{"id":2820,"date":"2017-07-18T08:04:13","date_gmt":"2017-07-18T08:04:13","guid":{"rendered":"http:\/\/bluelake.thineover.com\/2820.html"},"modified":"2022-11-22T12:15:10","modified_gmt":"2022-11-22T12:15:10","slug":"%e8%93%9d%e6%b9%96%e8%a2%ab%e6%8a%95%e4%bc%81%e4%b8%9amomenta%e5%9b%a2%e9%98%9f%e8%8e%b7imagenet%e7%89%a9%e4%bd%93%e8%af%86%e5%88%ab%e5%86%a0%e5%86%9b-%e8%93%9d%e6%b9%96%e7%b3%bb%e5%88%9b%e4%b8%9a","status":"publish","type":"post","link":"https:\/\/www.bluelakecap.com\/en\/news\/our-updates\/2820.html","title":{"rendered":"\u84dd\u6e56\u88ab\u6295\u4f01\u4e1aMomenta\u56e2\u961f\u83b7ImageNet\u7269\u4f53\u8bc6\u522b\u51a0\u519b"},"content":{"rendered":"\n<p>\n\n\u636e ImageNet \u5b98\u65b9\u7f51\u7ad9\u516c\u5e03\u7684\u6700\u65b0\u6d88\u606f\uff0c\u4e00\u5e74\u4e00\u5ea6\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u7684\u201c\u5965\u8d5b\u201d ILSVRC 2017\uff08\u5168\u79f0 2017\u5e74\u5ea6 ImageNet \u5927\u89c4\u6a21\u89c6\u89c9\u8bc6\u522b\u6311\u6218\u8d5b\uff09\u6bd4\u8d5b\u7ed3\u679c\u65b0\u9c9c\u51fa\u7089\uff1a<strong>\u6765\u81ea\u84dd\u6e56\u8d44\u672c\u88ab\u6295\u4f01\u4e1a Momenta \u7814\u53d1\u56e2\u961f\uff08WMW\uff09\u4e0e\u6765\u81ea\u725b\u6d25\u5927\u5b66\u7684\u7533\u4e3d\u5408\u4f5c\uff0c\u4ee5 2.3%\u7684\u8bc6\u522b\u9519\u8bef\u7387\u8363\u83b7\u7269\u4f53\u8bc6\u522b\u51a0\u519b\u3002<\/strong><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/cdn.bluelakecap.com\/wp-content\/uploads\/2019\/06\/frc-583c0cda90a0aedd2b54c640979ae60e.jpeg\" alt=\"\"\/><\/figure><\/div>\n\n\n\n<p>WMW \u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u673a\u5236\u79f0\u4e3a Squeeze &amp; Excitation\uff08\u7b80\u79f0 SE\uff09\uff0c\u4ee5\u6b64\u6765\u5927\u5e45\u63d0\u5347\u6a21\u578b\u7684\u7cbe\u5ea6\u3002\u5b83\u901a\u8fc7\u5f15\u5165\u5168\u5c40\u56fe\u50cf\u7684\u4fe1\u606f\u81ea\u52a8\u5bf9\u5377\u79ef\u7279\u5f81\u91cd\u65b0\u5206\u914d\u6743\u91cd\uff0c\u589e\u5f3a\u5bf9\u5206\u7c7b\u6709\u7528\u7684\u7279\u5f81\uff0c\u800c\u6291\u5236\u65e0\u6548\u6216\u6536\u76ca\u751a\u5fae\u7684\u7279\u5f81\u3002\u5728\u53ea\u5f15\u5165\u6781\u5c11\u7684\u8ba1\u7b97\u91cf\u548c\u53c2\u6570\u91cf\u7684\u60c5\u51b5\u4e0b\uff0c\u53ef\u4ee5\u5c06\u73b0\u6709\u7684\u7edd\u5927\u591a\u6570 CNN \u7684\u6027\u80fd\u8fdb\u884c\u5927\u5e45\u63d0\u5347\u3002<\/p>\n\n\n\n<p>Momenta \u7814\u53d1\u603b\u76d1\u5b59\u521a\u8ba4\u4e3a\uff0c\u201c\u5c0f\u6a21\u578b\uff0c\u5927\u4f5c\u7528\u201d\u662f\u5176\u7a81\u51fa\u4e4b\u5904\uff0c\u201c\u8fd9\u4e2a\u6846\u67b6\u4e0b\u8ba1\u7b97\u91cf\u4e0e ResNet50 \u76f8\u5f53\u7684\u7f51\u7edc\u53ef\u4ee5\u8fbe\u5230 ResNet101 \u7684\u6027\u80fd\uff0c\u5e0c\u671b\u53ef\u4ee5\u5bf9\u516c\u53f8\u6a21\u578b\u5c0f\u578b\u5316\u6709\u5e2e\u52a9\u3002\u201d<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/cdn.bluelakecap.com\/wp-content\/uploads\/2019\/06\/frc-c5b4ba8843d943e4cf9fbe2adc87c96e.jpeg\" alt=\"\"\/><\/figure><\/div>\n\n\n\n<p>ImageNet \u662f\u8ba1\u7b97\u673a\u89c6\u89c9\u7814\u7a76\u4eba\u5458\u8fdb\u884c\u5927\u89c4\u6a21\u7269\u4f53\u8bc6\u522b\u548c\u68c0\u6d4b\u65f6\uff0c\u6700\u5148\u60f3\u5230\u7684\u89c6\u89c9\u5927\u6570\u636e\u6765\u6e90\uff0c\u6700\u521d\u7531\u65af\u5766\u798f\u5927\u5b66\u674e\u98de\u98de\u7b49\u4eba\u63d0\u51fa\u3002\u4e1a\u754c\u5c06 ImageNet \u89c6\u4e3a\u8ba1\u7b97\u673a\u89c6\u89c9\u53d1\u5c55\u7684\u91cd\u8981\u63a8\u52a8\u8005\uff0c\u540c\u65f6\u4e5f\u662f\u8fd9\u4e00\u6ce2\u6df1\u5ea6\u5b66\u4e60\u70ed\u6f6e\u7684\u5173\u952e\u9a71\u52a8\u529b\u4e4b\u4e00\u3002<\/p>\n\n\n\n<p>\u4ece 2010 \u5e74\u4ee5\u6765\uff0cImageNet \u6bcf\u5e74\u90fd\u4f1a\u4e3e\u529e\u4e00\u6b21\u8f6f\u4ef6\u7ade\u8d5b\uff0c\u5373 ILSVRC\uff0c\u53c2\u8d5b\u7a0b\u5e8f\u4f1a\u76f8\u4e92\u6bd4\u8bd5\uff0c\u770b\u8c01\u80fd\u4ee5\u6700\u9ad8\u7684\u6b63\u786e\u7387\u5bf9\u7269\u4f53\u548c\u573a\u666f\u8fdb\u884c\u5206\u7c7b\u548c\u68c0\u6d4b\uff0cILSVRC \u4e0d\u4ec5\u662f\u5404\u56e2\u961f\u3001\u5de8\u5934\u5c55\u793a\u5b9e\u529b\u7684\u7ade\u6280\u573a\uff0c\u800c\u4e14\u5176\u4e2d\u6bcf\u4e00\u9879\u7ade\u8d5b\u6210\u679c\u90fd\u5bf9\u5b66\u754c\u548c\u4e1a\u754c\u6709\u7740\u6df1\u8fdc\u7684\u5f71\u54cd\u3002<\/p>\n\n\n\n<p>\u81f4\u529b\u4e8e\u6253\u9020\u65e0\u4eba\u9a7e\u9a76\u5927\u8111\u7684 Momenta\uff0c\u6210\u7acb\u4e8e 2016\u5e74 9 \u6708\u3002\u5176\u6838\u5fc3\u6280\u672f\u5305\u62ec\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u73af\u5883\u611f\u77e5\u3001\u9ad8\u7cbe\u5730\u56fe\u3001\u9a7e\u9a76\u51b3\u7b56\u3002\u4ea7\u54c1\u5305\u62ec\u4e0d\u540c\u7ea7\u522b\u7684\u81ea\u52a8\u9a7e\u9a76\u65b9\u6848\uff0c\u4ee5\u53ca\u884d\u751f\u51fa\u7684\u5927\u6570\u636e\u4ea7\u54c1\u548c\u670d\u52a1\u3002<\/p>\n\n\n\n<p>Momenta \u56e2\u961f\u62e5\u6709\u591a\u4f4d\u4e16\u754c\u9876\u5c16\u7684\u6df1\u5ea6\u5b66\u4e60\u4e13\u5bb6\uff0c\u6bd4\u5982\u56fe\u50cf\u8bc6\u522b\u9886\u57df\u5e7f\u4e3a\u5e94\u7528\u7684\u6846\u67b6 FasterR-CNN \u548c ResNet \u7684\u4f5c\u8005\uff0cImageNet \u548c MS COCO Challenge\u591a\u9879\u6bd4\u8d5b\u7684\u51a0\u519b\u3002\u6b64\u6b21\u53c2\u52a0 ImageNet \u6bd4\u8d5b\uff0c\u65e2\u662f Momenta \u6df1\u539a\u7684\u6280\u672f\u79ef\u7d2f\u548c\u5f3a\u5927\u7684\u6280\u672f\u539f\u521b\u529b\u7684\u5c55\u793a\uff0c\u4e5f\u662f\u5e0c\u671b\u540c\u4e1a\u754c\u4e00\u8d77\u8fdb\u4e00\u6b65\u63a8\u52a8\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u7684\u53d1\u5c55\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u636e ImageNet \u5b98\u65b9\u7f51\u7ad9\u516c\u5e03\u7684\u6700\u65b0\u6d88\u606f\uff0c\u4e00\u5e74\u4e00\u5ea6\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u7684\u201c\u5965\u8d5b\u201d ILSVRC 2017\uff08\u5168\u79f0 2017\u5e74\u5ea6 ImageNet \u5927\u89c4\u6a21\u89c6\u89c9\u8bc6\u522b\u6311\u6218\u8d5b\uff09\u6bd4\u8d5b\u7ed3\u679c\u65b0\u9c9c\u51fa\u7089\uff1a\u6765\u81ea\u84dd\u6e56\u8d44\u672c\u88ab\u6295\u4f01\u4e1a Momenta \u7814\u53d1\u56e2\u961f\uff08WMW\uff09\u4e0e\u6765\u81ea\u725b\u6d25\u5927\u5b66\u7684\u7533\u4e3d\u5408\u4f5c\uff0c\u4ee5 2.3%\u7684\u8bc6\u522b\u9519\u8bef\u7387\u8363\u83b7\u7269\u4f53\u8bc6\u522b\u51a0\u519b\u3002 WMW \u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u673a\u5236\u79f0\u4e3a Squeeze &amp; Excitation\uff08\u7b80\u79f0 SE\uff09\uff0c\u4ee5\u6b64\u6765\u5927\u5e45\u63d0\u5347\u6a21\u578b\u7684\u7cbe\u5ea6\u3002\u5b83\u901a\u8fc7\u5f15\u5165\u5168\u5c40\u56fe\u50cf\u7684\u4fe1\u606f\u81ea\u52a8\u5bf9\u5377\u79ef\u7279\u5f81\u91cd\u65b0\u5206\u914d\u6743\u91cd\uff0c\u589e\u5f3a\u5bf9\u5206\u7c7b\u6709\u7528\u7684\u7279\u5f81\uff0c\u800c\u6291\u5236\u65e0\u6548\u6216\u6536\u76ca\u751a\u5fae\u7684\u7279\u5f81\u3002\u5728\u53ea\u5f15\u5165\u6781\u5c11\u7684\u8ba1\u7b97\u91cf\u548c\u53c2\u6570\u91cf\u7684\u60c5\u51b5\u4e0b\uff0c\u53ef\u4ee5\u5c06\u73b0\u6709\u7684\u7edd\u5927\u591a\u6570 CNN \u7684\u6027\u80fd\u8fdb\u884c\u5927\u5e45\u63d0\u5347\u3002 Momenta \u7814\u53d1\u603b\u76d1\u5b59\u521a\u8ba4\u4e3a\uff0c\u201c\u5c0f\u6a21\u578b\uff0c\u5927\u4f5c\u7528\u201d\u662f\u5176\u7a81\u51fa\u4e4b\u5904\uff0c\u201c\u8fd9\u4e2a\u6846\u67b6\u4e0b\u8ba1\u7b97\u91cf\u4e0e ResNet50 \u76f8\u5f53\u7684\u7f51\u7edc\u53ef\u4ee5\u8fbe\u5230 ResNet101 \u7684\u6027\u80fd\uff0c\u5e0c\u671b\u53ef\u4ee5\u5bf9\u516c\u53f8\u6a21\u578b\u5c0f\u578b\u5316\u6709\u5e2e\u52a9\u3002\u201d ImageNet \u662f\u8ba1\u7b97\u673a\u89c6\u89c9\u7814\u7a76\u4eba\u5458\u8fdb\u884c\u5927\u89c4\u6a21\u7269\u4f53\u8bc6\u522b\u548c\u68c0\u6d4b\u65f6\uff0c\u6700\u5148\u60f3\u5230\u7684\u89c6\u89c9\u5927\u6570\u636e\u6765\u6e90\uff0c\u6700\u521d\u7531\u65af\u5766\u798f\u5927\u5b66\u674e\u98de\u98de\u7b49\u4eba\u63d0\u51fa\u3002\u4e1a\u754c\u5c06 ImageNet \u89c6\u4e3a\u8ba1\u7b97\u673a\u89c6\u89c9\u53d1\u5c55\u7684\u91cd\u8981\u63a8\u52a8\u8005\uff0c\u540c\u65f6\u4e5f\u662f\u8fd9\u4e00\u6ce2\u6df1\u5ea6\u5b66\u4e60\u70ed\u6f6e\u7684\u5173\u952e\u9a71\u52a8\u529b\u4e4b\u4e00\u3002 \u4ece 2010 \u5e74\u4ee5\u6765\uff0cImageNet \u6bcf\u5e74\u90fd\u4f1a\u4e3e\u529e\u4e00\u6b21\u8f6f\u4ef6\u7ade\u8d5b\uff0c\u5373 ILSVRC\uff0c\u53c2\u8d5b\u7a0b\u5e8f\u4f1a\u76f8\u4e92\u6bd4\u8bd5\uff0c\u770b\u8c01\u80fd\u4ee5\u6700\u9ad8\u7684\u6b63\u786e\u7387\u5bf9\u7269\u4f53\u548c\u573a\u666f\u8fdb\u884c\u5206\u7c7b\u548c\u68c0\u6d4b\uff0cILSVRC \u4e0d\u4ec5\u662f\u5404\u56e2\u961f\u3001\u5de8\u5934\u5c55\u793a\u5b9e\u529b\u7684\u7ade\u6280\u573a\uff0c\u800c\u4e14\u5176\u4e2d\u6bcf\u4e00\u9879\u7ade\u8d5b\u6210\u679c\u90fd\u5bf9\u5b66\u754c\u548c\u4e1a\u754c\u6709\u7740\u6df1\u8fdc\u7684\u5f71\u54cd\u3002 \u81f4\u529b\u4e8e\u6253\u9020\u65e0\u4eba\u9a7e\u9a76\u5927\u8111\u7684 Momenta\uff0c\u6210\u7acb\u4e8e 2016\u5e74 9 \u6708\u3002\u5176\u6838\u5fc3\u6280\u672f\u5305\u62ec\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u73af\u5883\u611f\u77e5\u3001\u9ad8\u7cbe\u5730\u56fe\u3001\u9a7e\u9a76\u51b3\u7b56\u3002\u4ea7\u54c1\u5305\u62ec\u4e0d\u540c\u7ea7\u522b\u7684\u81ea\u52a8\u9a7e\u9a76\u65b9\u6848\uff0c\u4ee5\u53ca\u884d\u751f\u51fa\u7684\u5927\u6570\u636e\u4ea7\u54c1\u548c\u670d\u52a1\u3002 Momenta 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