u793a\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u6bcf\u65e5\u62e6\u622a\u6570\u767e\u4e07\u6b21\u5783\u573e\u6216\u6076\u610f\u4e92\u52a8\uff0c\u4fdd\u62a4\u7528\u6237\u5b89\u5168\u4f53\u9a8c\u5e76\u7ef4\u62a4\u5e73\u53f0\u5065\u5eb7\u3002<\/p>\n<h3>Instagram\u4f7f\u7528\u7684\u6280\u672f\u6982\u8ff0<\/h3>\n<table data-transient-attributes=\"class\" data-width=\"1251.16px\">\n<tbody data-id=\"t6d5e859-K6JemlOf\">\n<tr data-id=\"t31e458f-XaHnJ3As\">\n<td data-id=\"t6b3f921-cSlRD0Rj\" data-transient-attributes=\"table-cell-selection\"><strong>\u6a21\u578b\/\u6280\u672f<\/strong><\/td>\n<td data-id=\"t6b3f921-E0gnDf6I\" data-transient-attributes=\"table-cell-selection\"><strong>\u63cf\u8ff0\/\u76ee\u7684<\/strong><\/td>\n<td data-id=\"t6b3f921-Z4SN057J\" data-transient-attributes=\"table-cell-selection\"><strong>\u793a\u4f8b\/\u5907\u6ce8<\/strong><\/td>\n<\/tr>\n<tr data-id=\"t31e458f-KxD8fY12\">\n<td data-id=\"t6267798-tsDIg440\" data-transient-attributes=\"table-cell-selection\">CNN\u56fe\u50cf\u5206\u7c7b\u5668<\/td>\n<td data-id=\"t6267798-eMLFD5FA\" data-transient-attributes=\"table-cell-selection\">\u7528\u4e8e\u4e8c\u5143\u6216\u591a\u7c7b\u56fe\u50cf\u5206\u7c7b\uff08\u4f8b\u5982\uff0c\u201c\u5b89\u5168\u201dvs\u201c\u8272\u60c5\u201dvs\u201c\u66b4\u529b\u201d\uff09\u3002<\/td>\n<td data-id=\"t6267798-PF4dtjd5\" data-transient-attributes=\"table-cell-selection\">\u91c7\u7528ResNet\u3001Inception\u548cEfficientNet\u7b49\u67b6\u6784\uff0c\u9488\u5bf9Instagram\u7279\u5b9a\u6570\u636e\u96c6\u8fdb\u884c\u5fae\u8c03\u3002<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-aFl5xp7B\">\n<td data-id=\"t6267798-HZ1uQ6GF\" data-transient-attributes=\"table-cell-selection\">\u5bf9\u8c61\u68c0\u6d4b<\/td>\n<td data-id=\"t6267798-LfXXgeVk\" data-transient-attributes=\"table-cell-selection\">\u8bc6\u522b\u56fe\u50cf\/\u89c6\u9891\u4e2d\u8fdd\u89c4\u7684\u5bf9\u8c61\u6216\u6587\u672c\u3002<\/td>\n<td data-id=\"t6267798-cuvJzubU\" data-transient-attributes=\"table-cell-selection\">\u66f4\u5febR-CNN\uff0c YOLO\u548cDETR\u7b49\u6a21\u578b\u7528\u4e8e\u5feb\u901f\u6216\u8be6\u7ec6\u7684\u68c0\u6d4b\u3002<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-qBnX3x9Y\">\n<td data-id=\"t6267798-oXqUb6fa\" data-transient-attributes=\"table-cell-selection\">\u5149\u5b66\u5b57\u7b26\u8bc6\u522b\uff08OCR\uff09<\/td>\n<td data-id=\"t6267798-goHtZ7Qw\" data-transient-attributes=\"table-cell-selection\">\u63d0\u53d6\u5e76\u8bfb\u53d6\u8868\u60c5\u5305\u6216\u622a\u56fe\u4e2d\u7684\u6587\u672c\u4ee5\u8fdb\u884c\u5ba1\u6838\u3002<\/td>\n<td data-id=\"t6267798-m8Wiueyo\" data-transient-attributes=\"table-cell-selection\">Rosetta\uff1aFaster R-CNN\u7528\u4e8e\u68c0\u6d4b+CNN+LSTM\u7528\u4e8e\u591a\u8bed\u8a00\u8bc6\u522b\u3002<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-GG2uTw4v\">\n<td data-id=\"t6267798-BmtI7zif\" data-transient-attributes=\"table-cell-selection\">\u57fa\u4e8eTransformer\u7684NLP\u6a21\u578b<\/td>\n<td data-id=\"t6267798-z4f8qp62\" data-transient-attributes=\"table-cell-selection\">\u5206\u6790\u6807\u9898\u548c\u8bc4\u8bba\u7684\u4ec7\u6068\u8a00\u8bba\u548c\u5783\u573e\u4fe1\u606f\u3002<\/td>\n<td data-id=\"t6267798-GCabCErh\" data-transient-attributes=\"table-cell-selection\">\u4f8b\u5982BERT\u3001RoBERTa\u548cXLM\u7b49\u6a21\u578b\uff0c\u7528\u4e8e\u591a\u8bed\u8a00\u5ba1\u6838\u3002<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-obI82Efp\">\n<td data-id=\"t6267798-KgOnyEi5\" data-transient-attributes=\"table-cell-selection\">\u53cc\u5854\u795e\u7ecf\u7f51\u7edc<\/td>\n<td data-id=\"t6267798-sGDLDBL3\" data-transient-attributes=\"table-cell-selection\">\u652f\u6491\u52a8\u6001\u63a8\u9001\u548c\u63a2\u7d22\u9875\u7684\u5927\u89c4\u6a21\u5185\u5bb9\u53ec\u56de\u3002<\/td>\n<td data-id=\"t6267798-FvWsHvXO\" data-transient-attributes=\"table-cell-selection\">\u4f7f\u7528FAISS\u8fdb\u884c\u5feb\u901f\u8fd1\u4f3c\u6700\u8fd1\u90bb\u641c\u7d22\u3002<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-pNROhsiH\">\n<td data-id=\"t6267798-C8DbrQXi\" data-transient-attributes=\"table-cell-selection\">\u591a\u4efb\u52a1\u6df1\u5ea6\u7f51\u7edc<\/td>\n<td data-id=\"t6267798-puvXVYmG\" data-transient-attributes=\"table-cell-selection\">\u9884\u6d4b\u70b9\u8d5e\u3001\u8bc4\u8bba\u4e0e\u89c2\u770b\u65f6\u95f4\u4ee5\u8fdb\u884c\u4e2a\u6027\u5316\u6392\u5e8f\u3002<\/td>\n<td data-id=\"t6267798-9mhzSPsN\" data-transient-attributes=\"table-cell-selection\">\u5927\u578b\u591a\u5c42\u611f\u77e5\u5668\uff08MLP\uff09\u4f5c\u4e3aInstagram\u7ba1\u9053\u4e2d\u7684\u7b2c\u4e8c\u9636\u6bb5\u6392\u5e8f\u5668\u3002<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-1XlF8agI\">\n<td data-id=\"t6267798-og8XEyzl\" data-transient-attributes=\"table-cell-selection\">\u81ea\u6211\u76d1\u7763\u5b66\u4e60\uff08SEER\uff09<\/td>\n<td data-id=\"t6267798-g1OsqVIR\" data-transient-attributes=\"table-cell-selection\">\u4ece\u6570\u5341\u4ebf\u5f20\u672a\u6807\u8bb0\u7684\u56fe\u50cf\u4e2d\u5b66\u4e60\u89c6\u89c9\u8868\u5f81\u3002<\/td>\n<td data-id=\"t6267798-jhe7wipB\" data-transient-attributes=\"table-cell-selection\">SEER\uff1aMeta\u5f00\u53d1\u7684\u53c2\u6570\u91cf\u8d85\u8fc710\u4ebf\u7684\u6a21\u578b\uff0c\u7528\u4e8e\u5927\u89c4\u6a21\u89c6\u89c9\u5b66\u4e60\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u4eba\u5de5\u667a\u80fd\u5ba1\u6838\u7684\u597d\u5904<\/h3>\n<p>\u5bf9\u4e8e\u6bcf\u5929\u751f\u6210\u5185\u5bb9\u91cf\u8fbe\u6570\u767e\u4e07\u4e43\u81f3\u6570\u5341\u4ebf\u6761\u7684\u7528\u6237\u5e73\u53f0\u800c\u8a00\uff0c\u4eba\u5de5\u5ba1\u6838\u5df2\u96be\u4ee5\u6ee1\u8db3\u8fd0\u8425\u9700\u6c42\u3002\u800c\u4eba\u5de5\u667a\u80fd\u63d0\u4f9b\u4e86\u53ef\u884c\u7684\u89e3\u51b3\u65b9\u6848\uff1a<\/p>\n<p>1.\u5c06\u5ba1\u6838\u89c4\u6a21\u6269\u5927\u5230\u6bcf\u5929\u6570\u5341\u4ebf\u6761\u5e16\u5b50\u3002<\/p>\n<p>2.\u5feb\u901f\u5220\u9664\u6709\u5bb3\u5185\u5bb9\uff0c\u901a\u5e38\u5728\u7528\u6237\u4e3e\u62a5\u524d\u5b8c\u6210\u5904\u7406\u3002<\/p>\n<p>3.\u63d0\u5347\u5b89\u5168\u6027\uff0c\u6784\u5efa\u66f4\u5177\u652f\u6301\u6027\u7684\u793e\u533a\u73af\u5883\u3002<\/p>\n<p>4.\u5b9e\u73b0\u4f53\u9a8c\u4e2a\u6027\u5316\uff0c\u4fdd\u6301\u5185\u5bb9\u7684\u76f8\u5173\u6027\u4e0e\u5438\u5f15\u529b\u3002<\/p>\n<p>\u8fd9\u4e9b\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u4f7fInstagram\u80fd\u591f\u5904\u7406\u5355\u9760\u4eba\u7c7b\u65e0\u6cd5\u5904\u7406\u7684\u5185\u5bb9\u91cf\uff0c\u4ece\u800c\u63d0\u9ad8\u7528\u6237\u548c\u5e73\u53f0\u7684\u8d28\u91cf\u3002<\/p>\n<h3>\u4eba\u5de5\u667a\u80fd\u5ba1\u6838\u7684\u6311\u6218\u548c\u5c40\u9650\u6027<\/h3>\n<p>\u5373\u4f7f\u662f\u6700\u5148\u8fdb\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u4e5f\u5e76\u4e0d\u5b8c\u7f8e\u3002Instagram\u5728\u5ba1\u6838\u65b9\u9762\u9762\u4e34\u4e00\u4e9b\u6311\u6218\uff0c\u4f8b\u5982\uff1a<\/p>\n<p><strong>1.\u8bef\u62a5\uff1a<\/strong>\u827a\u672f\u6216\u6559\u80b2\u7c7b\u573a\u666f\u7684\u88f8\u9732\u5185\u5bb9\u88ab\u9519\u8bef\u6807\u8bb0\u4e3a\u8fdd\u89c4\u5185\u5bb9\u3002<\/p>\n<p><strong>2.\u6f0f\u62a5\uff1a<\/strong>\u7531\u4e8e\u4e0a\u4e0b\u6587\u6216\u6545\u610f\u56de\u907f\u800c\u6f0f\u6389\u6709\u5bb3\u5185\u5bb9\uff0c\u4f8b\u5982\u4f7f\u7528\u53d8\u4f53\u62fc\u5199\u6216\u56fe\u50cf\u626d\u66f2\u3002<\/p>\n<p><strong>3.\u504f\u89c1\u548c\u516c\u5e73\u6027\uff1a<\/strong>\u6a21\u578b\u8bad\u7ec3\u6570\u636e\u4e2d\u9690\u542b\u7684\u4eba\u7c7b\u6807\u6ce8\u504f\u89c1\uff0c\u53ef\u80fd\u5bfc\u81f4\u5bf9\u4e0d\u540c\u8bed\u8a00\u3001\u6587\u5316\u6216\u7fa4\u4f53\u5185\u5bb9\u7684\u5ba1\u6838\u6807\u51c6\u4e0d\u4e00\u81f4\u3002<\/p>\n<p><strong>4.\u900f\u660e\u5ea6\u4e0d\u8db3\uff1a<\/strong>\u7528\u6237\u901a\u5e38\u4e0d\u80fd\u5b8c\u5168\u7406\u89e3\u5ba1\u6838\u51b3\u7b56\u662f\u5982\u4f55\u505a\u51fa\u7684\uff0c\u5bfc\u81f4\u5bf9\u201c\u5f71\u5b50\u7981\u4ee4\u201d\u6216\u5e16\u5b50\u5220\u9664\u611f\u5230\u56f0\u60d1\u4e0e\u4e0d\u6ee1\u3002<\/p>\n<h3>\u7ed3\u8bba<\/h3>\n<p>Instagram\u7684\u4eba\u5de5\u667a\u80fd\u6280\u672f\u6df1\u5ea6\u878d\u5408\u4e86\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u53ca\u5927\u89c4\u6a21\u63a8\u8350\u6a21\u578b\u91c7\u7528ResNet\u3001EfficientNet\u3001YOLO\u548cFaster R-CNN\u7b49\u5148\u8fdbCNN\u67b6\u6784\u5904\u7406\u56fe\u50cf\/\u89c6\u9891\u5185\u5bb9\u3002\u9ad8\u7ea7OCR\uff08Rosetta\uff09\u4ece\u8868\u60c5\u5305\u4e2d\u63d0\u53d6\u6587\u672c\u4ee5\u6807\u8bb0\u9690\u85cf\u7684\u8fdd\u89c4\u5185\u5bb9\u3002\u6df1\u5ea6NLP\u6a21\u578b\u89e3\u6790\u7528\u6237\u6587\u672c\u4ee5\u6355\u6349\u4ec7\u6068\u8a00\u8bba\u6216\u5783\u573e\u4fe1\u606f\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u7528\u4e8e\u53cc\u5854\u68c0\u7d22\u4e0e\u591a\u4efb\u52a1\u6392\u5e8f\u7f51\u7edc\u7684\u795e\u7ecf\u63a8\u8350\u7cfb\u7edf\u4e0d\u65ad\u4ece\u7528\u6237\u884c\u4e3a\u4e2d\u5b66\u4e60\uff0c\u4e3a\u6bcf\u4e2a\u7528\u6237\u5b9a\u5236\u63a8\u9001\u5185\u5bb9\u3002\u8fd9\u79cd\u5f3a\u5927\u7684\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u65b9\u6cd5\u4f7fInstagram\u80fd\u591f\u5728\u5168\u7403\u8303\u56f4\u5185\u5b9e\u73b0\u5185\u5bb9\u5ba1\u6838\u4e0e\u4e2a\u6027\u5316\u4f53\u9a8c\u3002\u5c3d\u7ba1\u5728\u504f\u89c1\u548c\u53ef\u89e3\u91ca\u6027\u65b9\u9762\u4ecd\u5b58\u5728\u6311\u6218\uff0c\u4f46\u8fd9\u4e9b\u6a21\u578b\u5bf9\u7ef4\u62a4Instagram\u7684\u5b89\u5168\u6027\u3001\u5438\u5f15\u529b\u53ca\u5bf9\u4ebf\u4e07\u7528\u6237\u7684\u76f8\u5173\u6027\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<h3>\u5e38\u89c1\u95ee\u9898\u89e3\u7b54<\/h3>\n<h4>Q1. Instagram\u5982\u4f55\u4f7f\u7528\u4eba\u5de5\u667a\u80fd\u8fdb\u884c\u5185\u5bb9\u5ba1\u6838\uff1f<\/h4>\n<p><strong>A\uff1a<\/strong>Instagram\u4f7f\u7528CNN\u3001OCR\uff08Rosetta\uff09\u548c\u57fa\u4e8eTransformer\u7684NLP\u6a21\u578b\u7b49\u4eba\u5de5\u667a\u80fd\u6a21\u578b\uff0c\u4e3b\u52a8\u68c0\u6d4b\u5e76\u5220\u9664\u4ec7\u6068\u8a00\u8bba\u3001\u8272\u60c5\u5185\u5bb9\u3001\u66b4\u529b\u753b\u9762\u4e0e\u5783\u573e\u4fe1\u606f\u7b49\u8fdd\u89c4\u5185\u5bb9\uff0c\u901a\u5e38\u5728\u7528\u6237\u4e3e\u62a5\u524d\u5373\u53ef\u5b8c\u6210\u5904\u7406\u3002\u8be5\u7cfb\u7edf\u80fd\u591f\u81ea\u52a8\u5bf9\u53ef\u7591\u5185\u5bb9\u6267\u884c\u6807\u8bb0\u3001\u62e6\u622a\u6216\u8f6c\u4ea4\u4eba\u5de5\u5ba1\u6838\u7b49\u64cd\u4f5c\u3002<\/p>\n<h4>Q2.\u54ea\u4e9b\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u4e3aInstagram\u7684\u63a8\u8350\u7cfb\u7edf\u63d0\u4f9b\u652f\u6301\uff1f<\/h4>\n<p><strong>A\uff1a<\/strong>Instagram\u7684\u52a8\u6001\u4e0e\u63a2\u7d22\u6807\u7b7e\u9875\u4f9d\u8d56\u4e8e\u53cc\u5854\u795e\u7ecf\u7f51\u7edc\u8fdb\u884c\u68c0\u7d22\uff0c\u5e76\u7ed3\u5408\u591a\u4efb\u52a1\u6df1\u5ea6\u7f51\u7edc\u8fdb\u884c\u7cbe\u51c6\u6392\u5e8f\u3002\u8fd9\u4e9b\u6a21\u578b\u6839\u636e\u7528\u6237\u7684\u5386\u53f2\u884c\u4e3a\u3001\u5174\u8da3\u7231\u597d\u4e0e\u53c2\u4e0e\u6a21\u5f0f\u4e3a\u6bcf\u4e2a\u7528\u6237\u5b9a\u5236\u52a8\u6001\u3002<\/p>\n<h4>Q3. Instagram\u5728\u4eba\u5de5\u667a\u80fd\u5ba1\u6838\u65b9\u9762\u9762\u4e34\u54ea\u4e9b\u6311\u6218\uff1f<\/h4>\n<p><strong>A\uff1a<\/strong>\u4e3b\u8981\u6311\u6218\u5305\u62ec\u8bef\u62a5\u3001\u8de8\u8bed\u8a00\u6216\u8de8\u6587\u5316\u504f\u89c1\uff0c\u4ee5\u53ca\u5185\u5bb9\u5ba1\u6838\u51b3\u7b56\u7f3a\u4e4f\u900f\u660e\u5ea6\uff0c\u8fd9\u4e9b\u95ee\u9898\u5bfc\u81f4\u7528\u6237\u4e0d\u6ee1\uff0c\u5e76\u5076\u5c14\u5f15\u53d1\u6709\u5173\u201c\u5f71\u5b50\u5c01\u7981\u201d\u7684\u6295\u8bc9\u3002<\/p>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_27953\" class=\"pvc_stats total_only  \" data-element-id=\"27953\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Instagram\u5229\u7528\u4eba\u5de5\u667a\u80fd\u6280\u672f\u8fdb\u884c\u5185\u5bb9\u8fc7\u6ee4\u548c\u5ba1\u6838\uff0c\u901a\u8fc7CNN\u3001OCR\u548cNLP\u6a21\u578b\u68c0\u6d4b\u5e76\u79fb\u9664\u8fdd\u89c4\u5185\u5bb9\u3002\u867d\u7136\u4eba [&hellip;]<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_27953\" class=\"pvc_stats total_only  \" data-element-id=\"27953\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"author":56,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[23,20,80],"tags":[1956],"class_list":["post-27953","post","type-post","status-publish","format-standard","hentry","category-23","category-20","category-80","tag-instagram"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/27953","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=27953"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/27953\/revisions"}],"predecessor-version":[{"id":27954,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/27953\/revisions\/27954"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=27953"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=27953"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=27953"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}