{"id":10006732,"date":"2022-10-26T04:15:25","date_gmt":"2022-10-25T20:15:25","guid":{"rendered":"https:\/\/ityet.com\/?p=10006732"},"modified":"2022-10-26T04:15:25","modified_gmt":"2022-10-25T20:15:25","slug":"easycv-datahub-%e6%8f%90%e4%be%9b%e5%a4%9a%e9%a2%86%e5%9f%9f%e8%a7%86%e8%a7%89%e6%95%b0%e6%8d%ae%e9%9b%86%e4%b8%8b%e8%bd%bd%ef%bc%8c%e5%8a%a9%e5%8a%9b%e6%a8%a1%e5%9e%8b%e7%94%9f%e4%ba%a7","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10006732","title":{"rendered":"EasyCV DataHub 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rel=\"nofollow\">https:\/\/pan.baidu.com\/s\/1eJVP&#8230;<\/a>\u00a0\u63d0\u53d6\u7801:kaegImageNet\u662f\u5e02\u573a\u4e0a\u6700\u5927\u3001\u6700\u53d7\u6b22\u8fce\u7684\u5f00\u6e90\u6570\u636e\u96c6\u4e4b\u4e00\u3002ImageNet\u62e5\u6709\u8d85\u8fc71400\u4e07\u5f20\u5df2\u624b\u52a8\u6807\u6ce8\u7684\u56fe\u50cf\u3002\u6570\u636e\u5e93\u6309WordNet\u5c42\u6b21\u7ed3\u6784\u4e88\u4ee5\u7ec4\u7ec7\uff0c\u5bf9\u8c61\u7ea7\u6807\u6ce8\u901a\u8fc7\u8fb9\u754c\u6846\u5b8c\u6210\u3002<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042685946\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>\u76ee\u6807\u68c0\u6d4b\u6570\u636e\u96c6\u6c47\u603b\uff1aCOCO2017\u3001VOC2007\u3001VOC2012\u3001LVIS\u3001Cityscapes\u3001Object365\u3001CrowdHuman\u3001OpenImages\u3001WIDER FACE\u3001DeepFashion\u3001Fruit Images\u3001Oxford-IIIT Pet\u3001Arthropod Taxonomy Orders\u3001African 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title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>LVIS\u5b98\u7f51\u94fe\u63a5\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=Y7b9JYsrJ56NyBtsW3EAkQ%3D%3D.qNANpCOO5Kpiny8fwTZcwLsAg7N8gp6MbQaAeH5ABlxwdrxKj2WiUcCvgBnd6zVG\" rel=\"nofollow\">https:\/\/www.lvisdataset.org\/d&#8230;<\/a>\u7f51\u76d8\u94fe\u63a5\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=4T9NUWOCLcqUMQE5HS0ntQ%3D%3D.cvVrYtoO9DfheNwnLOqsZXMDwjK2CLSwXZBOZB4TsuFMKSj3A6ojPcwbS5%2Fz4rnl\" rel=\"nofollow\">https:\/\/pan.baidu.com\/s\/1Untu&#8230;<\/a>\u00a0\u63d0\u53d6\u7801:8ief\u5927\u89c4\u6a21\u7684\u8bcd\u6c47\u5b9e\u4f8b\u5206\u5272\u6570\u636e\u96c6(Large Vocabulary Instance Segmentation,LVIS 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rel=\"nofollow\">https:\/\/www.objects365.org\/ov&#8230;<\/a>\u8be5\u6570\u636e\u96c6\u603b\u5171\u5305\u542b63\u4e07\u5f20\u56fe\u50cf\uff0c\u8986\u76d6365\u4e2a\u7c7b\u522b\uff0c\u9ad8\u8fbe1000\u4e07\u6846\u6570\uff0c\u5177\u6709\u89c4\u6a21\u5927\u3001\u8d28\u91cf\u9ad8\u3001\u6cdb\u5316\u80fd\u529b\u5f3a\u7684\u7279\u70b9\uff0c\u8fdc\u8d85Pascal VOC\u3001COCO\u7b49\u4f20\u7edf\u6570\u636e\u96c6\u3002<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042685949\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>\u5206\u5272\u6570\u636e\u96c6\u6c47\u603b\uff1aVOC2007\u3001VOC2012\u3001Pascal Context\u3001COCO-Stuff 10K\u3001Cityscapes\u3001ADE20KCityscapes\u5b98\u7f51\u94fe\u63a5\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=hpQlM5vJI0PAltYUYuWecw%3D%3D.veWQ99%2Fj4SiMOyYFgkC75Dp95SLkFIi5LZ24ScNbTbkQ2foFz1yez3RJtIumjzio\" rel=\"nofollow\">https:\/\/www.cityscapes-datase&#8230;<\/a>\u8be5\u6570\u636e\u96c6\u62cd\u6444\u4e86\u56fd\u5916\u591a\u4e2a\u57ce\u5e02\u8857\u9053\u573a\u666f\u56fe\u7247\uff0c\u6784\u5efa\u6570\u636e\u96c6\uff0c\u5176\u5206\u4e3a\u4e09\u4e2a\u90e8\u5206\uff0c\u5305\u62ec\u8bad\u7ec3\u96c6\uff0c\u9a8c\u8bc1\u96c6\u548c\u6d4b\u8bd5\u96c6\uff0c\u4e00\u5171 19 \u4e2a\u7c7b\u522b\u3002<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042685950\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>ADE20K\u5b98\u7f51\u94fe\u63a5\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=JOh6bHXx7rrJWw1Fz%2Ff%2Bvw%3D%3D.OR%2Bmez%2BmrhC4Kl0fRwl6%2FBoozLoj5S0d%2BEtA%2FPWqTq7RnaJLfaj7v4FimQrdfZI1qbakiGuYhwD2SBJgIiSA8g%3D%3D\" rel=\"nofollow\">http:\/\/groups.csail.mit.edu\/v&#8230;<\/a>\u7f51\u76d8\u94fe\u63a5\uff1a<a 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COCO2017\u3001MPII\u3001CrowdPose\u3001OCHumanMPII\u5b98\u7f51\u94fe\u63a5\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=As8fGksnywYxIt5TK3MxeQ%3D%3D.iyxZlp2b5J5osyVoc6bn7pPY1nkMelzbF13SabVlCCqtIde86le9ZOOoMmee31tz\" rel=\"nofollow\">http:\/\/human-pose.mpi-inf.mpg&#8230;<\/a>\u7f51\u76d8\u94fe\u63a5\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=sak2j16eiV%2FVoS9xNlv6Kg%3D%3D.bPeMkx78EW81wYFLUcU8OGXnf5zbr2QaQSyycYzGwhI7rlhdNHyiG%2Fkwzv2XWuUK\" rel=\"nofollow\">https:\/\/pan.baidu.com\/s\/1uscG&#8230;<\/a>\u00a0\u63d0\u53d6\u7801:w6afMPII\u4eba\u4f53\u59ff\u6001\u6570\u636e\u96c6\u662f\u8bc4\u4ef7\u5173\u8282\u4eba\u4f53\u59ff\u6001\u4f30\u8ba1\u7684\u6700\u5148\u8fdb\u7684\u57fa\u51c6\u3002\u8be5\u6570\u636e\u96c6\u5305\u62ec\u5927\u7ea625K\u5f20\u56fe\u7247\uff0c\u5176\u4e2d\u5305\u62ec\u8d85\u8fc740K\u540d\u5e26\u6709\u6807\u6ce8\u8eab\u4f53\u5173\u8282\u7684\u4eba\u3002\u8fd9\u4e9b\u56fe\u50cf\u662f\u6839\u636e\u4eba\u7c7b\u65e5\u5e38\u6d3b\u52a8\u7684\u65e2\u5b9a\u5206\u7c7b\u7cfb\u7edf\u6536\u96c6\u7684\u3002\u603b\u4f53\u800c\u8a00\uff0c\u6570\u636e\u96c6\u6db5\u76d6410\u9879\u4eba\u7c7b\u6d3b\u52a8\uff0c\u6bcf\u5f20\u56fe\u50cf\u90fd\u6709\u6d3b\u52a8\u6807\u7b7e\u3002\u6bcf\u5f20\u56fe\u7247\u90fd\u662f\u4eceYouTube\u89c6\u9891\u4e2d\u63d0\u53d6\u7684\uff0c\u5e76\u63d0\u4f9b\u4e86\u524d\u540e\u672a\u6ce8\u91ca\u7684\u5e27\u3002<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042685952\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>\u00a0EasyCV\u6570\u636e\u96c6\u63a5\u53e3\u4f7f\u7528\u793a\u4f8b\u8bbe\u8ba1\u601d\u8defEasyCV\u62bd\u8c61\u4e86data_source\u6765\u5c01\u88c5\u4e0d\u540c\u683c\u5f0f\u7684\u6570\u636e\u96c6\uff0cdata_source\u8f93\u51fa\u56fe\u50cf\u76f8\u5173\u7684\u4fe1\u606f\uff0c\u7136\u540e\u901a\u8fc7\u6307\u5b9adataset_type\u6765\u521b\u5efa\u4e0d\u540c\u4efb\u52a1\u7c7b\u578b\u7684\u6570\u636e\u96c6\u5bf9\u8c61\u8fdb\u884c\u8bad\u7ec3\u3002\u5176\u4e2ddata_source\u7c7b\u578b\u5305\u62ecClsSourceImageList\u3001DetSourceCoco\u3001DetSourceVOC\u3001PoseTopDownSourceCoco\u548cSegSourceRaw\u7b49\u7b49\uff0cdataset_type\u7c7b\u578b\u5305\u62ecRawDataset\u3001ClsDataset\u3001DetDataset\u548cSegDataset\u7b49\u7b49\u3002\u4ee5ImageNet\u6570\u636e\u96c6\u4e3a\u4f8b\uff1a# 1. \u914d\u7f6eimagenet\u6570\u636e\u96c6\u7684config<br \/>dataset_type = &#8216;ClsDataset&#8217;<br \/>data_train_list = &#8216;data\/imagenet_raw\/meta\/train_labeled.txt&#8217;<br \/>data_train_root = &#8216;data\/imagenet_raw\/train\/&#8217;<br \/>data_test_list = &#8216;data\/imagenet_raw\/meta\/val_labeled.txt&#8217;<br \/>data_test_root = &#8216;data\/imagenet_raw\/val\/&#8217;<\/p>\n<p>dataset_type = &#8216;ClsDataset&#8217;<br \/>data = dict(<\/p>\n<pre><code>imgs_per_gpu=32,\nworkers_per_gpu=4,\ntrain=dict(\n    type=dataset_type,\n    data_source=dict(\n        list_file=data_train_list,\n        root=data_train_root,\n        type='ClsSourceImageList'),\n    pipeline=train_pipeline),\nval=dict(\n    type=dataset_type,\n    data_source=dict(\n        list_file=data_test_list,\n        root=data_test_root,\n        type='ClsSourceImageList'),\n    pipeline=test_pipeline))\n<\/code><\/pre>\n<h2>2. config\u5b9e\u4f8b\u5316<\/h2>\n<p>cfg = mmcv_config_fromfile(args.config)<\/p>\n<h2>3. \u6570\u636e\u96c6\u5b9e\u4f8b\u5316<\/h2>\n<p>distributed = torch.cuda.is_available(<br \/>) and torch.distributed.is_initialized()<br \/>default_args = dict(<\/p>\n<pre><code>batch_size=cfg.data.imgs_per_gpu,\nworkers_per_gpu=cfg.data.workers_per_gpu,\ndistributed=distributed)<\/code><\/pre>\n<p>dataset = build_dataset(cfg.data.train, default_args)\u5176\u4ed6\u548cImagenet\u683c\u5f0f\u76f8\u4f3c\u7684\u6570\u636e\u96c6\uff0c\u90fd\u53ef\u4ee5\u901a\u8fc7\u66ff\u6362data_train_list\u3001data_train_root\u3001data_test_list\u548cdata_test_root\u8fdb\u884c\u914d\u7f6e\u4f7f\u7528\uff0c\u8be6\u7ec6\u7684config\u914d\u7f6e\u65b9\u5f0f\u53ef\u53c2\u8003<a href=\"https:\/\/link.segmentfault.com\/?enc=Jd3jmpVfSPV3w4oBS3JzFw%3D%3D.tjqTCO6WaKyI9KPe9aTxgRbCuPR%2BTN%2Fjx2INz4xqf5iKZjSankhCCBQhOtuN%2B4%2FWgLdYIUKdm%2FKlnHdO%2BV%2BtTVWN6%2Bgs61BfTL%2BWZ4Mhw86lorvNHptTxEUG55bYz98Tr1t5rpqQhWmLd8SlZhAeCQ%3D%3D\" rel=\"nofollow\">https:\/\/github.com\/alibaba\/Ea&#8230;<\/a>\u3002\u00a0\u9879\u76ee\u5f00\u6e90\u5730\u5740\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=9jIypCSBbb1mJ%2Fvy2b7dHw%3D%3D.uHSp16Yipt0wwcCzdASlhpoyZkB%2BIG8ru0DnctuqSc9l3VL69v2V2MpNw7yh9Hn9\" rel=\"nofollow\">https:\/\/github.com\/alibaba\/Ea&#8230;<\/a>\u00a0EasyCV\u5f80\u671f\u5206\u4eabEasyCV\u5e26\u4f60\u590d\u73b0\u66f4\u597d\u66f4\u5feb\u7684\u81ea\u76d1\u7763\u7b97\u6cd5-FastConvMAEYOLOX-PAI:\u52a0\u901fYOLOX,\u6bd4YOLOV6\u66f4\u5feb\u66f4\u5f3a\u57fa\u4e8eEasyCV\u590d\u73b0DETR\u548cDAB-DETR\uff0cObject Query\u7684\u6b63\u786e\u6253\u5f00\u65b9\u5f0f\u57fa\u4e8eEasyCV\u590d\u73b0ViTDet\uff1a\u5355\u5c42\u7279\u5f81\u8d85\u8d8aFPNMAE\u81ea\u76d1\u7763\u7b97\u6cd5\u4ecb\u7ecd\u548c\u57fa\u4e8eEasyCV\u7684\u590d\u73b0EasyCV\u5f00\u6e90\uff5c\u5f00\u7bb1\u5373\u7528\u7684\u89c6\u89c9\u81ea\u76d1\u7763+Transformer\u7b97\u6cd5\u5e93<br \/>\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=q2WS02ZsOYUUHoWAHBxWxg%3D%3D.MFtNFMi7ccxDXX4iA%2B937wCQwBZiCd0mshqW7ItR0yjsxxgNUcpsOFKwaiSqlDGm\" rel=\"nofollow\">https:\/\/click.aliyun.com\/m\/10&#8230;<\/a>\u00a0\u00a0<br \/>\u672c\u6587\u4e3a\u963f\u91cc\u4e91\u539f\u521b\u5185\u5bb9\uff0c\u672a\u7ecf\u5141\u8bb8\u4e0d\u5f97\u8f6c\u8f7d\u3002<\/p>\n<p><a href=\"https:\/\/segmentfault.com\/a\/1190000042685944\">https:\/\/segmentfault.com\/a\/1190000042685944<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7b80\u4ecb\uff1a\u00a0\u5728\u4eba\u5de5\u667a\u80fd\u5e7f\u6cdb\u5e94\u7528\u7684\u4eca\u5929\uff0c\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u5df2\u7ecf\u5728\u5404\u884c\u5404\u4e1a\u8d77\u5230\u4e86\u91cd\u8981\u7684\u4f5c\u7528\u3002\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\uff0c\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u5728 [&hellip;]<\/p>\n","protected":false},"author":0,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[],"tags":[],"class_list":["post-10006732","post","type-post","status-publish","format-standard","hentry"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10006732","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10006732"}],"version-history":[{"count":0,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10006732\/revisions"}],"wp:attachment":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10006732"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10006732"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10006732"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}