{"id":1579,"date":"2024-08-02T22:55:43","date_gmt":"2024-08-02T14:55:43","guid":{"rendered":"http:\/\/tobykskgd.life\/?p=1579"},"modified":"2024-11-14T21:43:09","modified_gmt":"2024-11-14T13:43:09","slug":"81","status":"publish","type":"post","link":"https:\/\/tobykskgd.life\/index.php\/81\/","title":{"rendered":"SAM-PT\u7684\u4e2a\u4eba\u7406\u89e3"},"content":{"rendered":"\n

\u3010Segment Anything Meets Point Tracking\u3011<\/p>\n\n\n\n

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\uff082023.12.3\uff09<\/p>\n\n\n\n

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\u6587\u7ae0\u63d0\u51fa\u4e86\u4e00\u79cd\u540d\u4e3aSAM-PT\uff08Segment Anything Meets Point Tracking\uff09<\/strong>\u7684\u65b0\u65b9\u6cd5\uff0c\u5b83\u7ed3\u5408\u4e86SAM<\/strong>\u548c\u957f\u671f\u70b9\u8ffd\u8e2a\u6280\u672f<\/strong>\uff0c\u7528\u4e8e\u4ea4\u4e92\u5f0f\u89c6\u9891\u5206\u5272\u3002<\/p>\n\n\n\n

SAM-PT\u662f\u5c06SAM\u6269\u5c55\u5230\u89c6\u9891\u5206\u5272<\/strong>\u7684\u65b9\u6cd5\uff0c\u4e0d\u9700\u8981\u5728\u4efb\u4f55\u89c6\u9891\u5206\u5272\u6570\u636e\u4e0a\u8bad\u7ec3<\/strong>\u3002<\/p>\n\n\n\n

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\u70b9\u8ffd\u8e2a\u4e0eSAM\u6a21\u578b\u6709\u7740\u5929\u7136\u7684\u517c\u5bb9\u6027<\/strong>\uff0c\u5176\u5229\u7528\u4e0e\u5168\u5c40\u5bf9\u8c61\u8bed\u4e49\u65e0\u5173\u7684\u5c40\u90e8\u7ed3\u6784\u4e0a\u4e0b\u6587<\/strong>\uff0c\u8fd9\u589e\u5f3a\u4e86\u6a21\u578b\u7684\u96f6\u6837\u672c\u6cdb\u5316\u80fd\u529b<\/strong>\u3002<\/p>\n\n\n\n

SAM-PT\u5206\u4e3a\u56db\u4e2a\u6b65\u9aa4<\/strong>\uff1a\u67e5\u8be2\u70b9\u9009\u62e9<\/strong>\u3001\u70b9\u8ffd\u8e2a<\/strong>\u3001\u5206\u5272<\/strong>\u548c\u70b9\u8ffd\u8e2a\u91cd\u521d\u59cb\u5316<\/strong>\u3002<\/p>\n\n\n\n

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

\u67e5\u8be2\u70b9\u9009\u62e9\uff08Query Points Selection\uff09<\/strong>\uff1a\u5728\u89c6\u9891\u7684\u7b2c\u4e00\u5e27\u4e2d\u5b9a\u4e49\u67e5\u8be2\u70b9<\/strong>\uff0c\u8fd9\u4e9b\u70b9\u53ef\u4ee5\u662f\u76ee\u6807\u5bf9\u8c61\uff08\u6b63\u70b9\uff09\u6216\u80cc\u666f\u548c\u975e\u76ee\u6807\u5bf9\u8c61\uff08\u8d1f\u70b9\uff09\u3002\u67e5\u8be2\u70b9\u53ef\u4ee5\u7531\u7528\u6237\u624b\u52a8\u63d0\u4f9b<\/strong>\uff0c\u6216\u4ece\u771f\u5b9e\u63a9\u6a21\u4e2d\u5bfc\u51fa<\/strong>\u3002<\/p>\n\n\n\n

\u70b9\u8ffd\u8e2a\uff08Point Tracker\uff09<\/strong>\uff1a\u4f7f\u7528\u70b9\u8ffd\u8e2a\u5668\u5c06\u67e5\u8be2\u70b9\u4f20\u64ad\u5230\u89c6\u9891\u7684\u6240\u6709\u5e27\u4e2d<\/strong>\uff0c\u751f\u6210\u70b9\u8f68\u8ff9\u548c\u906e\u6321\u5206\u6570<\/strong>\u3002\u4f7f\u7528\u7684\u70b9\u8ffd\u8e2a\u5668\u5305\u62ecPIPS\u548cCoTracker<\/strong>\uff0c\u5b83\u4eec\u5bf9\u957f\u671f\u8ffd\u8e2a\u6311\u6218\uff08\u5982\u5bf9\u8c61\u906e\u6321\u548c\u91cd\u65b0\u51fa\u73b0\uff09\u5177\u6709\u9002\u5ea6\u7684\u9c81\u68d2\u6027<\/strong>\u3002<\/p>\n\n\n\n

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

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\u70b9\u8ffd\u8e2a\u91cd\u521d\u59cb\u5316\uff08Reinitialization\uff09<\/strong>\uff1a\u5f53\u8fbe\u5230\u9884\u6d4b\u8303\u56f4h\u65f6<\/strong>\uff0c\u53ef\u4ee5\u9009\u62e9\u4f7f\u7528\u9884\u6d4b\u63a9\u6a21\u91cd\u65b0\u521d\u59cb\u5316\u67e5\u8be2\u70b9<\/strong>\u3002\u8fd9\u6709\u52a9\u4e8e\u901a\u8fc7\u4e22\u5f03\u4e0d\u53ef\u9760\u6216\u88ab\u906e\u6321\u7684\u70b9<\/strong>\uff0c\u5e76\u5728\u89c6\u9891\u4e2d\u540e\u671f\u53ef\u89c1\u7684\u5bf9\u8c61\u90e8\u5206\u6dfb\u52a0\u70b9\u6765\u63d0\u9ad8\u8ffd\u8e2a\u7cbe\u5ea6<\/strong>\u3002<\/p>\n\n\n\n

\u5b9e\u9a8c\u90e8\u5206\uff1a<\/p>\n\n\n\n

\u8bc4\u4f30\u4f7f\u7528\u4e86\u56db\u4e2a\u89c6\u9891\u5bf9\u8c61\u5206\u5272\uff08VOS\uff09\u6570\u636e\u96c6<\/strong>\uff1aDAVIS 2016<\/strong>\u3001DAVIS 2017<\/strong>\u3001YouTube-VOS 2018<\/strong>\u548cMOSE 2023<\/strong>\u3002\u5e76\u4ece BDD100K\u6570\u636e\u96c6\u4e2d\u6d3e\u751f\u51fa VOS \u6570\u636e\u96c6\uff0c\u7528\u4e8e\u8bc4\u4f30<\/strong>\u3002\u8fd8\u5305\u62ec\u4e86UVO v1.0<\/strong> \u6570\u636e\u96c6\uff0c\u8fd9\u662f\u4e00\u4e2a\u89c6\u9891\u5b9e\u4f8b\u5206\u5272\uff08VIS\uff09\u6570\u636e\u96c6\uff0c\u65e8\u5728\u8fdb\u884c\u5f00\u653e\u4e16\u754c\u5206\u5272<\/strong>\uff0c\u8bc6\u522b\u548c\u5206\u5272\u8bad\u7ec3\u4e2d\u672a\u89c1\u8fc7\u7684\u4efb\u4f55\u7c7b\u522b\u7684\u5bf9\u8c61<\/strong>\u3002<\/p>\n\n\n\n

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

\u3010Segment Anything Meets Point Tracking\u3011 \u672c\u7bc7\u6587\u7ae0\u662f\u4e2a\u4eba\u770b\u6587\u732e\u7684\u4e00\u4e9b\u603b\u7ed3 […]<\/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-1579","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\/1579","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=1579"}],"version-history":[{"count":2,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/1579\/revisions"}],"predecessor-version":[{"id":1830,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/1579\/revisions\/1830"}],"wp:attachment":[{"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/media?parent=1579"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/categories?post=1579"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/tags?post=1579"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}