{"id":923,"date":"2024-07-13T00:50:46","date_gmt":"2024-07-12T16:50:46","guid":{"rendered":"http:\/\/tobykskgd.life\/?p=923"},"modified":"2024-11-14T22:06:02","modified_gmt":"2024-11-14T14:06:02","slug":"43","status":"publish","type":"post","link":"https:\/\/tobykskgd.life\/index.php\/43\/","title":{"rendered":"HQ SAM\u7684\u4e2a\u4eba\u7406\u89e3"},"content":{"rendered":"\n

\u3010Segment Anything in High Quality\u3011<\/p>\n\n\n\n

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\uff082023.10.23\uff09<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

SAM\u4e0d\u8db3\u4e4b\u5904\u4e0eHQ SAM<\/h2>\n\n\n\n

\u5c3d\u7ba1SAM\u5177\u5907\u5f3a\u5927\u7684\u96f6\u6837\u672c\u80fd\u529b\u548c\u7075\u6d3b\u7684\u63d0\u793a\u529f\u80fd\uff0c\u4f46\u5728\u5904\u7406\u7ed3\u6784\u590d\u6742\u7684\u7269\u4f53\u65f6\uff0c\u5176\u63a9\u7801\u9884\u6d4b\u8d28\u91cf\u4ecd\u4e0d\u7406\u60f3<\/strong>\u3002HQ SAM\u65e8\u5728\u4fdd\u7559SAM\u539f\u672c\u529f\u80fd\u7684\u540c\u65f6\u589e\u5f3a\u6a21\u578b\u7684\u5206\u5272\u80fd\u529b<\/strong>\u3002HQ SAM\u4fdd\u7559\u4e86SAM\u7684\u9884\u8bad\u7ec3\u6a21\u578b\u6743\u91cd<\/strong>\uff0c\u540c\u65f6\u53ea\u5f15\u5165\u4e86\u6700\u5c0f\u7684\u989d\u5916\u53c2\u6570\u548c\u8ba1\u7b97<\/strong>\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

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\"\"<\/div><\/figure>\n\n\n\n

HQ-SAM\u4e3b\u8981\u5bf9SAM\u7684\u4e24\u5904\u6539\u8fdb<\/h2>\n\n\n\n

\uff081\uff09HQ-Output Token\u662f\u4e00\u4e2a\u5728mask decoder\u4e2d\u5f15\u5165\u7684\u53ef\u5b66\u4e60\u7684token<\/strong>\uff0c\u8d1f\u8d23\u751f\u6210\u66f4\u9ad8\u8d28\u91cf\u7684\u5206\u5272\u63a9\u7801<\/strong>\uff1b\u8fd9\u4e2atoken\u901a\u8fc7\u4e09\u5c42\u7684MLP\uff08\u591a\u5c42\u611f\u77e5\u5668\uff09\u8fdb\u884c\u5904\u7406<\/strong>\u3002<\/p>\n\n\n\n

\uff082\uff09\u5168\u5c40-\u5c40\u90e8\u7279\u5f81\u878d\u5408\uff08Global-local Feature Fusion\uff09\uff1a\u878d\u5408ViT\u65e9\u671f\u548c\u665a\u671f\u7684\u7279\u5f81<\/strong>\uff1b\u878d\u5408\u5168\u5c40\u8bed\u4e49\u4fe1\u606f\u548c\u5c40\u90e8\u8fb9\u754c\u7ec6\u8282<\/strong>\uff0c\u4ece\u800c\u63d0\u9ad8\u63a9\u7801\u7684\u7cbe\u5ea6<\/strong>\u3002<\/p>\n\n\n\n

\u8bad\u7ec3\u7684\u65f6\u5019\u51bb\u7ed3SAM\u539f\u6709\u7684\u90e8\u5206<\/strong>\uff0c\u53ea\u66f4\u65b0HQ SAM\u4e2d\u65b0\u589e\u52a0\u7684HQ-Output\uff08\u4ee5\u53ca\u5176\u4e2d\u76f8\u5173\u7684MLP\u5c42\uff09\u548cGlobal-local Feature Fusion\u4e24\u4e2a\u90e8\u5206\u5f53\u4e2d\u7684\u53c2\u6570<\/strong>\u3002\u65b0\u589e\u52a0\u7684\u53c2\u6570\u6570\u91cf\u51e0\u4e4e\u53ef\u4ee5\u5ffd\u7565\u4e0d\u8bb0\uff0c\u8fd9\u6837\u4e5f\u5c31\u5927\u5927\u51cf\u5c11\u4e86\u8ba1\u7b97\u8d44\u6e90<\/strong>\u3002<\/p>\n\n\n\n

\u8bad\u7ec3\u548c\u63a8\u7406\u90e8\u5206<\/h2>\n\n\n\n

\u7531\u4e8eSAM\u6a21\u578b\u7684\u8bad\u7ec3\u96c6SA-1B\u6570\u636e\u96c6\u53ea\u5305\u542b\u81ea\u52a8\u751f\u6210\u7684\u63a9\u7801\u6807\u7b7e<\/strong>\uff0c\u7f3a\u5c11\u5bf9\u590d\u6742\u7ed3\u6784\u5bf9\u8c61\u7684\u51c6\u786e\u4eba\u5de5\u6807\u6ce8\u3002\u56e0\u6b64\u6587\u7ae0\u91cd\u65b0\u6784\u5efa\u4e86\u4e00\u4e2a\u6570\u636e\u96c6HQSeg-44K\u7528\u4e8e\u8bad\u7ec3HQ SAM\uff0c\u6570\u636e\u96c6\u4e2d\u5305\u542bDIS(\u8bad\u7ec3\u96c6)\u3001ThinObject-5K(\u8bad\u7ec3\u96c6)\u3001FSS-1000\u3001ECSSD\u3001MSRA10K\u3001DUT-OMRON\uff0c\u8fd9\u4e9b\u6570\u636e\u96c6\u4e2d\u7684\u63a9\u7801\u6807\u6ce8\u8d28\u91cf\u90fd\u8f83\u9ad8<\/strong>\u3002<\/p>\n\n\n\n

\u4e3a\u4e86\u9002\u5e94\u7075\u6d3b\u7684\u5206\u5272\u63d0\u793a\uff0c\u8bad\u7ec3\u7684\u65f6\u5019\u91c7\u7528\u7684\u662f\u6df7\u5408\u7c7b\u578b\u7684\u63d0\u793a<\/strong>\uff0c\u63d0\u793a\u5f62\u5f0f\u6709\u8fb9\u754c\u6846<\/strong>\u3001\u968f\u673a\u91c7\u6837\u70b9<\/strong>\u548c\u7c97\u7565\u7684\u63a9\u7801\u8f93\u5165<\/strong>\u3002\u5176\u4e2d\u7c97\u7565\u7684\u63a9\u7801\u662f\u901a\u8fc7\u5728GT\u63a9\u7801\u7684\u8fb9\u754c\u533a\u57df\u6dfb\u52a0\u968f\u673a\u9ad8\u65af\u566a\u58f0\u751f\u6210<\/strong>\u7684\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

\u5b9e\u9a8c\u90e8\u5206<\/h2>\n\n\n\n

\u4e3a\u4e86\u6807\u51c6\u5316\u8861\u91cfHQ SAM\u7684\u63a9\u819c\u8d28\u91cf\uff0c\u6587\u7ae0\u91c7\u7528\u4e86AP\u3001mIoU\u3001mBIoU\u548c\u8fb9\u754cAP<\/strong>\u4f5c\u4e3a\u8bc4\u4ef7\u6307\u6807<\/strong>\u3002<\/p>\n\n\n\n

\u6587\u7ae0\u6700\u540e\u7528HQ SAM\u505a\u4e86\u5927\u91cf\u7684\u5b9e\u9a8c\uff0c\u6700\u7ec8HQ SAM\u5728\u4e0d\u540c\u7684\u6570\u636e\u96c6\u548c\u4e0d\u540c\u7684\u4efb\u52a1\u5f53\u4e2d\u90fd\u53d6\u5f97\u4e86\u597d\u7684\u7ed3\u679c\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n
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\"\"<\/div><\/figure>\n","protected":false},"excerpt":{"rendered":"

\u3010Segment Anything in High Quality\u3011 \u672c\u7bc7\u6587\u7ae0\u662f\u4e2a\u4eba\u770b\u6587\u732e\u7684\u4e00\u4e9b\u603b\u7ed3\u548c\u4e2a\u4eba\u7684\u60f3 […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[33],"tags":[3,25,35,7,8,34],"class_list":["post-923","post","type-post","status-publish","format-standard","hentry","category-wxyd","tag-xxbj","tag-xd","tag-wxyd","tag-jjxx","tag-deeplearning","tag-lw"],"_links":{"self":[{"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/923","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/comments?post=923"}],"version-history":[{"count":2,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/923\/revisions"}],"predecessor-version":[{"id":1855,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/923\/revisions\/1855"}],"wp:attachment":[{"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/media?parent=923"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/categories?post=923"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/tags?post=923"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}