{"id":1672,"date":"2023-01-27T13:53:47","date_gmt":"2023-01-27T05:53:47","guid":{"rendered":"http:\/\/aojp.lamost.org\/?p=1672"},"modified":"2023-02-02T17:17:40","modified_gmt":"2023-02-02T09:17:40","slug":"%e5%9f%ba%e4%ba%8e%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e7%9a%84%e5%a4%9a%e8%89%b2%e6%b5%8b%e5%85%89%e5%b7%a1%e5%a4%a9%e9%a1%b9%e7%9b%ae%e7%9b%ae%e6%a0%87%e6%a3%80%e6%b5%8b%e6%a1%86%e6%9e%b6","status":"publish","type":"post","link":"http:\/\/aojp.lamost.org\/?p=1672","title":{"rendered":"\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u591a\u8272\u6d4b\u5149\u5de1\u5929\u9879\u76ee\u76ee\u6807\u68c0\u6d4b\u6846\u67b6"},"content":{"rendered":"\n<p>\u8fd1\u65e5\uff0c\u667a\u80fd\u5149\u5b66\u6210\u50cf\u5b9e\u9a8c\u5ba4\u8d3e\u9e4f\u535a\u58eb\u5e26\u9886\u7684\u56e2\u961f\u901a\u8fc7\u5408\u4f5c\u7814\u7a76\uff0c\u5efa\u7acb\u4e86\u4e00\u79cd\u6269\u5c55\u76ee\u6807\u548c\u70b9\u6e90\u76ee\u6807\u7684\u591a\u8272\u6d4b\u5149\u5de1\u5929\u9879\u76ee\u76ee\u6807\u68c0\u6d4b\u6846\u67b6\u3002<\/p>\n\n\n\n<p>\u8fd1\u5e74\u6765\uff0c\u5728AI4Science\u7406\u5ff5\u7684\u9a71\u52a8\u4e0b\uff0c\u5404\u79cd\u57fa\u4e8e\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u5929\u6587\u6570\u636e\u5904\u7406\u548c\u5206\u6790\u65b9\u6cd5\u88ab\u7eb7\u7eb7\u63d0\u4e86\u51fa\u6765\uff0c\u5229\u7528AI\u4ece\u89c2\u6d4b\u56fe\u50cf\u4e2d\u81ea\u52a8\u68c0\u6d4b\u5929\u4f53\u662f\u4e00\u79cd\u975e\u5e38\u6709\u6f5c\u529b\u7684\u6280\u672f\u3002\u901a\u8fc7\u73b0\u6709\u7684\u591a\u8272\u6d4b\u5149\u5de1\u5929\u9879\u76ee\uff0c\u6211\u4eec\u53ef\u4ee5\u83b7\u53d6\u5230\u591a\u79cd\u6ce2\u6bb5\u7684\u5929\u4f53\u56fe\u50cf\uff0c\u5305\u542b\u6709\u4e30\u5bcc\u7684\u989c\u8272\u4fe1\u606f\u548c\u7070\u5ea6\u4fe1\u606f\u3002\u4e0d\u540c\u989c\u8272\u7684\u56fe\u50cf\u53ef\u4ee5\u63ed\u793a\u5929\u4f53\u7684\u4e0d\u540c\u7ec4\u6210\u90e8\u5206\u3002 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Transformer\u4ee5\u53ca\u57fa\u4e8eCNN\u7684\u795e\u7ecf\u7f51\u7edc\u5b9e\u73b0\u7684\u6570\u636e\u5904\u7406\u6d41\u6c34\u7ebf\uff0c\u5305\u62ec\uff1a\u6807\u7b7e\u5236\u4f5c\u3001\u6570\u636e\u8bad\u7ec3\u3001\u591a\u6b65\u68c0\u6d4b\u6cd5\u7b49\u3002<\/p>\n\n\n\n<p>Swin Transformer\u662f\u5728Vision Transformer\u505a\u51fa\u4e86\u76f8\u5e94\u6539\u8fdb\u7684\u65b0\u578b\u7f51\u7edc\uff0c\u5b83\u63d0\u51fa\u4e86\u5c42\u7ea7\u7f51\u7edc\u7ed3\u6784\u548c\u6ed1\u52a8\u7a97\u53e3\u8bbe\u8ba1\uff0c\u6781\u5927\u5730\u63d0\u9ad8\u4e86\u68c0\u6d4b\u6548\u7387\u3002\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86\u6839\u636e\u8f93\u5165\u901a\u9053\u6570\u81ea\u9002\u5e94\u7684\u7f51\u7edc\u7ed3\u6784\uff0c\u5229\u7528Swin Transformer\uff0c\u76f4\u63a5\u4ece\u591a\u901a\u9053\u6570\u636e\u4e2d\u63d0\u53d6\u7279\u5f81\uff0c\u5b9e\u73b0\u5bf9\u6269\u5c55\u76ee\u6807\u7684\u68c0\u6d4b\u548c\u5206\u5272\u4efb\u52a1\u3002\u5bf9\u4e8e\u70b9\u6e90\u76ee\u6807\uff0c\u56e2\u961f\u4f7f\u7528Faster R-CNN \u7f51\u7edc\u8fdb\u884c\u76ee\u6807\u68c0\u6d4b\u4efb\u52a1\u3002\u7ecf\u8fc7\u4e0e\u771f\u5b9e\u661f\u8868\u5bf9\u6bd4\uff0c\u7ed3\u679c\u8868\u660e\uff0c\u6211\u4eec\u7684\u6846\u67b6\u53ef\u4ee5\u4e3a\u6240\u6709\u76ee\u6807\u5b9e\u73b0\u8d85\u8fc7 80% \u7684precision&nbsp;rate\u548c\u8d85\u8fc7 85% \u7684recall&nbsp;rate\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2023\/01\/image-5.png\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"352\" src=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2023\/01\/image-5.png\" alt=\"\" class=\"wp-image-1673\" srcset=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2023\/01\/image-5.png 831w, http:\/\/aojp.lamost.org\/wp-content\/uploads\/2023\/01\/image-5-300x127.png 300w, http:\/\/aojp.lamost.org\/wp-content\/uploads\/2023\/01\/image-5-768x325.png 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/a><figcaption class=\"wp-element-caption\">\u56fe1&nbsp;Vision&nbsp;Transformer\u7684\u57fa\u672c\u6d41\u7a0b<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2023\/01\/image-6.png\"><img loading=\"lazy\" decoding=\"async\" width=\"772\" height=\"472\" src=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2023\/01\/image-6.png\" alt=\"\" class=\"wp-image-1674\" srcset=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2023\/01\/image-6.png 772w, http:\/\/aojp.lamost.org\/wp-content\/uploads\/2023\/01\/image-6-300x183.png 300w, http:\/\/aojp.lamost.org\/wp-content\/uploads\/2023\/01\/image-6-768x470.png 768w\" sizes=\"auto, (max-width: 772px) 100vw, 772px\" \/><\/a><figcaption class=\"wp-element-caption\">\u56fe2 Swin&nbsp;Transformer\u7684\u8ba1\u7b97\u8fc7\u7a0b<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2023\/01\/image-7.png\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"253\" src=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2023\/01\/image-7.png\" alt=\"\" class=\"wp-image-1675\" srcset=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2023\/01\/image-7.png 831w, http:\/\/aojp.lamost.org\/wp-content\/uploads\/2023\/01\/image-7-300x91.png 300w, http:\/\/aojp.lamost.org\/wp-content\/uploads\/2023\/01\/image-7-768x234.png 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/a><figcaption class=\"wp-element-caption\">\u56fe3&nbsp;Faster&nbsp;R-CNN\u7684\u68c0\u6d4b\u6d41\u7a0b<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2023\/01\/image-8.png\"><img loading=\"lazy\" decoding=\"async\" width=\"745\" height=\"456\" src=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2023\/01\/image-8.png\" alt=\"\" class=\"wp-image-1676\" srcset=\"http:\/\/aojp.lamost.org\/wp-content\/uploads\/2023\/01\/image-8.png 745w, http:\/\/aojp.lamost.org\/wp-content\/uploads\/2023\/01\/image-8-300x184.png 300w\" sizes=\"auto, (max-width: 745px) 100vw, 745px\" \/><\/a><figcaption class=\"wp-element-caption\">\u56fe4&nbsp;\u591a\u6b65\u68c0\u6d4b\u6cd5\u7684\u878d\u5408\u7b56\u7565<\/figcaption><\/figure>\n\n\n\n<p>\u5c06\u6765\uff0c\u6211\u4eec\u5c06\u4f7f\u7528\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u641c\u7d22\u65b9\u6cd5\u4e3a\u4e0d\u540c\u7684\u795e\u7ecf\u7f51\u7edc\u83b7\u5f97\u66f4\u597d\u7684\u7ed3\u6784\uff0c\u5e76\u5c06\u5149\u5ea6\u5b66\u548c\u5929\u4f53\u6d4b\u91cf\u7b97\u6cd5\u96c6\u6210\u5230\u6211\u4eec\u7684\u6846\u67b6\u4e2d\u3002 \u7531\u4e8e\u6211\u4eec\u7684\u6846\u67b6\u53ef\u4ee5\u5904\u7406\u5177\u6709\u4efb\u610f\u6570\u91cf\u989c\u8272\u7684\u56fe\u50cf\uff0c\u56e0\u6b64\u6211\u4eec\u4e0d\u4ec5\u53ef\u4ee5\u4f7f\u7528\u6211\u4eec\u7684\u6846\u67b6\u6765\u5904\u7406\u901a\u8fc7\u5149\u5b66\u671b\u8fdc\u955c\uff08\u4f8b\u5982 AST3\u3001Sitian \u548c CSST\uff09\u83b7\u5f97\u7684\u6570\u636e\uff0c\u8fd8\u53ef\u4ee5\u4f7f\u7528\u5c04\u7535\u671b\u8fdc\u955c\uff08\u4f8b\u5982 SKA\uff09\u83b7\u5f97\u7684\u6570\u636e\uff0c SKA\u53ef\u4ee5\u83b7\u53d6\u591a\u8fbe\u767e\u4e2a\u901a\u9053\u7684\u6570\u636e\u3002<\/p>\n\n\n<p>\u7814\u7a76\u4ee3\u7801\u901a\u8fc7\u4e2d\u56fd\u865a\u62df\u5929\u6587\u53f0PaperData\u5e73\u53f0\u53d1\u5e03\uff08doi\uff1a<a href=\"DOI: 10.12149\/101190\">10.12149\/101190<\/a>\uff09\uff0c\u76f8\u5173\u4e91\u670d\u52a1\u8d44\u6e90\u7531\u667a\u80fd\u5149\u5b66\u6210\u50cf\u5b9e\u9a8c\u5ba4\u90e8\u7f72\u3002<\/p>\n\n\n<p>\u8bba\u6587\u5185\u5bb9\u89e3\u8bfb\u7531\u592a\u539f\u7406\u5de5\u5927\u5b66\u90d1\u4ea6\u5929\u540c\u5b66\u5b8c\u6210\uff0c\u90d1\u4ea6\u5929\u540c\u5b662020\u5e74\u672c\u79d1\u6bd5\u4e1a\u4e8e\u6c88\u9633\u519c\u4e1a\u5927\u5b66\u5927\u5b66\uff0c20\u5e74\u52a0\u5165\u592a\u539f\u7406\u5de5\u5927\u5b66\u667a\u80fd\u5149\u5b66\u6210\u50cf\u5b9e\u9a8c\u5ba4\u5f00\u5c55\u673a\u5668\u5b66\u4e60\u53ca\u4eba\u5de5\u667a\u80fd\u65b9\u9762\u7684\u7814\u7a76\uff0c\u76ee\u524d\u53c2\u4e0e\u5c0f\u7ec4\u5185\u6269\u5c55\u76ee\u6807\u68c0\u6d4b\u548c\u5e94\u7528\u65b9\u9762\u7684\u7814\u7a76\u3002<\/p>\n\n\n\n<p>\u667a\u80fd\u5149\u5b66\u6210\u50cf\u5b9e\u9a8c\u5ba4\u7531\u8d3e\u9e4f\u535a\u58eb\u5efa\u7acb\uff0c\u9762\u5411\u56fd\u5bb6\u57fa\u7840\u79d1\u5b66\u88c5\u7f6e\u548c\u6218\u7565\u9700\u6c42\uff0c\u5f00\u5c55\u5149\u7535\u7cfb\u7edf\u6570\u5b57\u5b6a\u751f\u53ca\u667a\u80fd\u4fe1\u53f7\u5904\u7406\u7814\u7a76\uff0c\u7814\u7a76\u6210\u679c\u670d\u52a1\u6211\u56fd\u7a7a\u95f4\u7ad9\u5de1\u5929\u671b\u8fdc\u955c\u3001\u6b27\u6d32\u6781\u5927\u5149\u5b66\u671b\u8fdc\u955c\u3001\u5927\u5149\u5b66\u7ea2\u5916\u671b\u8fdc\u955c\u3001\u5e73\u65b9\u516c\u91cc\u9635\u5217\u3001\u7231\u56e0\u65af\u5766\u63a2\u9488\u3001\u53f8\u5929\u8ba1\u5212\u7b49\u56fd\u5185\u5916\u5927\u79d1\u5b66\u88c5\u7f6e\u3002\u8fd1\u5e74\u6765\uff0c\u5728\u56fd\u5bb6\u81ea\u7136\u79d1\u5b66\u57fa\u91d1\u3001\u8f7d\u4eba\u822a\u5929\u5de5\u7a0b\u548c\u5e73\u65b9\u516c\u91cc\u9635\u4e13\u9879\u9879\u76ee\u652f\u6301\u4e0b\uff0c\u878d\u5408\u5929\u6587\u4eea\u5668\u6570\u5b57\u5b6a\u751f\u548c\u667a\u80fd\u6570\u636e\u5904\u7406\u6280\u672f\u5f00\u5c55\u5929\u6587\u76ee\u6807\u4fe1\u606f\u81ea\u52a8\u63d0\u53d6\u548c\u672a\u77e5\u5929\u6587\u76ee\u6807\u53d1\u73b0\u7814\u7a76\uff0c\u52a9\u529b\u6211\u56fd\u79d1\u5b66\u5b9e\u73b0\u4ece0\u52301\u7684\u7a81\u7834\u3002<\/p>\n\n\n\n<p>\u89e3\u8bfb\u89c6\u9891\u94fe\u63a5\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-embed\"><div class=\"wp-block-embed__wrapper\">\nhttps:\/\/www.bilibili.com\/video\/BV1W24y1a7Wf\/?spm_id_from=333.999.0.0\n<\/div><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u8fd1\u65e5\uff0c\u667a\u80fd\u5149\u5b66\u6210\u50cf\u5b9e\u9a8c\u5ba4\u8d3e\u9e4f\u535a\u58eb\u5e26\u9886\u7684\u56e2\u961f\u901a\u8fc7\u5408\u4f5c\u7814\u7a76\uff0c\u5efa\u7acb\u4e86\u4e00\u79cd\u6269\u5c55\u76ee\u6807\u548c\u70b9\u6e90 <a class=\"more-link\" href=\"http:\/\/aojp.lamost.org\/?p=1672\">Read More ...<\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[49],"tags":[],"class_list":["post-1672","post","type-post","status-publish","format-standard","hentry","category-sciresearch"],"_links":{"self":[{"href":"http:\/\/aojp.lamost.org\/index.php?rest_route=\/wp\/v2\/posts\/1672","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/aojp.lamost.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/aojp.lamost.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/aojp.lamost.org\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"http:\/\/aojp.lamost.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1672"}],"version-history":[{"count":7,"href":"http:\/\/aojp.lamost.org\/index.php?rest_route=\/wp\/v2\/posts\/1672\/revisions"}],"predecessor-version":[{"id":1702,"href":"http:\/\/aojp.lamost.org\/index.php?rest_route=\/wp\/v2\/posts\/1672\/revisions\/1702"}],"wp:attachment":[{"href":"http:\/\/aojp.lamost.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1672"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/aojp.lamost.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1672"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/aojp.lamost.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1672"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}