{"id":1204,"date":"2024-07-21T07:10:30","date_gmt":"2024-07-20T23:10:30","guid":{"rendered":"http:\/\/tobykskgd.life\/?p=1204"},"modified":"2024-11-14T21:57:55","modified_gmt":"2024-11-14T13:57:55","slug":"58","status":"publish","type":"post","link":"https:\/\/tobykskgd.life\/index.php\/58\/","title":{"rendered":"SAM\u7684\u6f5c\u529b\u4e0e\u5c55\u671b\uff1a\u7efc\u8ff0\u7684\u4e2a\u4eba\u7406\u89e3"},"content":{"rendered":"\n

\u3010\u5206\u5272\u4e00\u5207\u6a21\u578bSAM\u7684\u6f5c\u529b\u4e0e\u5c55\u671b\uff1a\u7efc\u8ff0\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

\uff082023.5.3\uff09<\/p>\n\n\n\n

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

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

SAM\u6a21\u578b\u7531\u56fe\u50cf\u7f16\u7801\u5668\u3001\u63d0\u793a\u7f16\u7801\u5668\u548c\u63a9\u7801\u89e3\u7801\u5668\u4e09\u90e8\u5206\u7ec4\u6210\u3002\u56fe\u50cf\u7f16\u7801\u5668\u8d1f\u8d23\u5c06\u8f93\u5165\u56fe\u50cf\u6620\u5c04\u81f3\u7279\u5f81\u7a7a\u95f4\u3002\u63d0\u793a\u7f16\u7801\u5668\u5904\u7406\u7528\u6237\u8f93\u5165\u7684\u63d0\u793a\uff0c\u5305\u62ec\u70b9\u3001\u6846\u3001\u6587\u672c\u7b49\u3002\u63a9\u7801\u89e3\u7801\u5668\u6574\u5408\u56fe\u50cf\u7f16\u7801\u548c\u63d0\u793a\u7f16\u7801\u7684\u4fe1\u606f\uff0c\u89e3\u7801\u51fa\u6700\u7ec8\u7684\u5206\u5272\u63a9\u7801\u3002<\/p>\n\n\n\n

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

Semantic-SAM\u662f\u5bf9\u539f\u59cb\u5206\u5272\u4e00\u5207\u6a21\u578b\uff08SAM\uff09\u7684\u6269\u5c55\uff0c\u5b83\u589e\u5f3a\u4e86\u6a21\u578b\u5728\u56fe\u50cf\u5206\u5272\u4efb\u52a1\u4e2d\u7684\u591a\u7c92\u5ea6\u5904\u7406\u80fd\u529b\u548c\u8bed\u4e49\u7406\u89e3\u3002\u8be5\u6a21\u578b\u80fd\u591f\u8bc6\u522b\u5e76\u5206\u5272\u56fe\u50cf\u4e2d\u7684\u5bf9\u8c61\u53ca\u5176\u7ec4\u6210\u90e8\u5206\uff0c\u63d0\u4f9b\u66f4\u4e30\u5bcc\u7684\u7ec6\u8282\u548c\u51c6\u786e\u7684\u8bed\u4e49\u6807\u7b7e\u3002\u901a\u8fc7\u8054\u5408\u8bad\u7ec3\u548c\u4f18\u5316\u7684\u6846\u67b6\u7ed3\u6784\uff0cSemantic-SAM\u5728\u591a\u79cd\u573a\u666f\u4e0b\u5c55\u73b0\u51fa\u4e86\u4f18\u8d8a\u7684\u5206\u5272\u6027\u80fd\uff0c\u5305\u62ec\u533b\u5b66\u56fe\u50cf\u5206\u6790\u7b49\u4e13\u4e1a\u9886\u57df\uff0c\u8bc1\u660e\u4e86\u5176\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u5e7f\u6cdb\u6f5c\u529b\u548c\u7075\u6d3b\u6027\u3002<\/p>\n\n\n\n

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

SAM\u7684\u5e94\u7528\uff1a<\/p>\n\n\n\n

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

\u9274\u4e8e SAM \u5177\u6709\u5353\u8d8a\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u4e00\u4e9b\u7814\u7a76\u4eba\u5458\u5c06\u5176\u5e94\u7528\u4e8e\u76ee\u6807\u68c0\u6d4b\u4efb\u52a1\u4e2d\u3002SAM + MMDetection \u6846\u67b6\u5c06 SAM \u5e94\u7528\u5230\u4e86\u76ee\u6807\u68c0\u6d4b\u9886\u57df\u3002<\/p>\n\n\n\n

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

\u76ee\u6807\u8ba1\u6570\u662f\u8ba1\u7b97\u673a\u89c6\u89c9\u7684\u4e00\u9879\u57fa\u7840\u6280\u672f\uff0c\u5728\u4eba\u7fa4\u8ba1\u6570\u3001\u7ec6\u80de\u8ba1\u6570\u548c\u8f66\u8f86\u6280\u672f\u7b49\u9886\u57df\u90fd\u6709\u7740\u5e7f\u6cdb\u7684\u5e94\u7528\u3002\u4e3a\u4e86\u9a8c\u8bc1SAM\u5728\u8ba1\u6570\u4efb\u52a1\u4e0a\u7684\u6269\u5c55\u6027\uff0cMa\u7b49\u4eba\uff082023b\uff09\u7b2c1\u4e2a\u63a2\u8ba8\u4e86\u4f7f\u7528SAM\u8fdb\u884c\u5c11\u6837\u672c\u76ee\u6807\u8ba1\u6570\u4efb\u52a1\u7684\u8bc4\u4f30\u3002\u76ee\u6807\u662f\u9a8c\u8bc1 SAM \u80fd\u5426\u4f7f\u7528\u53c2\u8003\u6837\u4f8b\u5bf9\u76ee\u6807\u5bf9\u8c61\u8fdb\u884c\u8bc6\u522b\u548c\u5206\u5272\u3002<\/p>\n\n\n\n

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

\u590d\u6742\u56fe\u50cf\u5206\u5272\u6d89\u53ca\u5230\u4e00\u4e9b\u7279\u6b8a\u7684\u573a\u666f\uff0c\u5982\u9065\u611f\u56fe\u50cf\u5206\u5272\u3001\u4f4e\u5bf9\u6bd4\u5ea6\u56fe\u50cf\u5206\u5272\u548c\u70ed\u7ea2\u5916\u6210\u50cf\u5206\u5272\u3002\u8fd9\u4e9b\u573a\u666f\u901a\u5e38\u5177\u6709\u56fe\u50cf\u5bf9\u6bd4\u5ea6\u4f4e\u3001\u6807\u6ce8\u96be\u5ea6\u5927\u3001\u6570\u636e\u96c6\u7a00\u7f3a\u7b49\u7f3a\u70b9\u3002\u5c3d\u7ba1SAM\u662f\u4e00\u4e2a\u4ea4\u4e92\u5f0f\u6846\u67b6\uff0c\u5176\u8f93\u51fa\u7ed3\u679c\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u53d6\u51b3\u4e8e\u63d0\u793a\u7684\u7c7b\u578b\u3001\u4f4d\u7f6e\u548c\u6570\u91cf\uff0c\u4f46\u5b83\u5728\u590d\u6742\u573a\u666f\u4e2d\u4e5f\u5c55\u73b0\u51fa\u4e86\u4e00\u5b9a\u7684\u5e94\u7528\u6f5c\u529b\u3002<\/p>\n\n\n\n

Chen\u7b49\u4eba\u8bbe\u8ba1\u4e86\u4e00\u79cd\u81ea\u52a8\u5316\u5b9e\u4f8b\u5206\u5272\u9065\u611f\u56fe\u50cf\u7684\u65b9\u6cd5\uff0c\u5c06\u8bed\u4e49\u7c7b\u522b\u4fe1\u606f\u6574\u5408\u5230SAM\u4e2d\uff0c\u8f93\u51fa\u5e26\u6709\u8bed\u4e49\u6807\u7b7e\u7684\u9065\u611f\u56fe\u50cf\u5206\u5272\u7ed3\u679c\u3002<\/p>\n\n\n\n

\u4e3a\u4e86\u751f\u6210\u66f4\u51c6\u786e\u7684\u63d0\u793a\uff0c\u63d0\u51fa\u4e86RSprompter\u7ed3\u6784\uff0c\u8be5\u7ed3\u6784\u80fd\u591f\u751f\u6210\u9762\u5411SAM\u7684\u63d0\u793a\u5668\uff0c\u63d0\u9ad8\u9065\u611f\u56fe\u50cf\u5206\u5272\u7684\u6548\u7387\u548c\u8d28\u91cf\u3002<\/p>\n\n\n\n

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

\u5229\u7528HQ-SAM\u4f18\u5316TAM\uff0c\u5b9e\u73b0\u66f4\u9ad8\u8d28\u91cf\u7684\u89c6\u9891\u76ee\u6807\u8ffd\u8e2a\u3002<\/p>\n\n\n\n

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

Liu \u7b49\u4eba\u63d0\u51fa\u4e86\u4e00\u79cd\u540d\u4e3a\u5206\u5272\u4efb\u4f55\u70b9\u4e91\u5e8f\u5217\uff08segmentation any point cloud sequences\uff0cSeal\uff09\u7684\u65b0\u578b\u6846\u67b6\uff0c\u5b83\u5229\u7528SAM\u6765\u5206\u5272\u5404\u79cd\u4e0d\u540c\u7684\u6c7d\u8f66\u70b9\u4e91\u5e8f\u5217\u3002Seal\u5177\u67093\u4e2a\u65b0\u7684\u7279\u6027\uff1a1\uff09\u53ef\u6269\u5c55\u6027\u3002Seal\u5c06\u89c6\u89c9\u57fa\u7840\u6a21\u578b\uff08vision foundation model\uff0cVFM\uff09\u76f4\u63a5\u8f6c\u5316\u4e3a\u70b9\u4e91\uff0c\u6d88\u9664\u4e86\u5728\u9884\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u9700\u8981 2D \u6216 3D \u6807\u6ce8\u7684\u9700\u6c42\u30022\uff09\u4e00 \u81f4 \u6027 \u3002 \u5728 \u6444 \u50cf \u673a \u5230 \u6fc0 \u5149 \u96f7 \u8fbe\uff08laser radar\uff0cLiDAR\uff09\u548c\u70b9\u5230\u5206\u5272\u9636\u6bb5\u90fd\u5f3a\u5236\u6267\u884c\u4e86\u7a7a\u95f4\u548c\u65f6\u95f4\u5173\u7cfb\uff0c\u4fc3\u8fdb\u4e86\u8de8\u6a21\u6001\u8868\u793a\u5b66\u4e60\u30023\uff09\u901a\u7528\u6027\u3002Seal \u4ee5\u4e00\u79cd\u5373\u63d2\u5373\u7528\u7684\u65b9\u5f0f\u5b9e\u73b0\u77e5\u8bc6\u4f20\u9012\uff0c\u9002\u7528\u4e8e\u6d89\u53ca\u5404\u79cd\u70b9\u4e91\u7684\u4e0b\u6e38\u4efb\u52a1\uff0c\u5305\u62ec\u6765\u81ea\u771f\u5b9e\/\u5408\u6210\u3001\u4f4e\/\u9ad8\u5206\u8fa8\u7387\u3001\u5927\/\u5c0f\u89c4\u6a21\u548c\u5e72\u51c0\/\u53d7\u635f\u6570\u636e\u96c6\u7684\u4efb\u52a1\u3002<\/p>\n\n\n\n

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

\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff0c\u6570\u636e\u6807\u6ce8\u662f\u5c06\u6570\u636e\u6807\u8bb0\u4e3a\u5e2e\u52a9\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u5b66\u4e60\u8bc6\u522b\u7279\u5b9a\u6a21\u5f0f\u3001\u5bf9\u8c61\u6216\u7279\u5f81\u7684\u8fc7\u7a0b\u3002\u51c6\u786e\u7684\u6570\u636e\u6807\u6ce8\u5bf9\u4e8e\u5f00\u53d1\u80fd\u591f\u6210\u529f\u6267\u884c\u5bf9\u8c61\u68c0\u6d4b\u3001\u5206\u7c7b\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7b49\u4efb\u52a1\u7684\u6709\u6548\u673a\u5668\u5b66\u4e60\u6a21\u578b\u81f3\u5173\u91cd\u8981\u3002\u7136\u800c\uff0c\u5728\u67d0\u4e9b\u9886\u57df\uff0c\u7279\u522b\u662f\u56fe\u50cf\u548c\u89c6\u9891\u6807\u6ce8\u7684\u6210\u672c\u8f83\u9ad8\uff0c\u5bfc\u81f4\u8bb8\u591a\u6570\u636e\u96c6\u5728\u50cf\u7d20\u7ea7\u522b\u4e0a\u6ca1\u6709\u88ab\u6709\u6548\u6807\u8bb0\u3002SAM\uff08\u63d0\u793a\u5f0f\u5206\u5272\u6a21\u578b\uff09\u7684\u51fa\u73b0\uff0c\u6709\u671b\u4fc3\u8fdb\u8fd9\u4e9b\u6570\u636e\u96c6\u7684\u6709\u6548\u6807\u6ce8\u3002<\/p>\n\n\n\n

SAM\u6a21\u578b\u6574\u4f53\u5e94\u7528\u7b56\u7565\uff1a<\/p>\n\n\n\n

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

SAM\u672a\u6765\u7684\u7814\u7a76\u65b9\u5411\uff1a<\/p>\n\n\n\n

    \n
  1. \u6a21\u5757\u5316<\/li>\n\n\n\n
  2. \u5f31\u76d1\u7763\u8bed\u4e49\u5206\u5272<\/li>\n\n\n\n
  3. \u591a\u6a21\u6001\u878d\u5408\u56fe\u50cf\u5206\u5272<\/li>\n\n\n\n
  4. \u5bf9SAM\u8fdb\u884c\u9ad8\u6548\u7387\u5fae\u8c03<\/li>\n\n\n\n
  5. \u8fd0\u7528\u683c\u5f0f\u5854\u5fc3\u7406\u5b66\u7684\u6574\u4f53\u8ba4\u77e5\u89c2\u52a0\u5f3aSAM\u7684\u5bf9\u6297\u9c81\u68d2\u6027<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"

    \u3010\u5206\u5272\u4e00\u5207\u6a21\u578bSAM\u7684\u6f5c\u529b\u4e0e\u5c55\u671b\uff1a\u7efc\u8ff0\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\u540e\u7684\u7406 […]<\/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-1204","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\/1204","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=1204"}],"version-history":[{"count":2,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/1204\/revisions"}],"predecessor-version":[{"id":1847,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/1204\/revisions\/1847"}],"wp:attachment":[{"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/media?parent=1204"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/categories?post=1204"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/tags?post=1204"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}