{"id":894,"date":"2024-07-12T01:26:10","date_gmt":"2024-07-11T17:26:10","guid":{"rendered":"http:\/\/tobykskgd.life\/?p=894"},"modified":"2024-11-14T22:06:31","modified_gmt":"2024-11-14T14:06:31","slug":"40","status":"publish","type":"post","link":"https:\/\/tobykskgd.life\/index.php\/40\/","title":{"rendered":"Fast SAM\u7684\u4e2a\u4eba\u7406\u89e3"},"content":{"rendered":"\n

\u3010Fast Segment Anything\u3011<\/p>\n\n\n\n

\u672c\u7bc7\u6587\u7ae0\u662f\u4e2a\u4eba\u770b\u6587\u732e\u7684\u4e00\u4e9b\u603b\u7ed3\u548c\u4e2a\u4eba\u7684\u60f3\u6cd5\uff0c\u90fd\u662f\u4e2a\u4eba\u770b\u8fc7\u6587\u7ae0\u4e4b\u540e\u7684\u7406\u89e3\uff0c\u4e0d\u4fdd\u8bc1\u4e00\u5b9a\u662f\u5bf9\u7684\uff0c\u5982\u679c\u6211\u7684\u7406\u89e3\u6709\u9519\uff0c\u6b22\u8fce\u7ea0\u6b63\u3002<\/p>\n\n\n\n

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

(2023.6.21 \u6b66\u6c49\u5927\u5b66 https:\/\/arxiv.org\/abs\/2306.12156)<\/a><\/p>\n\n\n\n

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

\u867d\u7136SAM\u6a21\u578b\u5728\u5206\u5272\u4efb\u52a1\u4e2d\u8868\u73b0\u7684\u8f83\u4e3a\u51fa\u8272\uff0c\u4f46\u662f\u7531\u4e8e\u6a21\u578b\u4e2d\u7684Image Encoder\u90e8\u5206\u4f7f\u7528\u7684\u662f\u6bd4\u8f83\u91cd\u7684\u9884\u8bad\u7ec3\u8fc7\u7684Transformer\uff08ViT\uff09<\/strong>\uff0c\u6240\u4ee5\u5bfc\u81f4SAM\u6a21\u578b\u5728\u5206\u5272\u56fe\u50cf\u7684\u65f6\u5019\u901f\u5ea6\u6bd4\u8f83\u6162<\/strong>\uff0c\u65e0\u6cd5\u505a\u5230\u5b9e\u65f6\u5206\u5272\u56fe\u50cf\u3002<\/p>\n\n\n\n

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

\u6a21\u578b\u90e8\u5206<\/h2>\n\n\n\n

FastSAM\u6a21\u578b\u4e3b\u8981\u5206\u4e3a\u4e24\u4e2a\u8fc7\u7a0b\uff1a\u5168\u5b9e\u4f8b\u5206\u5272\uff08All-instance Segmentation\uff09<\/strong>\u548c\u63d0\u793a\u5f15\u5bfc\u9009\u62e9\uff08Prompt-guided Selection\uff09<\/strong>\u3002<\/p>\n\n\n\n

\u9996\u5148\u5168\u5b9e\u4f8b\u5206\u5272\u5c06\u56fe\u50cf\u4e2d\u7684\u6240\u6709\u5bf9\u8c61\u6216\u533a\u57df\u90fd\u5206\u5272\u51fa\u6765<\/strong>\u3002<\/p>\n\n\n\n

\u518d\u901a\u8fc7\u70b9\u3001\u6846\u3001\u6587\u5b57\uff08\u5229\u7528CLIP\u5b9e\u73b0\uff09\u63d0\u793a\u9009\u62e9\u51fa\u6765\u611f\u5174\u8da3\u7684\u7279\u5b9a\u5bf9\u8c61<\/strong>\u3002<\/p>\n\n\n\n

\u5168\u5b9e\u4f8b\u5206\u5272\u90e8\u5206\u7ec6\u8282\uff1a<\/p>\n\n\n\n

    \n
  • YOLOv8<\/strong>\u8131\u80ce\u4e8eYOLOv5\uff0c\u7ed3\u5408\u4e86YOLOX\u3001YOLOv6\u3001YOLOv7\u7b49\u76f8\u5173\u7b97\u6cd5\u7684\u7279\u70b9\u3002<\/li>\n\n\n\n
  • YOLOv8-seg\u5e94\u7528YOLACT\u8fdb\u884c\u5b9e\u4f8b\u5206\u5272<\/strong>\u3002YOLOv8-seg\u9996\u5148\u901a\u8fc7\u9aa8\u5e72\u7f51\u7edc\uff08CNN\uff09<\/strong>\u548c\u7279\u5f81\u91d1\u5b57\u5854\uff08Feature Pyramid Network\uff0c FPN\uff09<\/strong>\u4ece\u56fe\u50cf\u5f53\u4e2d\u63d0\u53d6\u7279\u5f81\uff0c\u7136\u540e\u6574\u5408\u4e0d\u540c\u5927\u5c0f\u7684\u7279\u5f81<\/strong>\uff0c\u6700\u540e\u8f93\u51fa\u68c0\u6d4b\u548c\u5206\u5272\u5206\u652f<\/strong>\u3002<\/li>\n\n\n\n
  • \u8fc7\u7a0b\u4e2d\u7684PhotoNet\u4ece\u56fe\u50cf\u4e2d\u63d0\u53d6\u7279\u5f81<\/strong>\uff0c\u7136\u540e\u878d\u5408\u4e0d\u540c\u5c3a\u5ea6\u7684\u7279\u5f81<\/strong>\uff0c\u6700\u540e\u7ed3\u5408\u63a9\u7801\u7cfb\u6570\u548c\u7279\u5f81\u56fe<\/strong>\uff0c\u751f\u6210\u6700\u7ec8\u7684\u5206\u5272\u63a9\u7801<\/strong>\u3002<\/li>\n<\/ul>\n\n\n\n

    \u63d0\u793a\u5f15\u5bfc\u9009\u62e9\u90e8\u5206\u7ec6\u8282\uff1a<\/p>\n\n\n\n

      \n
    • \u70b9\u63d0\u793a<\/strong>\uff1a\u5728\u56fe\u50cf\u4e0a\u7ed8\u5236\u4e00\u4e2a\u6216\u591a\u4e2a\u70b9\uff0c\u7136\u540e\u6839\u636e\u70b9\u7684\u5750\u6807<\/strong>\u627e\u5230\u5bf9\u5e94\u5750\u6807\u76f8\u5173\u7684\u7279\u5f81\u533a\u57df<\/strong>\uff0c\u6700\u540e\u5f15\u5bfc\u6a21\u578b\u751f\u6210\u5206\u5272\u63a9\u7801<\/strong>\u3002<\/li>\n\n\n\n
    • \u6846\u63d0\u793a<\/strong>\uff1a\u4e0e\u70b9\u63d0\u793a\u7c7b\u4f3c\uff0c\u5728\u6846\u5185\u5750\u6807<\/strong>\u627e\u5230\u5bf9\u5e94\u7684\u7279\u5f81\u533a\u57df\u751f\u6210\u5206\u5272\u63a9\u7801\u3002<\/li>\n\n\n\n
    • \u6587\u672c\u63d0\u793a<\/strong>\uff1a\u901a\u8fc7CLIP\u6587\u5b57\u7f16\u7801\u5668\u5c06\u8f93\u5165\u7684\u6587\u672c\u8f6c\u6362\u4e3a\u7279\u5f81\u5411\u91cf<\/strong>\uff0c\u7136\u540e\u5c06\u6587\u672c\u7279\u5f81\u5411\u91cf\u4e0e\u56fe\u50cf\u7279\u5f81\u8fdb\u884c\u5339\u914d<\/strong>\uff0c\u627e\u5230\u4e0e\u6587\u672c\u63cf\u8ff0\u6700\u76f8\u5173\u7684\u56fe\u50cf\u533a\u57df<\/strong>\uff0c\u6700\u540e\u751f\u6210\u5bf9\u5e94\u533a\u57df\u7684\u5206\u5272\u63a9\u7801\u3002<\/li>\n<\/ul>\n\n\n\n

      \u6587\u7ae0\u867d\u7136\u6ca1\u6709\u4f7f\u7528SAM\u6a21\u578b\u7684\u67b6\u6784<\/strong>\uff0c\u4f46\u662f\u5374\u53d6\u540d\u53eb\u505aFast SAM\uff0c\u56e0\u4e3a\u5b83\u7684\u8bbe\u8ba1\u601d\u8def\u548cSAM\u76f8\u4f3c<\/strong>\u3002\u4e3b\u8981\u662f\u5b83\u4eec\u7684\u63d0\u793a\u5f15\u5bfc\u9009\u62e9\u90e8\u5206\u7684\u505a\u6cd5\u662f\u76f8\u4f3c\u7684<\/strong>\u3002\u5e76\u4e14Fast SAM\u6a21\u578b\u7684\u8bad\u7ec3\u96c6\u662f\u7531SAM\u6587\u7ae0\u4e2d\u63d0\u51fa\u7684SA-1B\u6570\u636e\u96c6\uff082%\uff09<\/strong>\uff0c\u6a21\u578b\u5b8c\u6210\u7684\u4efb\u52a1\u76ee\u6807\u4e5f\u7c7b\u4f3c<\/strong>\u3002<\/p>\n\n\n\n

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

      FastSAM\u4f7f\u7528SA-1B\u6570\u636e\u96c62%\u7684\u90e8\u5206\u8fdb\u884c\u8bad\u7ec3<\/strong>\uff0c\u9ed8\u8ba4\u8bad\u7ec3\u6b21\u6570epoch\u4e3a100\u6b21<\/strong>\u3002\u5e76\u4e14\u5728\u8fb9\u7f18\u68c0\u6d4b<\/strong>\u3001\u5bf9\u8c61\u5efa\u8bae\u751f\u6210\uff08Object Proposal Generation\uff09<\/strong>\u3001\u5b9e\u4f8b\u5206\u5272<\/strong>\u548c\u4f7f\u7528\u81ea\u7531\u683c\u5f0f\u6587\u672c\u8f93\u5165\u5206\u5272\u5bf9\u8c61<\/strong>\u56db\u4e2a\u6a21\u5757\u8fdb\u884c\u9a8c\u8bc1<\/strong>\u3002<\/p>\n\n\n\n

      \u96f6\u6837\u672c\u8fb9\u7f18\u68c0\u6d4b\u7ed3\u679c<\/h3>\n\n\n\n
      \"\"<\/div><\/figure>\n\n\n\n
      \"\"<\/div><\/figure>\n\n\n\n

      \u96f6\u6837\u672c\u5bf9\u8c61\u5efa\u8bae\u751f\u6210\uff08Object Proposal Generation\uff09\u7ed3\u679c<\/h3>\n\n\n\n
      \"\"<\/div><\/figure>\n\n\n\n
      \"\"<\/div><\/figure>\n\n\n\n

      \u96f6\u6837\u672c\u5b9e\u4f8b\u5206\u5272\u7ed3\u679c<\/h3>\n\n\n\n
      \"\"<\/div><\/figure>\n\n\n\n

      \u6587\u5b57\u63d0\u793a\u5206\u5272\u7ed3\u679c<\/h3>\n\n\n\n
      \"\"<\/div><\/figure>\n","protected":false},"excerpt":{"rendered":"

      \u3010Fast Segment Anything\u3011 \u672c\u7bc7\u6587\u7ae0\u662f\u4e2a\u4eba\u770b\u6587\u732e\u7684\u4e00\u4e9b\u603b\u7ed3\u548c\u4e2a\u4eba\u7684\u60f3\u6cd5\uff0c\u90fd\u662f\u4e2a\u4eba\u770b\u8fc7\u6587\u7ae0\u4e4b […]<\/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-894","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\/894","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=894"}],"version-history":[{"count":2,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/894\/revisions"}],"predecessor-version":[{"id":1856,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/894\/revisions\/1856"}],"wp:attachment":[{"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/media?parent=894"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/categories?post=894"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/tags?post=894"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}