MobileNet-SSD\u662f\u4e00\u79cd\u8f7b\u91cf\u7ea7\u7684\u76ee\u6807\u68c0\u6d4b\u7b97\u6cd5\uff0c\u7ed3\u5408\u4e86MobileNet\u4f5c\u4e3a\u7279\u5f81\u63d0\u53d6\u7f51\u7edc\u548cSSD\uff08Single Shot MultiBox Detector\uff09\u4f5c\u4e3a\u76ee\u6807\u68c0\u6d4b\u5668\u3002\u5b83\u65e8\u5728\u5728\u8ba1\u7b97\u8d44\u6e90\u53d7\u9650\u7684\u8bbe\u5907\u4e0a\u5b9e\u73b0\u5b9e\u65f6\u76ee\u6807\u68c0\u6d4b\u3002<\/p>\n
MobileNet-SSD\u7684\u6838\u5fc3\u601d\u60f3\u662f\u4f7f\u7528\u6df1\u5ea6\u53ef\u5206\u79bb\u5377\u79ef\uff08depthwise separable convolution\uff09\u6765\u51cf\u5c11\u8ba1\u7b97\u91cf\u3002\u6df1\u5ea6\u53ef\u5206\u79bb\u5377\u79ef\u5c06\u6807\u51c6\u5377\u79ef\u5206\u89e3\u4e3a\u6df1\u5ea6\u5377\u79ef\u548c\u9010\u70b9\u5377\u79ef\u4e24\u4e2a\u6b65\u9aa4\uff0c\u4ece\u800c\u5728\u51cf\u5c11\u8ba1\u7b97\u91cf\u7684\u540c\u65f6\u4fdd\u6301\u8f83\u597d\u7684\u51c6\u786e\u6027\u3002<\/p>\n
\u76f8\u6bd4\u4e8e\u5176\u4ed6\u66f4\u590d\u6742\u7684\u76ee\u6807\u68c0\u6d4b\u7b97\u6cd5\uff08\u5982YOLO\u548cFaster R-CNN\uff09\uff0cMobileNet-SSD\u5728\u8ba1\u7b97\u8d44\u6e90\u53d7\u9650\u7684\u8bbe\u5907\u4e0a\u5177\u6709\u66f4\u4f4e\u7684\u6a21\u578b\u5927\u5c0f\u548c\u66f4\u5feb\u7684\u63a8\u7406\u901f\u5ea6\uff0c\u9002\u7528\u4e8e\u5d4c\u5165\u5f0f\u8bbe\u5907\u548c\u79fb\u52a8\u8bbe\u5907\u7b49\u573a\u666f\u3002<\/p>\n
\u8981\u5728\u6811\u8393\u6d3e\u4e0a\u8fd0\u884cMobileNet-SSD\uff0c\u60a8\u53ef\u4ee5\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u8fdb\u884c\uff1a<\/p>\n
1. \u5b89\u88c5\u4f9d\u8d56\u9879\uff1a\u786e\u4fdd\u5728\u6811\u8393\u6d3e\u4e0a\u5b89\u88c5\u4e86\u5fc5\u8981\u7684\u8f6f\u4ef6\u5305\u548c\u5e93\uff0c\u5982Python\u3001OpenCV\u7b49\u3002<\/p>\n
2. \u4e0b\u8f7dMobileNet-SSD\u6a21\u578b\uff1a\u4ece\u4e92\u8054\u7f51\u4e0a\u4e0b\u8f7dMobileNet-SSD\u9884\u8bad\u7ec3\u6a21\u578b\u3002\u5b98\u65b9\u63d0\u4f9b\u4e86\u8bad\u7ec3\u597d\u7684\u6a21\u578b\uff0c\u60a8\u53ef\u4ee5\u5728OpenCV\u5b98\u65b9\u4ed3\u5e93\u6216\u5176\u4ed6\u8d44\u6e90\u4e2d\u627e\u5230\u76f8\u5e94\u7684\u4e0b\u8f7d\u94fe\u63a5\u3002<\/p>\n
3. \u7f16\u5199\u63a8\u7406\u4ee3\u7801\uff1a\u4f7f\u7528Python\u7f16\u5199\u63a8\u7406\u4ee3\u7801\uff0c\u52a0\u8f7d\u6a21\u578b\u5e76\u8fdb\u884c\u76ee\u6807\u68c0\u6d4b\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528OpenCV\u63d0\u4f9b\u7684\u51fd\u6570\u548c\u63a5\u53e3\u6765\u52a0\u8f7d\u6a21\u578b\u548c\u5904\u7406\u56fe\u50cf\u3002<\/p>\n
4. \u914d\u7f6e\u6444\u50cf\u5934\u6216\u56fe\u50cf\u8f93\u5165\uff1a\u5982\u679c\u60a8\u8ba1\u5212\u8fdb\u884c\u5b9e\u65f6\u76ee\u6807\u68c0\u6d4b\uff0c\u786e\u4fdd\u6b63\u786e\u914d\u7f6e\u6444\u50cf\u5934\uff0c\u5e76\u5728\u4ee3\u7801\u4e2d\u4f7f\u7528\u76f8\u5e94\u7684\u63a5\u53e3\u8fdb\u884c\u56fe\u50cf\u8bfb\u53d6\u3002\u5982\u679c\u4f7f\u7528\u9759\u6001\u56fe\u50cf\u8fdb\u884c\u68c0\u6d4b\uff0c\u5219\u9700\u8981\u5c06\u56fe\u50cf\u8def\u5f84\u4f20\u9012\u7ed9\u7b97\u6cd5\u3002<\/p>\n
5. \u8fd0\u884c\u4ee3\u7801\uff1a\u5728\u6811\u8393\u6d3e\u4e0a\u8fd0\u884c\u60a8\u7684\u4ee3\u7801\uff0c\u5f00\u59cb\u8fdb\u884cMobileNet-SSD\u76ee\u6807\u68c0\u6d4b\u3002<\/p>\n
\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0cMobileNet-SSD\u76f8\u5bf9\u8f83\u8f7b\u91cf\uff0c\u4f46\u5176\u76ee\u6807\u68c0\u6d4b\u6027\u80fd\u53ef\u80fd\u76f8\u5bf9\u8f83\u4f4e\uff0c\u7279\u522b\u662f\u5bf9\u4e8e\u5c0f\u5c3a\u5bf8\u76ee\u6807\u7684\u68c0\u6d4b\u3002\u5728\u6811\u8393\u6d3e\u7b49\u8ba1\u7b97\u8d44\u6e90\u6709\u9650\u7684\u8bbe\u5907\u4e0a\uff0c\u60a8\u53ef\u4ee5\u6839\u636e\u5b9e\u9645\u9700\u6c42\u6743\u8861\u6a21\u578b\u7684\u5927\u5c0f\u3001\u901f\u5ea6\u548c\u51c6\u786e\u6027\uff0c\u5e76\u8fdb\u884c\u9002\u5f53\u7684\u8c03\u6574\u548c\u4f18\u5316\u3002<\/p>\n
\u53e6\u5916\uff0c\u53ef\u4ee5\u8003\u8651\u4f7f\u7528\u5176\u4ed6\u8f7b\u91cf\u7ea7\u76ee\u6807\u68c0\u6d4b\u7b97\u6cd5\uff0c\u5982Tiny YOLO\u3001EfficientDet\u7b49\uff0c\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u6027\u80fd\u548c\u51c6\u786e\u6027\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
MobileNet-SSD\u662f\u4e00\u79cd\u8f7b\u91cf\u7ea7\u7684\u76ee\u6807\u68c0\u6d4b\u7b97\u6cd5\uff0c\u7ed3\u5408\u4e86MobileNet\u4f5c\u4e3a\u7279\u5f81\u63d0\u53d6\u7f51\u7edc\u548cSSD\uff08Single Shot MultiBox Detector\uff09\u4f5c\u4e3a\u76ee\u6807\u68c0\u6d4b\u5668\u3002\u5b83\u65e8\u5728\u5728\u8ba1\u7b97\u8d44\u6e90\u53d7\u9650… <\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[24],"tags":[],"class_list":["post-1218","post","type-post","status-publish","format-standard","hentry","category-ai"],"_links":{"self":[{"href":"https:\/\/www.autouav.net.cn\/index.php?rest_route=\/wp\/v2\/posts\/1218","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.autouav.net.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.autouav.net.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.autouav.net.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.autouav.net.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1218"}],"version-history":[{"count":1,"href":"https:\/\/www.autouav.net.cn\/index.php?rest_route=\/wp\/v2\/posts\/1218\/revisions"}],"predecessor-version":[{"id":1219,"href":"https:\/\/www.autouav.net.cn\/index.php?rest_route=\/wp\/v2\/posts\/1218\/revisions\/1219"}],"wp:attachment":[{"href":"https:\/\/www.autouav.net.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1218"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.autouav.net.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1218"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.autouav.net.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1218"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}