{"id":1550,"date":"2024-07-30T00:09:09","date_gmt":"2024-07-29T16:09:09","guid":{"rendered":"http:\/\/tobykskgd.life\/?p=1550"},"modified":"2024-11-14T21:46:28","modified_gmt":"2024-11-14T13:46:28","slug":"77","status":"publish","type":"post","link":"https:\/\/tobykskgd.life\/index.php\/77\/","title":{"rendered":"SAA+\u7684\u4e2a\u4eba\u7406\u89e3"},"content":{"rendered":"\n

\u3010Segment Any Anomaly without Training via Hybrid Prompt Regularization\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

\uff082023.5.18\uff09<\/p>\n\n\n\n

\u5f02\u5e38\u5206\u5272<\/strong>\u6a21\u578b\u5728\u5de5\u4e1a\u8d28\u91cf\u63a7\u5236\u548c\u533b\u5b66\u8bca\u65ad\u7b49\u9886\u57df\u5177\u6709\u91cd\u8981\u5e94\u7528<\/strong>\uff0c\u53ef\u9760\u7684\u5f02\u5e38\u5206\u5272\u7684\u5173\u952e\u662f\u533a\u5206\u5f02\u5e38\u6570\u636e\u548c\u6b63\u5e38\u6570\u636e\u7684\u5206\u5e03<\/strong>\u3002<\/p>\n\n\n\n

\u73b0\u6709\u7684\u5f02\u5e38\u5206\u5272\u6a21\u578b\u901a\u5e38\u4f9d\u8d56\u4e8e\u7279\u5b9a\u9886\u57df\u7684\u5fae\u8c03<\/strong>\uff0c\u8fd9\u9650\u5236<\/strong>\u4e86\u5b83\u4eec\u5728\u65e0\u6570\u5f02\u5e38\u6a21\u5f0f\u4e2d\u7684\u6cdb\u5316\u80fd\u529b<\/strong>\u3002<\/p>\n\n\n\n

\u672c\u6587\u8003\u8651\u4e86\u56fe\u50cf\u4e0a\u7684\u96f6\u6837\u672c\u5f02\u5e38\u5206\u5272<\/strong>(zero-shot anomaly segmentation, ZSAS)\uff0c\u8fd9\u662f\u4e00\u4e2a\u5f88\u6709\u524d\u9014\u4f46\u5c1a\u672a\u5f00\u53d1<\/strong>\u7684\u65b9\u6cd5\uff0c\u5373\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4e0d\u4e3a\u76ee\u6807\u7c7b\u522b\u63d0\u4f9b\u6b63\u5e38\u548c\u5f02\u5e38\u56fe\u50cf<\/strong>\u3002<\/p>\n\n\n\n

\u6587\u7ae0\u63d0\u51fa\u4e86SAA\u6846\u67b6<\/strong>\uff0c\u5141\u8bb8\u5728\u4e0d\u9700\u8981\u8bad\u7ec3\u7684\u60c5\u51b5\u4e0b\u534f\u4f5c\u7ec4\u88c5\u4e0d\u540c\u7684\u57fa\u7840\u6a21\u578b\u8fdb\u884c\u5f02\u5e38\u5206\u5272<\/strong>\u3002\u7136\u800c\uff0cSAA\u663e\u793a\u51fa\u4e25\u91cd\u7684\u865a\u8b66\u95ee\u9898<\/strong>\uff0c\u56e0\u6b64\uff0c\u672c\u6587\u5728\u6539\u8fdb\u7684\u6a21\u578b(SAA+)<\/strong>\u4e2d\u8fdb\u4e00\u6b65\u52a0\u5f3a\u4e86\u6df7\u5408\u63d0\u793a\u7684\u6b63\u5219\u5316<\/strong>\uff0c\u6210\u529f\u5730\u5e2e\u52a9\u8bc6\u522b\u4e86\u5f02\u5e38\u533a\u57df\u3002<\/p>\n\n\n\n

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

SAA<\/strong>: Vanilla Foundation Model Assembly for ZSAS \u96f6\u6837\u672c\u5f02\u5e38\u5206\u5272<\/strong><\/p>\n\n\n\n

SAA\u6a21\u578b\u6709\u4e24\u4e2a\u4e3b\u8981\u7684\u90e8\u5206\uff1a\u5f02\u5e38\u533a\u57df\u751f\u6210\u5668<\/strong>\uff08Anomaly Region Generator\uff09\u548c\u5f02\u5e38\u533a\u57df\u7ec6\u5316\u5668<\/strong>\uff08Anomaly Region Re\ufb01ner\uff09\u3002<\/p>\n\n\n\n

\u5f02\u5e38\u533a\u57df\u751f\u6210\u5668<\/strong>\uff1a\u901a\u8fc7\u8bed\u8a00\u63d0\u793a<\/strong>\u6765\u68c0\u7d22\u56fe\u50cf\u4e2d\u7684\u5bf9\u8c61<\/strong>\u3002\u7ed9\u5b9a\u63cf\u8ff0\u8981\u68c0\u6d4b\u533a\u57df\u7684\u8bed\u8a00\u63d0\u793a\uff0c\u57fa\u7840\u6a21\u578b\u53ef\u4ee5\u4e3a\u67e5\u8be2\u56fe\u50cf\u751f\u6210\u6240\u9700\u533a\u57df\u3002\u4f7f\u7528\u4e00\u4e2a\u9884\u8bad\u7ec3\u5728\u5927\u89c4\u6a21\u8bed\u8a00-\u89c6\u89c9\u6570\u636e\u96c6\u4e0a\u7684\u6a21\u578b<\/strong>\uff08\u5982GroundingDINO\uff09\uff0c\u8be5\u6a21\u578b\u901a\u8fc7\u6587\u672c\u7f16\u7801\u5668\u548c\u89c6\u89c9\u7f16\u7801\u5668\u63d0\u53d6\u8bed\u8a00\u63d0\u793a\u548c\u67e5\u8be2\u56fe\u50cf\u7684\u7279\u5f81<\/strong>\uff0c\u7136\u540e\u901a\u8fc7\u8de8\u6a21\u6001\u89e3\u7801\u5668\u751f\u6210\u7c97\u7565\u7684\u5bf9\u8c61\u533a\u57df\uff08\u8fb9\u754c\u6846\uff09<\/strong>\u3002<\/p>\n\n\n\n

\u5f02\u5e38\u533a\u57df\u751f\u6210\u5668\u6a21\u5757\u7684\u5b9a\u4e49\u5982\u4e0b\uff1a<\/p>\n\n\n

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

\u5f02\u5e38\u533a\u57df\u7ec6\u5316\u5668<\/strong>\uff1a\u4e3a\u4e86\u751f\u6210\u50cf\u7d20\u7ea7\u7684\u5f02\u5e38\u5206\u5272\u7ed3\u679c\uff0c\u63d0\u51fa\u4f7f\u7528\u4e00\u4e2a\u9ad8\u7ea7\u7684\u57fa\u7840\u6a21\u578b\uff08SAM\uff09<\/strong>\u6765\u7ec6\u5316\u8fb9\u754c\u6846\u7ea7\u522b\u7684\u5f02\u5e38\u533a\u57df\u5019\u9009<\/strong>\u3002\u8be5\u6a21\u578b\u5305\u62ec\u57fa\u4e8eViT\u7684\u9aa8\u5e72\u7f51\u7edc\u548c\u4e00\u4e2a\u6761\u4ef6\u63a9\u7801\u89e3\u7801\u5668\uff0c\u5b83\u5728\u5927\u89c4\u6a21\u56fe\u50cf\u5206\u5272\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u8bad\u7ec3\uff0c\u80fd\u591f\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u63a9\u7801\u3002\u7ec6\u5316\u5668\u63a5\u53d7\u5404\u79cd\u7c7b\u578b\u7684\u63d0\u793a\u4f5c\u4e3a\u8f93\u5165<\/strong>\uff0c\u5e76\u5c06\u8fb9\u754c\u6846\u5019\u9009\u4f5c\u4e3a\u63d0\u793a\uff0c\u4ee5\u83b7\u5f97\u50cf\u7d20\u7ea7\u7684\u5206\u5272\u63a9\u7801<\/strong>\u3002<\/p>\n\n\n\n

\u5f02\u5e38\u533a\u57df\u7ec6\u5316\u5668\u7684\u5b9a\u4e49\u5982\u4e0b\uff1a<\/p>\n\n\n\n

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

\u521d\u6b65\u5b9e\u9a8c\u8868\u660e\uff0c\u5c3d\u7ba1SAA\u89e3\u51b3\u65b9\u6848\u7b80\u5355\u76f4\u89c2\uff0c\u4f46\u5b83\u5b58\u5728\u8bed\u8a00\u6b67\u4e49\u95ee\u9898<\/strong>\uff0c\u67d0\u4e9b\u8bed\u8a00\u63d0\u793a\uff08\u5982\u201c\u5f02\u5e38\u201d\uff09\u53ef\u80fd\u65e0\u6cd5\u68c0\u6d4b\u5230\u6240\u9700\u7684\u5f02\u5e38\u533a\u57df<\/strong>\u3002<\/p>\n\n\n\n

\u8bed\u8a00\u6b67\u4e49\u95ee\u9898<\/strong>\u5f52\u56e0\u4e8e\u9884\u8bad\u7ec3\u8bed\u8a00-\u89c6\u89c9\u6570\u636e\u96c6\u4e0e\u76ee\u6807ZSAS\u6570\u636e\u96c6\u4e4b\u95f4\u7684\u9886\u57df\u5dee\u5f02<\/strong>\uff0c\u4ee5\u53ca\u5728\u5927\u89c4\u6a21\u6570\u636e\u96c6\u4e2d\u7f3a\u4e4f\u5bf9\u201c\u5f02\u5e38\u201d\u8fd9\u79cd\u5f62\u5bb9\u8bcd\u7684\u8868\u8fbe<\/strong>\u3002<\/p>\n\n\n\n

\u4e3a\u4e86\u89e3\u51b3\u8bed\u8a00\u6b67\u4e49\u95ee\u9898\uff0c\u6587\u7ae0\u63d0\u51fa\u4e86SAA+\u3002<\/p>\n\n\n\n

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

\u6839\u636eSAA\u7684\u95ee\u9898\uff0cSAA+\u52a0\u5165\u4e86\u4e24\u4e2a\u6a21\u5757\uff1a\u9886\u57df\u4e13\u5bb6\u77e5\u8bc6\u751f\u6210\u7684\u63d0\u793a<\/strong>\u548c\u4ece\u76ee\u6807\u56fe\u50cf\u4e0a\u4e0b\u6587\u6d3e\u751f\u7684\u63d0\u793a<\/strong>\u3002<\/p>\n\n\n\n

\u9886\u57df\u4e13\u5bb6\u77e5\u8bc6\u751f\u6210\u7684\u63d0\u793a<\/strong>\uff1a\u4e3a\u4e86\u89e3\u51b3\u8bed\u8a00\u6b67\u4e49\u95ee\u9898\uff0c\u5229\u7528\u9886\u57df\u4e13\u5bb6\u7684\u77e5\u8bc6\u6765\u751f\u6210\u66f4\u7cbe\u786e\u7684\u63d0\u793a<\/strong>\uff0c\u4e3b\u8981\u7684\u63d0\u793a\u6709\u5f02\u5e38\u8bed\u8a00\u8868\u8fbe\u4f5c\u4e3a\u63d0\u793a<\/strong>\u548c\u5f02\u5e38\u5bf9\u8c61\u5c5e\u6027\u4f5c\u4e3a\u63d0\u793a<\/strong>\u3002<\/p>\n\n\n\n

\u76ee\u6807\u56fe\u50cf\u4e0a\u4e0b\u6587\u6d3e\u751f\u7684\u63d0\u793a<\/strong>\uff1a\u9664\u4e86\u5229\u7528\u9886\u57df\u4e13\u5bb6\u77e5\u8bc6\u5916\uff0c\u8fd8\u53ef\u4ee5\u5229\u7528\u8f93\u5165\u56fe\u50cf\u672c\u8eab\u63d0\u4f9b\u7684\u4fe1\u606f\u6765\u63d0\u9ad8\u5f02\u5e38\u533a\u57df\u68c0\u6d4b\u7684\u51c6\u786e\u6027<\/strong>\u3002\u672c\u6587\u63d0\u51fa\u4e86\u5f02\u5e38\u663e\u8457\u6027\u4f5c\u4e3a\u63d0\u793a<\/strong>\u548c\u5f02\u5e38\u7f6e\u4fe1\u5ea6\u4f5c\u4e3a\u63d0\u793a<\/strong>\u4e24\u79cd\u65b9\u5f0f\u3002<\/p>\n\n\n\n

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

\u4f7f\u7528\u4e86\u56db\u4e2a\u5177\u6709\u50cf\u7d20\u7ea7\u6ce8\u91ca\u7684\u6570\u636e\u96c6<\/strong>\uff1aVisA\u3001MVTec-AD\u3001KSDD2\u548cMTD<\/strong>\u3002\u8fd9\u4e9b\u6570\u636e\u96c6\u5305\u62ec\u7535\u8def\u677f<\/strong>\u7b49\u591a\u79cd\u7269\u4f53\u5b50\u96c6\uff0c\u4ee5\u53ca\u5730\u6bef<\/strong>\u7b49\u7eb9\u7406\u5f02\u5e38\u3002<\/p>\n\n\n\n

\u8bc4\u4f30\u6307\u6807\u4e3b\u8981\u6709\uff1a<\/p>\n\n\n\n

max-F1-pixel (Fp)<\/strong>\uff1a\u5728\u6700\u4f18\u9608\u503c\u4e0b\uff0c\u8861\u91cf\u50cf\u7d20\u7ea7\u5206\u5272\u7684F1\u5206\u6570\u3002<\/p>\n\n\n\n

max-F1-region (Fr)<\/strong>\uff1a\u4e3a\u4e86\u51cf\u8f7b\u5bf9\u5927\u7f3a\u9677\u7684\u504f\u89c1\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u8fd9\u4e2a\u6307\u6807\uff0c\u8ba1\u7b97\u5728\u6700\u4f18\u9608\u503c\u4e0b\u7684\u533a\u57df\u7ea7\u5206\u5272\u7684F1\u5206\u6570\uff0c\u53ea\u6709\u5f53\u91cd\u53e0\u503c\u8d85\u8fc70.6\u65f6\uff0c\u9884\u6d4b\u624d\u88ab\u89c6\u4e3a\u6b63\u3002<\/p>\n\n\n\n

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

\u3010Segment Any Anomaly without Training via Hybrid Prompt […]<\/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-1550","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\/1550","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=1550"}],"version-history":[{"count":2,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/1550\/revisions"}],"predecessor-version":[{"id":1835,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/1550\/revisions\/1835"}],"wp:attachment":[{"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/media?parent=1550"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/categories?post=1550"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/tags?post=1550"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}