{"id":476170,"date":"2023-08-09T07:26:52","date_gmt":"2023-08-09T07:26:52","guid":{"rendered":""},"modified":"2023-09-05T11:12:10","modified_gmt":"2023-09-05T11:12:10","slug":"capsnet","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/cn\/wiki\/capsnet\/","title":{"rendered":"\u5361\u666e\u65af\u7f51\u7edc"},"content":{"rendered":"<p>CapsNet \u662f\u80f6\u56ca\u7f51\u7edc (Capsule Network) \u7684\u7f29\u5199\uff0c\u662f\u4e00\u79cd\u9769\u547d\u6027\u7684\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\uff0c\u65e8\u5728\u89e3\u51b3\u4f20\u7edf\u5377\u79ef\u795e\u7ecf\u7f51\u7edc (CNN) \u5728\u5904\u7406\u56fe\u50cf\u4e2d\u7684\u5c42\u6b21\u7a7a\u95f4\u5173\u7cfb\u548c\u89c6\u70b9\u53d8\u5316\u65b9\u9762\u7684\u4e00\u4e9b\u5c40\u9650\u6027\u3002CapsNet \u7531 Geoffrey Hinton \u53ca\u5176\u56e2\u961f\u4e8e 2017 \u5e74\u63d0\u51fa\uff0c\u56e0\u5176\u5728\u6539\u5584\u56fe\u50cf\u8bc6\u522b\u3001\u7269\u4f53\u68c0\u6d4b\u548c\u59ff\u52bf\u4f30\u8ba1\u4efb\u52a1\u65b9\u9762\u7684\u6f5c\u529b\u800c\u5907\u53d7\u5173\u6ce8\u3002<\/p>\n<h2>CapsNet \u7684\u8d77\u6e90\u5386\u53f2\u4ee5\u53ca\u9996\u6b21\u63d0\u53ca\u5b83<\/h2>\n<p>\u80f6\u56ca\u7f51\u7edc\u9996\u6b21\u51fa\u73b0\u5728 2017 \u5e74\u7531 Geoffrey Hinton\u3001Sara Sabour \u548c Geoffrey E. Hinton \u64b0\u5199\u7684\u4e00\u7bc7\u9898\u4e3a\u201c\u80f6\u56ca\u4e4b\u95f4\u7684\u52a8\u6001\u8def\u7531\u201d\u7684\u7814\u7a76\u8bba\u6587\u4e2d\u3002\u8be5\u8bba\u6587\u6982\u8ff0\u4e86 CNN \u5728\u5904\u7406\u7a7a\u95f4\u5c42\u6b21\u7ed3\u6784\u65b9\u9762\u7684\u5c40\u9650\u6027\u4ee5\u53ca\u9700\u8981\u4e00\u79cd\u53ef\u4ee5\u514b\u670d\u8fd9\u4e9b\u7f3a\u70b9\u7684\u65b0\u67b6\u6784\u3002\u80f6\u56ca\u7f51\u7edc\u88ab\u4f5c\u4e3a\u4e00\u79cd\u6f5c\u5728\u7684\u89e3\u51b3\u65b9\u6848\u63d0\u51fa\uff0c\u4e3a\u56fe\u50cf\u8bc6\u522b\u63d0\u4f9b\u4e86\u4e00\u79cd\u66f4\u5177\u751f\u7269\u5b66\u542f\u53d1\u6027\u7684\u65b9\u6cd5\u3002<\/p>\n<h2>\u5173\u4e8e CapsNet \u7684\u8be6\u7ec6\u4fe1\u606f\u3002\u6269\u5c55\u4e3b\u9898 CapsNet<\/h2>\n<p>CapsNet \u5f15\u5165\u4e86\u4e00\u79cd\u540d\u4e3a\u201c\u80f6\u56ca\u201d\u7684\u65b0\u578b\u795e\u7ecf\u5355\u5143\uff0c\u5b83\u53ef\u4ee5\u8868\u793a\u7269\u4f53\u7684\u5404\u79cd\u5c5e\u6027\uff0c\u4f8b\u5982\u65b9\u5411\u3001\u4f4d\u7f6e\u548c\u6bd4\u4f8b\u3002\u8fd9\u4e9b\u80f6\u56ca\u65e8\u5728\u6355\u6349\u7269\u4f53\u7684\u4e0d\u540c\u90e8\u5206\u53ca\u5176\u5173\u7cfb\uff0c\u4ece\u800c\u5b9e\u73b0\u66f4\u7a33\u5065\u7684\u7279\u5f81\u8868\u793a\u3002<\/p>\n<p>\u4e0e\u4f7f\u7528\u6807\u91cf\u8f93\u51fa\u7684\u4f20\u7edf\u795e\u7ecf\u7f51\u7edc\u4e0d\u540c\uff0c\u80f6\u56ca\u8f93\u51fa\u7684\u662f\u5411\u91cf\u3002\u8fd9\u4e9b\u5411\u91cf\u65e2\u5305\u542b\u5e45\u5ea6\uff08\u5b9e\u4f53\u5b58\u5728\u7684\u6982\u7387\uff09\uff0c\u4e5f\u5305\u542b\u65b9\u5411\uff08\u5b9e\u4f53\u7684\u72b6\u6001\uff09\u3002\u8fd9\u4f7f\u5f97\u80f6\u56ca\u80fd\u591f\u7f16\u7801\u6709\u5173\u7269\u4f53\u5185\u90e8\u7ed3\u6784\u7684\u5b9d\u8d35\u4fe1\u606f\uff0c\u4ece\u800c\u4f7f\u5176\u6bd4 CNN \u4e2d\u7684\u5355\u4e2a\u795e\u7ecf\u5143\u66f4\u5177\u4fe1\u606f\u91cf\u3002<\/p>\n<p>CapsNet \u7684\u5173\u952e\u7ec4\u4ef6\u662f\u201c\u52a8\u6001\u8def\u7531\u201d\u673a\u5236\uff0c\u5b83\u4fc3\u8fdb\u4e86\u4e0d\u540c\u5c42\u80f6\u56ca\u4e4b\u95f4\u7684\u901a\u4fe1\u3002\u8fd9\u79cd\u8def\u7531\u673a\u5236\u6709\u52a9\u4e8e\u5728\u8f83\u4f4e\u7ea7\u522b\u7684\u80f6\u56ca\uff08\u4ee3\u8868\u57fa\u672c\u7279\u5f81\uff09\u548c\u8f83\u9ad8\u7ea7\u522b\u7684\u80f6\u56ca\uff08\u4ee3\u8868\u590d\u6742\u7279\u5f81\uff09\u4e4b\u95f4\u5efa\u7acb\u66f4\u5f3a\u7684\u8fde\u63a5\uff0c\u4ece\u800c\u4fc3\u8fdb\u66f4\u597d\u7684\u6cdb\u5316\u548c\u89c6\u70b9\u4e0d\u53d8\u6027\u3002<\/p>\n<h2>CapsNet \u7684\u5185\u90e8\u7ed3\u6784\u3002CapsNet \u7684\u5de5\u4f5c\u539f\u7406<\/h2>\n<p>CapsNet \u7531\u591a\u5c42\u80f6\u56ca\u7ec4\u6210\uff0c\u6bcf\u5c42\u80f6\u56ca\u8d1f\u8d23\u68c0\u6d4b\u548c\u8868\u793a\u5bf9\u8c61\u7684\u7279\u5b9a\u5c5e\u6027\u3002\u8be5\u67b6\u6784\u53ef\u5206\u4e3a\u4e24\u4e2a\u4e3b\u8981\u90e8\u5206\uff1a\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\u3002<\/p>\n<ol>\n<li>\n<p>\u7f16\u7801\u5668\uff1a\u7f16\u7801\u5668\u7531\u51e0\u4e2a\u5377\u79ef\u5c42\u548c\u4e3b\u80f6\u56ca\u7ec4\u6210\u3002\u8fd9\u4e9b\u4e3b\u80f6\u56ca\u8d1f\u8d23\u68c0\u6d4b\u8fb9\u7f18\u548c\u89d2\u843d\u7b49\u57fa\u672c\u7279\u5f81\u3002\u6bcf\u4e2a\u4e3b\u80f6\u56ca\u8f93\u51fa\u4e00\u4e2a\u5411\u91cf\uff0c\u8868\u793a\u7279\u5b9a\u7279\u5f81\u7684\u5b58\u5728\u548c\u65b9\u5411\u3002<\/p>\n<\/li>\n<li>\n<p>\u52a8\u6001\u8def\u7531\uff1a\u52a8\u6001\u8def\u7531\u7b97\u6cd5\u8ba1\u7b97\u4f4e\u7ea7\u80f6\u56ca\u548c\u9ad8\u7ea7\u80f6\u56ca\u4e4b\u95f4\u7684\u4e00\u81f4\u6027\uff0c\u4ee5\u5efa\u7acb\u66f4\u597d\u7684\u8fde\u63a5\u3002\u6b64\u8fc7\u7a0b\u5141\u8bb8\u9ad8\u7ea7\u80f6\u56ca\u6355\u83b7\u5bf9\u8c61\u4e0d\u540c\u90e8\u5206\u4e4b\u95f4\u6709\u610f\u4e49\u7684\u6a21\u5f0f\u548c\u5173\u7cfb\u3002<\/p>\n<\/li>\n<li>\n<p>\u89e3\u7801\u5668\uff1a\u89e3\u7801\u5668\u7f51\u7edc\u4f7f\u7528 CapsNet \u7684\u8f93\u51fa\u91cd\u5efa\u8f93\u5165\u56fe\u50cf\u3002\u6b64\u91cd\u5efa\u8fc7\u7a0b\u6709\u52a9\u4e8e\u7f51\u7edc\u5b66\u4e60\u66f4\u597d\u7684\u7279\u5f81\u5e76\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u91cd\u5efa\u8bef\u5dee\uff0c\u4ece\u800c\u63d0\u9ad8\u6574\u4f53\u6027\u80fd\u3002<\/p>\n<\/li>\n<\/ol>\n<h2>CapsNet \u7684\u5173\u952e\u7279\u6027\u5206\u6790<\/h2>\n<p>CapsNet \u63d0\u4f9b\u4e86\u51e0\u4e2a\u4e0e\u4f20\u7edf CNN \u4e0d\u540c\u7684\u5173\u952e\u7279\u6027\uff1a<\/p>\n<ul>\n<li>\n<p><strong>\u5c42\u6b21\u5316\u8868\u793a<\/strong>\uff1aCapsNet \u4e2d\u7684\u80f6\u56ca\u6355\u83b7\u5c42\u6b21\u5173\u7cfb\uff0c\u4f7f\u7f51\u7edc\u80fd\u591f\u7406\u89e3\u5bf9\u8c61\u5185\u7684\u590d\u6742\u7a7a\u95f4\u914d\u7f6e\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u89c6\u70b9\u4e0d\u53d8\u6027<\/strong>\uff1a\u7531\u4e8e\u5176\u52a8\u6001\u8def\u7531\u673a\u5236\uff0cCapsNet \u5bf9\u89c6\u70b9\u53d8\u5316\u5177\u6709\u66f4\u5f3a\u7684\u9c81\u68d2\u6027\uff0c\u4f7f\u5176\u9002\u5408\u4e8e\u59ff\u52bf\u4f30\u8ba1\u548c 3D \u7269\u4f53\u8bc6\u522b\u7b49\u4efb\u52a1\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u51cf\u5c11\u8fc7\u5ea6\u62df\u5408<\/strong>\uff1aCapsNet \u7684\u52a8\u6001\u8def\u7531\u53ef\u9632\u6b62\u8fc7\u5ea6\u62df\u5408\uff0c\u4ece\u800c\u66f4\u597d\u5730\u6cdb\u5316\u672a\u77e5\u6570\u636e\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u66f4\u597d\u7684\u7269\u4f53\u90e8\u5206\u8bc6\u522b<\/strong>\uff1a\u80f6\u56ca\u5173\u6ce8\u7269\u4f53\u7684\u4e0d\u540c\u90e8\u5206\uff0c\u4f7f\u5f97CapsNet\u80fd\u591f\u6709\u6548\u5730\u8bc6\u522b\u548c\u5b9a\u4f4d\u7269\u4f53\u7684\u5404\u4e2a\u90e8\u5206\u3002<\/p>\n<\/li>\n<\/ul>\n<h2>CapsNet \u7684\u7c7b\u578b<\/h2>\n<p>\u80f6\u56ca\u7f51\u7edc\u53ef\u4ee5\u6839\u636e\u5404\u79cd\u56e0\u7d20\u8fdb\u884c\u5206\u7c7b\uff0c\u4f8b\u5982\u67b6\u6784\u3001\u5e94\u7528\u548c\u8bad\u7ec3\u6280\u672f\u3002\u4e00\u4e9b\u503c\u5f97\u6ce8\u610f\u7684\u7c7b\u578b\u5305\u62ec\uff1a<\/p>\n<ol>\n<li>\n<p><strong>\u6807\u51c6 CapsNet<\/strong>\uff1aGeoffrey Hinton\u53ca\u5176\u56e2\u961f\u63d0\u51fa\u7684\u539f\u59cbCapsNet\u67b6\u6784\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u6309\u534f\u8bae\u52a8\u6001\u8def\u7531 (DRA)<\/strong>\uff1a\u6539\u8fdb\u52a8\u6001\u8def\u7531\u7b97\u6cd5\u7684\u53d8\u4f53\uff0c\u4ee5\u5b9e\u73b0\u66f4\u597d\u7684\u6027\u80fd\u548c\u66f4\u5feb\u7684\u6536\u655b\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u52a8\u6001\u5377\u79ef\u80f6\u56ca\u7f51\u7edc<\/strong>\uff1a\u4e13\u4e3a\u56fe\u50cf\u5206\u5272\u4efb\u52a1\u8bbe\u8ba1\u7684 CapsNet \u67b6\u6784\u3002<\/p>\n<\/li>\n<li>\n<p><strong>CapsuleGAN<\/strong>\uff1aCapsNet \u4e0e\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GAN\uff09\u7684\u7ed3\u5408\uff0c\u7528\u4e8e\u56fe\u50cf\u5408\u6210\u4efb\u52a1\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u7528\u4e8e NLP \u7684\u80f6\u56ca\u7f51\u7edc<\/strong>\uff1aCapsNet \u9488\u5bf9\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u7684\u6539\u7f16\u3002<\/p>\n<\/li>\n<\/ol>\n<h2>CapsNet \u7684\u4f7f\u7528\u65b9\u6cd5\u3001\u4f7f\u7528\u8fc7\u7a0b\u4e2d\u9047\u5230\u7684\u95ee\u9898\u53ca\u89e3\u51b3\u65b9\u6cd5<\/h2>\n<p>\u80f6\u56ca\u7f51\u7edc\u5728\u5404\u79cd\u8ba1\u7b97\u673a\u89c6\u89c9\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u826f\u597d\u7684\u524d\u666f\uff0c\u5176\u4e2d\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\n<p><strong>\u56fe\u50cf\u5206\u7c7b<\/strong>\uff1a\u4e0e CNN \u76f8\u6bd4\uff0cCapsNet \u5728\u56fe\u50cf\u5206\u7c7b\u4efb\u52a1\u4e2d\u53ef\u4ee5\u5b9e\u73b0\u5177\u6709\u7ade\u4e89\u529b\u7684\u51c6\u786e\u7387\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u7269\u4f53\u68c0\u6d4b<\/strong>\uff1aCapsNet \u7684\u5206\u5c42\u8868\u793a\u6709\u52a9\u4e8e\u7cbe\u786e\u7684\u7269\u4f53\u5b9a\u4f4d\uff0c\u4ece\u800c\u63d0\u9ad8\u7269\u4f53\u68c0\u6d4b\u6027\u80fd\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u59ff\u52bf\u4f30\u8ba1<\/strong>\uff1aCapsNet \u7684\u89c6\u70b9\u4e0d\u53d8\u6027\u4f7f\u5176\u9002\u5408\u4e8e\u59ff\u52bf\u4f30\u8ba1\uff0c\u4ece\u800c\u652f\u6301\u589e\u5f3a\u73b0\u5b9e\u548c\u673a\u5668\u4eba\u9886\u57df\u7684\u5e94\u7528\u3002<\/p>\n<\/li>\n<\/ul>\n<p>CapsNet \u867d\u7136\u5177\u6709\u8bf8\u591a\u4f18\u70b9\uff0c\u4f46\u4e5f\u9762\u4e34\u4e00\u4e9b\u6311\u6218\uff1a<\/p>\n<ul>\n<li>\n<p><strong>\u8ba1\u7b97\u5bc6\u96c6\u578b<\/strong>\uff1a\u52a8\u6001\u8def\u7531\u8fc7\u7a0b\u7684\u8ba1\u7b97\u91cf\u5f88\u5927\uff0c\u9700\u8981\u9ad8\u6548\u7684\u786c\u4ef6\u6216\u4f18\u5316\u6280\u672f\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u6709\u9650\u7684\u7814\u7a76<\/strong>\uff1a\u4f5c\u4e3a\u4e00\u4e2a\u76f8\u5bf9\u8f83\u65b0\u7684\u6982\u5ff5\uff0cCapsNet \u7684\u7814\u7a76\u4ecd\u5728\u8fdb\u884c\u4e2d\uff0c\u53ef\u80fd\u8fd8\u6709\u4e00\u4e9b\u9886\u57df\u9700\u8981\u8fdb\u4e00\u6b65\u63a2\u7d22\u548c\u5b8c\u5584\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u6570\u636e\u8981\u6c42<\/strong>\uff1a\u4e0e\u4f20\u7edf CNN \u76f8\u6bd4\uff0c\u80f6\u56ca\u7f51\u7edc\u53ef\u80fd\u9700\u8981\u66f4\u591a\u7684\u8bad\u7ec3\u6570\u636e\u624d\u80fd\u5b9e\u73b0\u6700\u4f73\u6027\u80fd\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u4e3a\u4e86\u514b\u670d\u8fd9\u4e9b\u6311\u6218\uff0c\u7814\u7a76\u4eba\u5458\u6b63\u5728\u79ef\u6781\u81f4\u529b\u4e8e\u6539\u8fdb\u67b6\u6784\u548c\u8bad\u7ec3\u65b9\u6cd5\uff0c\u4ee5\u4f7f CapsNet \u66f4\u52a0\u5b9e\u7528\u548c\u6613\u4e8e\u4f7f\u7528\u3002<\/p>\n<h2>\u4e3b\u8981\u7279\u5f81\u4ee5\u53ca\u4e0e\u7c7b\u4f3c\u672f\u8bed\u7684\u5176\u4ed6\u6bd4\u8f83\u4ee5\u8868\u683c\u548c\u5217\u8868\u7684\u5f62\u5f0f<\/h2>\n<p>\u4ee5\u4e0b\u662f CapsNet \u4e0e\u5176\u4ed6\u6d41\u884c\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u7684\u6bd4\u8f83\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u7279\u5f81<\/th>\n<th>\u5361\u666e\u65af\u7f51\u7edc<\/th>\n<th>\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09<\/th>\n<th>\u5faa\u73af\u795e\u7ecf\u7f51\u7edc (RNN)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u5c42\u6b21\u5316\u8868\u793a<\/td>\n<td>\u662f\u7684<\/td>\n<td>\u6709\u9650\u7684<\/td>\n<td>\u6709\u9650\u7684<\/td>\n<\/tr>\n<tr>\n<td>\u89c6\u70b9\u4e0d\u53d8\u6027<\/td>\n<td>\u662f\u7684<\/td>\n<td>\u4e0d<\/td>\n<td>\u4e0d<\/td>\n<\/tr>\n<tr>\n<td>\u5904\u7406\u987a\u5e8f\u6570\u636e<\/td>\n<td>\u5426\uff08\u4e3b\u8981\u7528\u4e8e\u56fe\u50cf\uff09<\/td>\n<td>\u662f\u7684<\/td>\n<td>\u662f\u7684<\/td>\n<\/tr>\n<tr>\n<td>\u590d\u6742<\/td>\n<td>\u4e2d\u5230\u9ad8<\/td>\n<td>\u7f13\u548c<\/td>\n<td>\u7f13\u548c<\/td>\n<\/tr>\n<tr>\n<td>\u5185\u5b58\u8981\u6c42<\/td>\n<td>\u9ad8\u7684<\/td>\n<td>\u4f4e\u7684<\/td>\n<td>\u9ad8\u7684<\/td>\n<\/tr>\n<tr>\n<td>\u8bad\u7ec3\u6570\u636e\u8981\u6c42<\/td>\n<td>\u76f8\u5bf9\u8f83\u9ad8<\/td>\n<td>\u7f13\u548c<\/td>\n<td>\u7f13\u548c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u4e0e CapsNet \u76f8\u5173\u7684\u672a\u6765\u89c2\u70b9\u548c\u6280\u672f<\/h2>\n<p>\u80f6\u56ca\u7f51\u7edc\u5bf9\u8ba1\u7b97\u673a\u89c6\u89c9\u548c\u5176\u4ed6\u76f8\u5173\u9886\u57df\u7684\u672a\u6765\u6709\u7740\u5de8\u5927\u7684\u5e0c\u671b\u3002\u7814\u7a76\u4eba\u5458\u6b63\u5728\u4e0d\u65ad\u52aa\u529b\u63d0\u9ad8 CapsNet \u7684\u6027\u80fd\u3001\u6548\u7387\u548c\u53ef\u6269\u5c55\u6027\u3002\u4e00\u4e9b\u6f5c\u5728\u7684\u672a\u6765\u53d1\u5c55\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\n<p><strong>\u6539\u8fdb\u7684\u67b6\u6784<\/strong>\uff1a\u5177\u6709\u521b\u65b0\u8bbe\u8ba1\u7684\u65b0\u578b CapsNet \u53d8\u4f53\u53ef\u89e3\u51b3\u4e0d\u540c\u5e94\u7528\u4e2d\u7684\u7279\u5b9a\u6311\u6218\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u786c\u4ef6\u52a0\u901f<\/strong>\uff1a\u5f00\u53d1\u4e13\u7528\u786c\u4ef6\u4ee5\u5b9e\u73b0 CapsNet \u7684\u9ad8\u6548\u8ba1\u7b97\uff0c\u4f7f\u5176\u66f4\u9002\u7528\u4e8e\u5b9e\u65f6\u5e94\u7528\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u7528\u4e8e\u89c6\u9891\u5206\u6790\u7684 CapsNet<\/strong>\uff1a\u6269\u5c55 CapsNet \u6765\u5904\u7406\u5e8f\u5217\u6570\u636e\uff08\u4f8b\u5982\u89c6\u9891\uff09\uff0c\u4ece\u800c\u589e\u5f3a\u52a8\u4f5c\u8bc6\u522b\u548c\u8ddf\u8e2a\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u8fc1\u79fb\u5b66\u4e60<\/strong>\uff1a\u5229\u7528\u9884\u5148\u8bad\u7ec3\u7684CapsNet\u6a21\u578b\u8fdb\u884c\u8fc1\u79fb\u5b66\u4e60\u4efb\u52a1\uff0c\u51cf\u5c11\u5bf9\u5927\u91cf\u8bad\u7ec3\u6570\u636e\u7684\u9700\u6c42\u3002<\/p>\n<\/li>\n<\/ul>\n<h2>\u5982\u4f55\u4f7f\u7528\u4ee3\u7406\u670d\u52a1\u5668\u6216\u5c06\u5176\u4e0e CapsNet \u5173\u8054<\/h2>\n<p>\u4ee3\u7406\u670d\u52a1\u5668\u5728\u652f\u6301 Capsule Networks \u7684\u5f00\u53d1\u548c\u90e8\u7f72\u65b9\u9762\u53ef\u4ee5\u53d1\u6325\u81f3\u5173\u91cd\u8981\u7684\u4f5c\u7528\u3002\u5b83\u4eec\u4e4b\u95f4\u7684\u5173\u8054\u65b9\u5f0f\u5982\u4e0b\uff1a<\/p>\n<ol>\n<li>\n<p><strong>\u6570\u636e\u91c7\u96c6<\/strong>\uff1a\u4ee3\u7406\u670d\u52a1\u5668\u53ef\u7528\u4e8e\u6536\u96c6\u591a\u6837\u5316\u548c\u5206\u5e03\u5f0f\u7684\u6570\u636e\u96c6\uff0c\u8fd9\u5bf9\u4e8e\u8bad\u7ec3\u5177\u6709\u5e7f\u6cdb\u89c2\u70b9\u548c\u80cc\u666f\u7684 CapsNet \u6a21\u578b\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5e76\u884c\u5904\u7406<\/strong>\uff1aCapsNet \u8bad\u7ec3\u5bf9\u8ba1\u7b97\u8981\u6c42\u5f88\u9ad8\u3002\u4ee3\u7406\u670d\u52a1\u5668\u53ef\u4ee5\u5c06\u5de5\u4f5c\u8d1f\u8f7d\u5206\u914d\u5230\u591a\u53f0\u670d\u52a1\u5668\u4e0a\uff0c\u4ece\u800c\u52a0\u5feb\u6a21\u578b\u8bad\u7ec3\u901f\u5ea6\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u9690\u79c1\u548c\u5b89\u5168<\/strong>\uff1a\u4ee3\u7406\u670d\u52a1\u5668\u53ef\u4ee5\u786e\u4fddCapsNet\u5e94\u7528\u7a0b\u5e8f\u4e2d\u4f7f\u7528\u7684\u654f\u611f\u6570\u636e\u7684\u9690\u79c1\u548c\u5b89\u5168\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5168\u7403\u90e8\u7f72<\/strong>\uff1a\u4ee3\u7406\u670d\u52a1\u5668\u6709\u52a9\u4e8e\u5728\u5168\u7403\u8303\u56f4\u5185\u90e8\u7f72\u7531 CapsNet \u63d0\u4f9b\u652f\u6301\u7684\u5e94\u7528\u7a0b\u5e8f\uff0c\u786e\u4fdd\u4f4e\u5ef6\u8fdf\u548c\u9ad8\u6548\u7684\u6570\u636e\u4f20\u8f93\u3002<\/p>\n<\/li>\n<\/ol>\n<h2>\u76f8\u5173\u94fe\u63a5<\/h2>\n<p>\u6709\u5173\u80f6\u56ca\u7f51\u7edc\uff08CapsNet\uff09\u7684\u66f4\u591a\u4fe1\u606f\uff0c\u60a8\u53ef\u4ee5\u63a2\u7d22\u4ee5\u4e0b\u8d44\u6e90\uff1a<\/p>\n<ol>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1710.09829\" target=\"_new\" rel=\"noopener nofollow\">\u539f\u59cb\u8bba\u6587\uff1a\u80f6\u56ca\u4e4b\u95f4\u7684\u52a8\u6001\u8def\u7531<\/a><\/li>\n<li><a href=\"https:\/\/blog.acolyer.org\/2017\/11\/13\/dynamic-routing-between-capsules\/\" target=\"_new\" rel=\"noopener nofollow\">\u535a\u5ba2\uff1a\u63a2\u7d22\u80f6\u56ca\u7f51\u7edc<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/Sarasra\/models\/tree\/master\/research\/capsules\" target=\"_new\" rel=\"noopener nofollow\">GitHub \u5b58\u50a8\u5e93\uff1a\u80f6\u56ca\u7f51\u7edc\u5b9e\u73b0<\/a><\/li>\n<\/ol>\n<p>\u7531\u4e8e CapsNet \u6709\u53ef\u80fd\u91cd\u5851\u8ba1\u7b97\u673a\u89c6\u89c9\u548c\u5176\u4ed6\u9886\u57df\u7684\u672a\u6765\uff0c\u6301\u7eed\u7684\u7814\u7a76\u548c\u521b\u65b0\u5fc5\u5c06\u4e3a\u8fd9\u9879\u524d\u666f\u5149\u660e\u7684\u6280\u672f\u5f00\u8f9f\u65b0\u7684\u9053\u8def\u3002\u968f\u7740 Capsule Networks \u7684\u4e0d\u65ad\u53d1\u5c55\uff0c\u5b83\u4eec\u53ef\u80fd\u4f1a\u6210\u4e3a\u63a8\u52a8\u4e0d\u540c\u884c\u4e1a AI \u80fd\u529b\u53d1\u5c55\u7684\u57fa\u672c\u7ec4\u6210\u90e8\u5206\u3002<\/p>","protected":false},"featured_media":467826,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-476170","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>CapsNet: Revolutionizing Neural Networks for Vision Tasks<\/mark>","faq_items":[{"question":"What is CapsNet?","answer":"<p>CapsNet, short for Capsule Network, is a revolutionary neural network architecture designed to overcome the limitations of traditional convolutional neural networks (CNNs) in processing hierarchical spatial relationships and viewpoint variations in images. It introduces capsules as neural units, enabling more informative and robust feature representation.<\/p>"},{"question":"How did CapsNet originate?","answer":"<p>CapsNet was introduced in a research paper titled \"Dynamic Routing Between Capsules\" by Geoffrey Hinton, Sara Sabour, and Geoffrey E. Hinton in 2017. The paper addressed the need for a new architecture to handle spatial hierarchies in images, leading to the creation of Capsule Networks.<\/p>"},{"question":"How does CapsNet work?","answer":"<p>CapsNet comprises multiple layers of capsules, each responsible for detecting and representing specific attributes of an object. The dynamic routing algorithm facilitates communication between capsules in different layers, promoting better generalization and viewpoint invariance. The architecture includes an encoder to capture basic features, dynamic routing for better connections, and a decoder for image reconstruction.<\/p>"},{"question":"What are the key features of CapsNet?","answer":"<p>CapsNet offers hierarchical representation, viewpoint invariance, reduced overfitting, and better object part recognition. Capsules encode magnitude and orientation information, providing a richer representation than scalar outputs in traditional neural networks.<\/p>"},{"question":"What types of CapsNet exist?","answer":"<p>Several types of CapsNet have emerged, including standard CapsNet, Dynamic Routing by Agreement (DRA) variants, Dynamic Convolutional Capsule Networks for image segmentation, CapsuleGAN for image synthesis, and Capsule Networks adapted for NLP tasks.<\/p>"},{"question":"How can CapsNet be used?","answer":"<p>CapsNet can be used in various computer vision tasks, including image classification, object detection, and pose estimation. It shows promise in augmented reality, robotics, and video analysis.<\/p>"},{"question":"What are the challenges with CapsNet?","answer":"<p>CapsNet can be computationally intensive, requiring efficient hardware or optimization techniques. It may also demand more training data compared to traditional CNNs. However, ongoing research aims to address these challenges and improve the architecture's practicality.<\/p>"},{"question":"How can proxy servers be associated with CapsNet?","answer":"<p>Proxy servers play a crucial role in supporting CapsNet development and deployment. They aid in data collection, parallel processing for training, privacy and security of sensitive data, and global deployment of CapsNet-powered applications.<\/p>"},{"question":"What is the future outlook for CapsNet?","answer":"<p>Capsule Networks hold great promise for computer vision and beyond. The future may bring improved architectures, hardware acceleration, CapsNet for video analysis, and more applications across diverse industries. The ongoing research and innovations will continue to advance this revolutionary technology.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/cn\/wp-json\/wp\/v2\/wiki\/476170","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/cn\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/cn\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/cn\/wp-json\/wp\/v2\/wiki\/476170\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/cn\/wp-json\/wp\/v2\/media\/467826"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/cn\/wp-json\/wp\/v2\/media?parent=476170"}],"curies":[{"name":"\u53ef\u6e7f\u6027\u7c89\u5242","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}