{"id":993,"date":"2024-07-15T08:19:56","date_gmt":"2024-07-15T00:19:56","guid":{"rendered":"http:\/\/tobykskgd.life\/?p=993"},"modified":"2024-11-14T22:00:50","modified_gmt":"2024-11-14T14:00:50","slug":"48","status":"publish","type":"post","link":"https:\/\/tobykskgd.life\/index.php\/48\/","title":{"rendered":"ASAM\u7684\u4e2a\u4eba\u7406\u89e3"},"content":{"rendered":"\n

\u3010ASAM: Boosting Segment Anything Model with Adversarial Tuning\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

\uff082024.5 vivo\u79fb\u52a8\u901a\u4fe1\u6709\u9650\u516c\u53f8\uff09<\/p>\n\n\n\n

\u7b80\u4ecb<\/h2>\n\n\n\n

SAM\u5728\u7279\u5b9a\u5e94\u7528<\/strong>\u4e2d\u4ecd\u5b58\u5728\u4e00\u4e9b\u9650\u5236<\/strong>\uff0c\u9700\u8981\u5bfb\u627e\u4e0d\u5f71\u54cd\u5176\u56fa\u6709\u80fd\u529b\u7684\u589e\u5f3a\u7b56\u7565<\/strong>\u3002ASAM\u901a\u8fc7\u5bf9\u6297\u6027\u8c03\u4f18<\/strong>\u6765\u63d0\u5347SAM\u7684\u6027\u80fd\u3002\u6587\u7ae0\u5229\u7528\u81ea\u7136\u5bf9\u6297\u6027\u6837\u672c\u7684\u6f5c\u529b<\/strong>\uff0c\u901a\u8fc7\u4f7f\u7528\u7a33\u5b9a\u6269\u6563\u6a21\u578b<\/strong>\uff0c\u589e\u5f3a<\/strong>\u4e86SA-1B\u6570\u636e\u96c6\u7684\u4e00\u5c0f\u90e8\u5206<\/strong>\uff081%\uff09\uff0c\u751f\u6210\u66f4\u5177\u4ee3\u8868\u6027\u7684\u5bf9\u6297\u6027\u5b9e\u4f8b<\/strong>\u3002\u7ecf\u8fc7\u5fae\u8c03\u7684ASAM\u5728\u5404\u79cd\u5206\u5272\u4efb\u52a1\u4e2d\u663e\u793a\u51fa\u663e\u8457\u6539\u8fdb<\/strong>\uff0c\u800c\u65e0\u9700\u989d\u5916\u7684\u6570\u636e\u6216\u67b6\u6784\u4fee\u6539<\/strong>\u3002<\/p>\n\n\n\n

ASAM\u4e0eSAM\u6a21\u578b\u5728\u4e0d\u540c\u6570\u636e\u96c6<\/strong>\u4e0b\u7684\u6027\u80fd\u6bd4\u8f83<\/strong>\uff1a<\/p>\n\n\n\n

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

\u4f20\u7edf\u7684\u65b9\u6cd5\u4e3b\u8981\u901a\u8fc7\u5fae\u8c03\u6a21\u578b\u53c2\u6570<\/strong>\u6216\u6dfb\u52a0\u9002\u914d\u5668\u6a21\u5757<\/strong>\u6765\u63d0\u5347\u6a21\u578b\u6027\u80fd\uff0c\u4f46\u8fd9\u4e9b\u65b9\u6cd5\u901a\u5e38\u9700\u8981\u989d\u5916\u7684\u6570\u636e\u548c\u8ba1\u7b97\u8d44\u6e90<\/strong>\uff0c\u589e\u52a0\u4e86\u5b9e\u9645\u5e94\u7528\u7684\u590d\u6742\u6027\u548c\u6210\u672c\u3002\u6b64\u5916\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u53ef\u80fd\u4f1a\u5bf9\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u4ea7\u751f\u8d1f\u9762\u5f71\u54cd<\/strong>\uff0c\u4f7f\u5f97\u6a21\u578b\u5728\u672a\u89c1\u8fc7\u7684\u6570\u636e\u4e0a\u8868\u73b0\u4e0d\u4f73\u3002<\/p>\n\n\n\n

\u5bf9\u6297\u6027\u8bad\u7ec3<\/strong>\u5df2\u7ecf\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u9886\u57df\u8bc1\u660e\u5176\u6709\u6548\u6027\u3002\u8fd9\u79cd\u65b9\u6cd5\u901a\u8fc7\u751f\u6210\u5bf9\u6297\u6027\u6837\u672c<\/strong>\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u5728\u9762\u5bf9\u66f4\u5177\u6311\u6218\u6027\u7684\u8f93\u5165\u65f6\u4ecd\u80fd\u4fdd\u6301\u9ad8\u6027\u80fd\u8868\u73b0<\/strong>\u3002<\/p>\n\n\n\n

\u81ea\u7136\u5bf9\u6297\u6027\u6837\u672c<\/strong>\u662f\u4e00\u79cd\u65b0\u7684\u6570\u636e\u589e\u5f3a\u7b56\u7565\uff0c\u901a\u8fc7\u751f\u6210\u81ea\u7136\u4e14\u903c\u771f\u7684\u5bf9\u6297\u6027\u56fe\u50cf<\/strong>\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u5728\u9762\u5bf9\u66f4\u590d\u6742\u7684\u8f93\u5165\u65f6\u4fdd\u6301\u9ad8\u6027\u80fd<\/strong>\u3002<\/p>\n\n\n\n

\u751f\u6210\u7684\u5bf9\u6297\u6837\u672c\u4e0d\u4ec5\u6709\u903c\u771f\u7684\u89c6\u89c9\u6548\u679c<\/strong>\uff0c\u8fd8\u4e0e\u539f\u59cb\u6ce8\u91ca\u63a9\u7801\u4fdd\u6301\u4e00\u81f4<\/strong>\uff0c\u51cf\u53bb\u4e86\u91cd\u65b0\u6807\u6ce8\u63a9\u7801\u7684\u8fc7\u7a0b<\/strong>\uff0c\u4fdd\u8bc1\u4e86\u5206\u5272\u4efb\u52a1\u7684\u5b8c\u6574\u6027\u3002<\/p>\n\n\n\n

\u65b9\u6cd5<\/h2>\n\n\n\n

ASAM\u7684\u4e3b\u8981\u76ee\u6807\u662f\u751f\u6210\u81ea\u7136\u4e14\u903c\u771f\u7684\u5bf9\u6297\u6027\u6837\u672c<\/strong>\uff0c\u5e76\u5229\u7528\u8fd9\u4e9b\u6837\u672c\u8fdb\u884c\u5fae\u8c03<\/strong>\uff0c\u4ece\u800c\u5728\u4e0d\u589e\u52a0\u989d\u5916\u6570\u636e\u6216\u4fee\u6539\u6a21\u578b\u67b6\u6784\u7684\u60c5\u51b5\u4e0b\uff0c\u663e\u8457\u63d0\u5347\u6a21\u578b\u7684\u5206\u5272\u6027\u80fd\u3002<\/strong><\/p>\n\n\n\n

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

\u81ea\u7136\u5bf9\u6297\u6027\u6837\u672c\u751f\u6210\u65b9\u6cd5<\/h2>\n\n\n\n
    \n
  • \u56fe\u50cf\u6295\u5f71\uff08Projecting Image to Diffusion Latent\uff09<\/strong>\uff1a\u5229\u7528\u751f\u6210\u6a21\u578b<\/strong>\uff08\u7a33\u5b9a\u6269\u6563\u6a21\u578b<\/strong>\uff09\u6765\u751f\u6210\u56fe\u50cf<\/strong>\uff0c\u5c06\u56fe\u50cf\u6295\u5f71\u5230\u4f4e\u7ef4\u6d41\u5f62\u4e0a<\/strong>\u3002<\/li>\n<\/ul>\n\n\n\n

    \u6587\u7ae0\u91c7\u7528DDIM\u53cd\u6f14\u6280\u672f\u5c06\u56fe\u50cf\u6295\u5f71\u5230\u4f4e\u7ef4\u6f5c\u5728\u7a7a\u95f4<\/strong>\uff0c\u8be5\u6280\u672f\u5229\u7528CLIP\u6587\u672c\u7f16\u7801\u5668\u7684\u63d0\u793aP\u5bfc\u51fa\u7684\u6761\u4ef6\u5d4c\u5165C = \u03c8(P)\uff0c\u5176\u4e2d\u7684\u6b65\u9aa4\u4e3a\uff1a<\/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\n\n\n
      \n
    • \u5bf9\u6297\u6027\u4f18\u5316\uff08Adversarial Optimization of Latent\uff09<\/strong>\uff1a\u5728\u4f4e\u7ef4\u6d41\u5f62\u5185\uff0c\u6cbf\u5bf9\u6297\u65b9\u5411\u8fdb\u884c\u4f18\u5316<\/strong>\uff0c\u751f\u6210\u5bf9\u6297\u6027\u6837\u672c<\/strong>\u3002<\/li>\n\n\n\n
    • \u63a7\u5236\u5206\u652f\uff08Controllable Adversarial Samples Generation\uff09<\/strong>\uff1a\u63a7\u5236\u5206\u652f\u8d1f\u8d23\u5728\u751f\u6210\u8fc7\u7a0b\u4e2d<\/strong>\uff0c\u76d1\u63a7\u5e76\u8c03\u6574\u5bf9\u6297\u6027\u6837\u672c<\/strong>\uff0c\u4f7f\u5176\u4e0e\u539f\u59cb\u63a9\u7801\u6807\u7b7e\u4fdd\u6301\u4e00\u81f4<\/strong>\u3002<\/li>\n<\/ul>\n\n\n\n

      \u5bf9\u6297\u6027\u6837\u672c\u7684\u5fae\u8c03<\/h2>\n\n\n\n

      \u4eceSA-1B\u6570\u636e\u96c6\u4e2d\u968f\u673a\u9009\u53d6\u4e86\u4e00\u5c0f\u90e8\u5206\uff081%\uff09<\/strong>\u7684\u6837\u672c\uff0c\u7528\u4e8e\u751f\u6210\u5bf9\u6297\u6027\u5b9e\u4f8b\u3002<\/p>\n\n\n\n

      \u5728\u5fae\u8c03\u8fc7\u7a0b\u4e2d\uff0c\u7ed3\u5408\u539f\u59cb\u6837\u672c\u548c\u5bf9\u6297\u6027\u6837\u672c<\/strong>\uff0c\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u6a21\u578b\u4e0d\u4ec5\u80fd\u4fdd\u6301\u539f\u6709\u7684\u5206\u5272\u80fd\u529b<\/strong>\uff0c\u8fd8\u80fd\u5728\u9762\u5bf9\u66f4\u5177\u6311\u6218\u6027\u7684\u5bf9\u6297\u6027\u6837\u672c\u65f6<\/strong>\uff0c\u5c55\u793a\u51fa\u66f4\u5f3a\u7684\u9c81\u68d2\u6027\u548c\u9002\u5e94\u6027<\/strong>\u3002<\/p>\n\n\n\n

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

      \u6587\u7ae0\u5c06ASAM\u4e0e\u539f\u59cbSAM<\/strong>\u3001\u4f7f\u7528PGD\u8c03\u4f18\u8fdb\u884c\u5fae\u8c03\u7684SAM<\/strong>\u3001\u4f7f\u7528DAT\u8c03\u4f18\u8fdb\u884c\u5fae\u8c03\u7684SAM<\/strong>\u4ee5\u53ca\u4f7f\u7528\u901a\u8fc7DatasetDM\u751f\u6210\u7684\u65b0\u6570\u636e\u8fdb\u884c\u5fae\u8c03\u7684SAM<\/strong>\u8fdb\u884c\u4e86\u6bd4\u8f83<\/strong>\u3002<\/p>\n\n\n\n

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

      \u5982\u56fe\u6240\u793a\uff0cASAM\u660e\u663e\u4f18\u4e8e\u5176\u4ed6\u8c03\u4f18\u65b9\u6cd5<\/strong>\u3002<\/p>\n\n\n\n

      \u5176\u4f59\u8c03\u4f18\u65b9\u5f0f\u7684\u95ee\u9898<\/strong>\uff1aSAM\u5df2\u7ecf\u5728\u5927\u89c4\u6a21\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u8bad\u7ec3<\/strong>\uff0c\u7b80\u5355\u5730\u5728\u4e00\u4e9b\u6837\u672c\u4e2d\u6dfb\u52a0\u566a\u58f0\u6270\u52a8\u6216\u751f\u6210\u65b0\u7684\u6837\u672c\u6765\u8c03\u4f18SAM\u5e76\u4e0d\u4f1a\u7ed9SAM\u5e26\u6765\u660e\u663e\u4e0d\u540c\u7684\u6570\u636e\u5206\u5e03<\/strong>\u3002\u5e76\u4e14\u91cd\u65b0\u8c03\u4f18\u53ef\u80fd\u4f1a\u7834\u574f\u539f\u5148\u8bad\u7ec3\u826f\u597d\u7684SAM\u53c2\u6570<\/strong>\u3002<\/p>\n\n\n\n

      \u5728\u539f\u672cSA-1B\u6570\u636e\u96c6\u63a9\u7801\u57fa\u7840\u4e0a\u751f\u6210\u7684\u56fe\u50cf\u5bf9\u6bd4<\/strong>\uff1a<\/p>\n\n\n\n

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

      \u660e\u663e\u53ef\u4ee5\u770b\u51fa\uff0c\u5728\u4fdd\u8bc1\u4e0d\u6539\u53d8\u56fe\u50cf\u5206\u5272\u63a9\u7801\u7684\u57fa\u7840\u4e0a\uff0c\u672c\u6587\u7684\u56fe\u50cf\u590d\u6742\u7a0b\u5ea6\u66f4\u9ad8<\/strong>\u3002<\/p>\n\n\n\n

      \u5b9e\u9a8c\u7ed3\u679c\u663e\u793aASAM\u5728\u5404\u4e2a\u5206\u5272\u4efb\u52a1\u548c\u4e0d\u540c\u6570\u636e\u96c6\uff08COCO\u3001ADE20K\u3001\u548cCityscapes\u7b49\uff09\u4e2d\u5747\u53d6\u5f97\u4e86\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347<\/strong>\u3002<\/p>\n\n\n\n

      \u5c40\u9650\u6027<\/h2>\n\n\n\n

      \u672c\u6587\u63d0\u51fa\u7684\u65b9\u6cd5\u7684\u5c40\u9650\u6027<\/strong>\uff1a<\/p>\n\n\n\n

      \uff081\uff09\u867d\u7136\u6210\u529f\u751f\u6210\u4e86\u81ea\u7136\u4e14\u903c\u771f\u7684\u5bf9\u6297\u6027\u6837\u672c\uff0c\u4f46\u751f\u6210\u8fc7\u7a0b\u4ecd\u7136\u5177\u6709\u4e00\u5b9a\u7684\u590d\u6742\u6027\u548c\u8ba1\u7b97\u6210\u672c<\/strong>\u3002<\/p>\n\n\n\n

      \uff082\uff09\u5bf9\u6297\u6027\u8bad\u7ec3\u53ef\u80fd\u4f1a\u5f71\u54cd\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027<\/strong>\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

      \u3010ASAM: Boosting Segment Anything Model with Adversarial […]<\/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-993","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\/993","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=993"}],"version-history":[{"count":2,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/993\/revisions"}],"predecessor-version":[{"id":1852,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/993\/revisions\/1852"}],"wp:attachment":[{"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/media?parent=993"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/categories?post=993"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/tags?post=993"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}