{"id":41010,"date":"2026-05-28T22:05:59","date_gmt":"2026-05-28T14:05:59","guid":{"rendered":"https:\/\/17aitech.com\/?p=41010"},"modified":"2026-05-28T22:05:59","modified_gmt":"2026-05-28T14:05:59","slug":"cvpr-2026-%e5%8c%bb%e5%ad%a6%e5%bd%b1%e5%83%8f-ai-%e8%b6%8b%e5%8a%bf%e6%a2%b3%e7%90%86%ef%bc%9a%e4%bb%8e%e7%9c%8b%e6%87%82%e5%bd%b1%e5%83%8f%ef%bc%8c%e5%88%b0%e6%8e%a5%e7%ae%a1%e7%a7%91%e7%a0%94","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=41010","title":{"rendered":"CVPR 2026 \u533b\u5b66\u5f71\u50cf\u00a0AI \u8d8b\u52bf\u68b3\u7406\uff1a\u4ece\u770b\u61c2\u5f71\u50cf\uff0c\u5230\u63a5\u7ba1\u79d1\u7814\u5de5\u4f5c\u6d41"},"content":{"rendered":"<section style=\"text-align: center;margin: 0px 16px;line-height: 1.75em;display: block\" data-mpa-action-id=\"mmiwq6ij1i3r\" data-pm-slice=\"0 0 []\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-eb6280abab454de3109c8fc7d12268c5.jpeg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-eb6280abab454de3109c8fc7d12268c5.jpeg\"><\/a><\/section>\n<section data-mpa-template=\"t\" data-mpa-action-id=\"mmix4tgk1t7p\" data-pm-slice=\"5 10 []\" style=\"padding-left: 16px;padding-right: 16px\">\n<section style=\"width: 100%;display: flex;justify-content: center;align-items: center;padding: 0px\" data-mid=\"\">\n<section style=\"width: 100%;padding-left: 0px;padding-right: 0px\" data-mid=\"\">\n<section style=\"width: 100%;padding: 20px 0px 12px;margin-top: 0px;margin-bottom: 0px\" data-mid=\"\" data-mpa-action-id=\"mm0fhbur236d\" data-pm-slice=\"0 0 []\">\n<section style=\"text-align: center\">\n<section>\n<section style=\"text-align: justify;margin: 0px 16px\"><span style=\"font-family: Arial, Helvetica, sans-serif;font-size: 15px;font-weight: bold;letter-spacing: 0.5px\"><span data-mpa-action-id=\"mmix6wyl1l05\" data-pm-slice=\"0 0 []\"><span>\u6a21\u578b\u6b63\u4ece\u5f71\u50cf\u8bc6\u522b\u8d70\u5411\u9ad8\u6548\u9002\u914d\u3001\u4e34\u5e8a\u8bed\u4e49\u7406\u89e3\u4e0e\u8de8\u6a21\u6001\u63a8\u7406\u3002<\/span><\/span><\/span><\/section>\n<p><span data-mpa-action-id=\"mpmdiljjnsz\"><\/span><span data-mpa-action-id=\"mol351x7vpj\"><\/span><span data-mpa-action-id=\"moi8hskqjba\"><\/span><span data-mpa-action-id=\"mogtzlgx10vm\"><\/span><span data-lark-record-data=\"{&quot;rootId&quot;:&quot;LjxJd8qzuor6Epx2M6ZckxNPn1g&quot;,&quot;text&quot;:{&quot;initialAttributedTexts&quot;:{&quot;text&quot;:{&quot;0&quot;:&quot;CFG-Ctrl\uff1a\u5c06\u4e0d\u7a33\u5b9a\u7684\u6269\u6563\u6a21\u578b\u5f15\u5bfc\u673a\u5236\u8f6c\u5316\u4e3a\u53ef\u63a7\u52a8\u6001\u7cfb\u7edf\uff0c\u5b9e\u73b0\u66f4\u7a33\u5b9a\u3001\u66f4\u7cbe\u51c6\u6587\u751f\u56fe\u751f\u6210\u3002&quot;},&quot;attribs&quot;:{&quot;0&quot;:&quot;*0+1b&quot;}},&quot;apool&quot;:{&quot;numToAttrib&quot;:{&quot;0&quot;:[&quot;author&quot;,&quot;7423211812901912578&quot;]},&quot;nextNum&quot;:1}},&quot;type&quot;:&quot;text&quot;,&quot;referenceRecordMap&quot;:{},&quot;extra&quot;:{&quot;channel&quot;:&quot;saas&quot;,&quot;isEqualBlockSelection&quot;:false,&quot;pasteRandomId&quot;:&quot;0be2e652-63a1-4d29-9763-10c700ec49ed&quot;,&quot;mention_page_title&quot;:{},&quot;external_mention_url&quot;:{}},&quot;isKeepQuoteContainer&quot;:false,&quot;isFromCode&quot;:false,&quot;selection&quot;:[{&quot;id&quot;:4,&quot;type&quot;:&quot;text&quot;,&quot;selection&quot;:{&quot;start&quot;:6,&quot;end&quot;:53},&quot;recordId&quot;:&quot;Bzg4drsQbofx8GxYGv6cE3tunQg&quot;}],&quot;payloadMap&quot;:{},&quot;isCut&quot;:false}\" data-lark-record-format=\"docx\/text\"><\/span><span data-mpa-action-id=\"mnzgnyz4r7u\"><\/span><span data-lark-record-data=\"{&quot;rootId&quot;:&quot;Nephd3smFoNM6cx8DMicCb9Xn1V&quot;,&quot;text&quot;:{&quot;initialAttributedTexts&quot;:{&quot;text&quot;:{&quot;0&quot;:&quot;CubeComposer\uff1a\u4e00\u79cd\u57fa\u4e8e\u65f6\u7a7a\u81ea\u56de\u5f52\u7684360\u00b0\u89c6\u9891\u751f\u6210\u6846\u67b6\uff0c\u517c\u987e\u6e05\u6670\u5ea6\u3001\u8fde\u8d2f\u6027\u4e0e\u6c89\u6d78\u611f\u3002&quot;},&quot;attribs&quot;:{&quot;0&quot;:&quot;*0+1c&quot;}},&quot;apool&quot;:{&quot;numToAttrib&quot;:{&quot;0&quot;:[&quot;author&quot;,&quot;7423211812901912578&quot;]},&quot;nextNum&quot;:1}},&quot;type&quot;:&quot;text&quot;,&quot;referenceRecordMap&quot;:{},&quot;extra&quot;:{&quot;channel&quot;:&quot;saas&quot;,&quot;isEqualBlockSelection&quot;:false,&quot;pasteRandomId&quot;:&quot;26193a8f-73b6-4cc6-b633-c0d791560d1e&quot;,&quot;mention_page_title&quot;:{},&quot;external_mention_url&quot;:{}},&quot;isKeepQuoteContainer&quot;:false,&quot;isFromCode&quot;:false,&quot;selection&quot;:[{&quot;id&quot;:4,&quot;type&quot;:&quot;text&quot;,&quot;selection&quot;:{&quot;start&quot;:6,&quot;end&quot;:54},&quot;recordId&quot;:&quot;OHrkdlwnxoaquXxMsjfc0ltfnYf&quot;}],&quot;payloadMap&quot;:{},&quot;isCut&quot;:false}\" data-lark-record-format=\"docx\/text\"><\/span><span data-lark-record-data=\"{&quot;rootId&quot;:&quot;GryTdyP6aoJPaCxF34xcp3Nunce&quot;,&quot;text&quot;:{&quot;initialAttributedTexts&quot;:{&quot;text&quot;:{&quot;0&quot;:&quot;\u5b89\u5168\u95ee\u9898\u4e0d\u518d\u5c40\u9650\u6a21\u578b\uff0c\u800c\u662f\u7cfb\u7edf\u4e2d\u7684\u63a7\u5236\u6743\u4e4b\u4e89\u3002&quot;},&quot;attribs&quot;:{&quot;0&quot;:&quot;*0+n&quot;}},&quot;apool&quot;:{&quot;numToAttrib&quot;:{&quot;0&quot;:[&quot;author&quot;,&quot;7423211812901912578&quot;]},&quot;nextNum&quot;:1}},&quot;type&quot;:&quot;text&quot;,&quot;referenceRecordMap&quot;:{},&quot;extra&quot;:{&quot;channel&quot;:&quot;saas&quot;,&quot;isEqualBlockSelection&quot;:false,&quot;pasteRandomId&quot;:&quot;cce73c80-6fa0-44db-a1f4-8480dd0fdd50&quot;,&quot;mention_page_title&quot;:{},&quot;external_mention_url&quot;:{}},&quot;isKeepQuoteContainer&quot;:false,&quot;isFromCode&quot;:false,&quot;selection&quot;:[{&quot;id&quot;:11,&quot;type&quot;:&quot;text&quot;,&quot;selection&quot;:{&quot;start&quot;:6,&quot;end&quot;:29},&quot;recordId&quot;:&quot;GTwzd8RoOoU8oexAeN7c6v6qn8R&quot;}],&quot;payloadMap&quot;:{},&quot;isCut&quot;:false}\" data-lark-record-format=\"docx\/text\"><\/span><span data-mpa-action-id=\"mmk1kmdah2q\"><\/span><\/p>\n<section style=\"text-align: left;margin-bottom: 0px;margin-top: 0px\"><span style=\"font-family: Arial, Helvetica, sans-serif;font-size: 15px;font-weight: bold;letter-spacing: 0.5px\"><span><br \/><\/span><\/span><\/section>\n<\/section>\n<\/section>\n<p><span data-lark-record-data=\"{&quot;rootId&quot;:&quot;XVkTdFgTjoSOOfx0zV4cRv7nnDg&quot;,&quot;text&quot;:{&quot;initialAttributedTexts&quot;:{&quot;text&quot;:{&quot;0&quot;:&quot;\u8d1d\u5854\u65e0\u9650\u5c06\u7784\u51c6\u4e07\u4ebf\u6d88\u8d39\u7ea7\u673a\u5668\u4eba\u84dd\u6d77\u5e02\u573a\u3002&quot;},&quot;attribs&quot;:{&quot;0&quot;:&quot;*0+k&quot;}},&quot;apool&quot;:{&quot;numToAttrib&quot;:{&quot;0&quot;:[&quot;author&quot;,&quot;7066985350417170460&quot;]},&quot;nextNum&quot;:1}},&quot;type&quot;:&quot;text&quot;,&quot;referenceRecordMap&quot;:{},&quot;extra&quot;:{&quot;channel&quot;:&quot;saas&quot;,&quot;isEqualBlockSelection&quot;:false,&quot;pasteRandomId&quot;:&quot;d4121fb1-0735-411e-82ac-5446e497d0c2&quot;,&quot;mention_page_title&quot;:{},&quot;external_mention_url&quot;:{}},&quot;isKeepQuoteContainer&quot;:false,&quot;isFromCode&quot;:false,&quot;selection&quot;:[{&quot;id&quot;:6,&quot;type&quot;:&quot;text&quot;,&quot;selection&quot;:{&quot;start&quot;:3,&quot;end&quot;:23},&quot;recordId&quot;:&quot;M0FfdVGsRo1taCx2dVBcUm9SnFc&quot;}],&quot;payloadMap&quot;:{},&quot;isCut&quot;:false}\" data-lark-record-format=\"docx\/text\"><\/span><span data-lark-record-data=\"{&quot;rootId&quot;:&quot;HyUOdX3GEoRVXdxcfUfcPgCFn8K&quot;,&quot;text&quot;:{&quot;initialAttributedTexts&quot;:{&quot;text&quot;:{&quot;0&quot;:&quot;26\u5e74\u4e4b\u4e8e\u5177\u8eab\u667a\u80fd\uff0c\u5c31\u662f23\u5e74\u4e4b\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u3002&quot;},&quot;attribs&quot;:{&quot;0&quot;:&quot;*0+n&quot;}},&quot;apool&quot;:{&quot;numToAttrib&quot;:{&quot;0&quot;:[&quot;author&quot;,&quot;7066985350417170460&quot;]},&quot;nextNum&quot;:1}},&quot;type&quot;:&quot;text&quot;,&quot;referenceRecordMap&quot;:{},&quot;extra&quot;:{&quot;channel&quot;:&quot;saas&quot;,&quot;isEqualBlockSelection&quot;:false,&quot;pasteRandomId&quot;:&quot;223a8d9b-7e7d-40d4-b910-244b8b09367a&quot;,&quot;mention_page_title&quot;:{},&quot;external_mention_url&quot;:{}},&quot;isKeepQuoteContainer&quot;:false,&quot;isFromCode&quot;:false,&quot;selection&quot;:[{&quot;id&quot;:2,&quot;type&quot;:&quot;text&quot;,&quot;selection&quot;:{&quot;start&quot;:4,&quot;end&quot;:27},&quot;recordId&quot;:&quot;JtD7dqrTZoMV7dxZYXYcEJOSn9e&quot;}],&quot;payloadMap&quot;:{},&quot;isCut&quot;:false}\" data-lark-record-format=\"docx\/text\"><\/span><span data-mpa-action-id=\"mkwc1mygyhi\"><\/span><span data-mpa-action-id=\"mkqn0kmf15uo\"><\/span><\/p>\n<p style=\"font-size: 14px;line-height: 25px;margin-bottom: 0px;margin-top: 0px\" data-mid=\"\"><span style=\"font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #888888;font-weight: normal\">\u00a0 \u00a0 \u4f5c\u8005\u4e28\u90d1\u4f73\u7f8e<\/span><\/span><strong style=\"margin-right: 0px;margin-left: 0px;padding: 0px;font-weight: bolder;max-width: 100%;letter-spacing: 0.544px;font-size: 14px;font-family: Optima-Regular, PingFangTC-light\"><span style=\"margin-right: 0px;margin-left: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.5px\"><strong style=\"margin-right: 0px;margin-left: 0px;padding: 0px;font-weight: bolder;max-width: 100%;letter-spacing: 0.544px;font-size: 14px\"><span data-pm-slice=\"2 2 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;-webkit-tap-highlight-color: transparent;margin: 0px 16px;padding: 0px;outline: 0px;max-width: 100%;clear: both;min-height: 1em;color: rgba(0, 0, 0, 0.9);font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;background-color: rgb(255, 255, 255);line-height: normal;visibility: visible;box-sizing: border-box !important;overflow-wrap: break-word !important;&quot;,&quot;data-pm-slice&quot;:&quot;0 0 []&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;node&quot;,{&quot;tagName&quot;:&quot;strong&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;-webkit-tap-highlight-color: transparent;margin-top: 0px;margin-bottom: 0px;padding: 0px;outline: 0px;font-weight: bolder;max-width: 100%;letter-spacing: 0.544px;font-size: 14px;visibility: visible;box-sizing: border-box !important;overflow-wrap: break-word !important;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\" style=\"margin-right: 0px;margin-left: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.5px\"><span style=\"margin-right: 0px;margin-left: 0px;padding: 0px;max-width: 100%\"><br \/><\/span><\/span><\/strong><\/span><\/strong><\/p>\n<p style=\"font-size: 14px;line-height: 25px;margin-bottom: 0px;margin-top: 0px\" data-mid=\"\"><span style=\"font-family: Optima-Regular, PingFangTC-light\" data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;section&quot;,&quot;attributes&quot;:{&quot;data-mpa-template&quot;:&quot;t&quot;,&quot;mpa-data-temp-power-by&quot;:&quot;yiban.io&quot;,&quot;mpa-data-temp-type&quot;:&quot;image&quot;,&quot;mpa-from-tpl&quot;:&quot;t&quot;,&quot;data-mpa-action-id&quot;:&quot;mbgaxk84ewm&quot;,&quot;data-pm-slice&quot;:&quot;5 1 []&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;para&quot;,{&quot;tagName&quot;:&quot;section&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;width: 100%;display: flex;justify-content: center;align-items: center;padding: 0px 14px 0px 14px;&quot;,&quot;data-mid&quot;:&quot;&quot;,&quot;mpa-from-tpl&quot;:&quot;t&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;para&quot;,{&quot;tagName&quot;:&quot;section&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;width: 100%;&quot;,&quot;data-mid&quot;:&quot;&quot;,&quot;mpa-from-tpl&quot;:&quot;t&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;para&quot;,{&quot;tagName&quot;:&quot;section&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;width: 100%;background: #F6F8FF;padding: 20px 12px 12px 12px;&quot;,&quot;data-mid&quot;:&quot;&quot;,&quot;mpa-from-tpl&quot;:&quot;t&quot;,&quot;data-mpa-action-id&quot;:&quot;mbgdp4b11wn2&quot;,&quot;data-pm-slice&quot;:&quot;0 0 []&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;yb-mpa-mark&quot;:&quot;mark-main-text&quot;,&quot;style&quot;:&quot;font-size: 14px;color: #000000;line-height: 25px;word-break: break-word;&quot;,&quot;data-mid&quot;:&quot;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\"><span style=\"color: #888888;font-weight: normal;font-family: Arial, Helvetica, sans-serif\"><span>\u00a0 \u00a0 \u7f16\u8f91\u4e28\u9a6c\u6653\u5b81<\/span><\/span><\/span><\/p>\n<p style=\"font-size: 14px;line-height: 25px;text-align: right;margin: 0px 16px\" data-mid=\"\"><strong style=\"padding: 0px;font-weight: bolder;max-width: 100%;letter-spacing: 0.544px;font-size: 14px;font-family: Optima-Regular, PingFangTC-light\" data-mpa-action-id=\"mc1ad7ht254l\"><strong style=\"padding: 0px;font-weight: bolder;max-width: 100%;letter-spacing: 0.544px;font-size: 14px\"><span data-pm-slice=\"2 2 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;-webkit-tap-highlight-color: transparent;margin: 0px 16px;padding: 0px;outline: 0px;max-width: 100%;clear: both;min-height: 1em;color: rgba(0, 0, 0, 0.9);font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;background-color: rgb(255, 255, 255);line-height: normal;visibility: visible;box-sizing: border-box !important;overflow-wrap: break-word !important;&quot;,&quot;data-pm-slice&quot;:&quot;0 0 []&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;node&quot;,{&quot;tagName&quot;:&quot;strong&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;-webkit-tap-highlight-color: transparent;margin-top: 0px;margin-bottom: 0px;padding: 0px;outline: 0px;font-weight: bolder;max-width: 100%;letter-spacing: 0.544px;font-size: 14px;visibility: visible;box-sizing: border-box !important;overflow-wrap: break-word !important;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\" style=\"padding: 0px;max-width: 100%;letter-spacing: 0.5px\"><span>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0<\/span><\/span><\/strong><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u533b\u5b66 AI \u8fc7\u53bb\u5f88\u957f\u4e00\u6bb5\u65f6\u95f4\u90fd\u5728\u56de\u7b54\u4e00\u4e2a\u95ee\u9898\uff1a\u6a21\u578b\u80fd\u4e0d\u80fd\u770b\u5f97\u6bd4\u4eba\u66f4\u51c6\uff1f<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u4e8e\u662f\uff0c\u5927\u91cf\u7814\u7a76\u56f4\u7ed5\u75c5\u7076\u8bc6\u522b\u3001\u5668\u5b98\u5206\u5272\u3001\u5f71\u50cf\u5206\u7c7b\u548c\u62a5\u544a\u751f\u6210\u5c55\u5f00\uff0c\u76ee\u6807\u662f\u5728\u6807\u51c6\u6570\u636e\u96c6\u4e0a\u53d6\u5f97\u66f4\u9ad8\u6307\u6807\u3002\u4f46\u73b0\u5728\uff0c\u8fd9\u4e2a\u95ee\u9898\u5df2\u7ecf\u4e0d\u591f\u4e86\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u771f\u5b9e\u7684\u533b\u5b66\u4e0e\u751f\u7269\u79d1\u7814\u573a\u666f\u5e76\u4e0d\u662f\u4e00\u4e2a\u5e72\u51c0\u3001\u7edf\u4e00\u3001\u6807\u6ce8\u5145\u5206\u7684 benchmark\uff0c\u800c\u662f\u7531\u4e0d\u540c\u8bbe\u5907\u3001\u4e0d\u540c\u534f\u8bae\u3001\u4e0d\u540c\u6570\u636e\u8d28\u91cf\u3001\u4e0d\u540c\u4efb\u52a1\u76ee\u6807\u548c\u4e0d\u540c\u4e13\u4e1a\u77e5\u8bc6\u5171\u540c\u7ec4\u6210\u7684\u590d\u6742\u7cfb\u7edf\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u56e0\u6b64\uff0c\u65b0\u7684\u7814\u7a76\u91cd\u70b9\u5f00\u59cb\u53d1\u751f\u8f6c\u79fb\u3002\u4e00\u4e2a\u6a21\u578b\u662f\u5426\u6709\u4ef7\u503c\uff0c\u4e0d\u518d\u53ea\u53d6\u51b3\u4e8e\u5b83\u5728\u67d0\u4e2a\u6570\u636e\u96c6\u4e0a\u7684\u5206\u6570\uff0c\u800c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u65b0\u5b9e\u9a8c\u5ba4\u7684\u6570\u636e\u4e0a\u5feb\u901f\u9002\u914d\uff0c\u80fd\u5426\u7528\u66f4\u5c11\u6807\u6ce8\u5b66\u5230\u6709\u6548\u63a8\u7406\uff0c\u80fd\u5426\u628a CT\u3001\u8d85\u58f0\u3001\u75c5\u7406\u3001\u62a5\u544a\u3001\u7a7a\u95f4\u8f6c\u5f55\u7ec4\u3001\u8fd0\u52a8\u4f20\u611f\u5668\u3001\u8111\u6d3b\u52a8\u548c\u591a\u89c6\u89d2 X-ray \u7b49\u5f02\u8d28\u4fe1\u606f\u8fde\u63a5\u8d77\u6765\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u4e5f\u5c31\u662f\u8bf4\uff0c\u533b\u5b66\u4e0e\u751f\u7269\u89c6\u89c9\u6b63\u5728\u4ece\u201c\u4f1a\u770b\u56fe\u201d\u8d70\u5411\u201c\u4f1a\u7406\u89e3\u4efb\u52a1\u201d\uff0c\u4ece\u201c\u6a21\u578b\u672c\u8eab\u66f4\u5927\u201d\u8d70\u5411\u201c\u7cfb\u7edf\u6574\u4f53\u66f4\u6709\u7528\u201d\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">CVPR 2026 \u76f8\u5173\u8bba\u6587\u4e2d\u4e5f\u80fd\u770b\u5230\u8fd9\u79cd\u8d8b\u52bf\uff1a\u4e00\u65b9\u9762\uff0cAI agent\u3001\u6570\u636e\u7b5b\u9009\u548c\u8f7b\u91cf\u5316\u9002\u914d\u65b9\u6cd5\u6b63\u5728\u51cf\u5c11\u4eba\u5de5\u8c03\u53c2\u3001\u6570\u636e\u6807\u6ce8\u548c\u6a21\u578b\u5fae\u8c03\u6210\u672c\uff1b<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u53e6\u4e00\u65b9\u9762\uff0c\u4e09\u7ef4 CT \u57fa\u7840\u6a21\u578b\u3001\u8d85\u58f0\u56fe\u6587\u9884\u8bad\u7ec3\u3001\u7a7a\u95f4\u8f6c\u5f55\u7ec4\u9884\u6d4b\u3001IMU-\u89c6\u9891\u5bf9\u9f50\u3001fMRI \u89c6\u9891\u91cd\u5efa\u548c\u53cc\u89c6\u89d2 X-ray \u63a8\u7406\u7b49\u5de5\u4f5c\uff0c\u5219\u4e0d\u65ad\u6269\u5c55\u533b\u5b66\u89c6\u89c9\u6a21\u578b\u80fd\u591f\u5904\u7406\u7684\u4fe1\u606f\u8fb9\u754c\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u8fd9\u4e9b\u7814\u7a76\u5171\u540c\u6307\u5411\u4e00\u4e2a\u65b9\u5411\uff1a<\/span><strong><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u533b\u5b66 AI \u7684\u4e0b\u4e00\u6b65\uff0c\u4e0d\u53ea\u662f\u8bad\u7ec3\u66f4\u5927\u7684\u6a21\u578b\uff0c\u800c\u662f\u8ba9\u6a21\u578b\u771f\u6b63\u8fdb\u5165\u771f\u5b9e\u79d1\u7814\u4e0e\u4e34\u5e8a\u6d41\u7a0b\u3002<\/span><\/strong><\/p>\n<section data-mpa-template=\"t\" data-mpa-action-id=\"mpmdn7jq1wmy\">\n<section data-mpa-template=\"t\" data-mpa-action-id=\"mba8mvlk1t2b\">\n<section style=\"width: 100%;display: flex;justify-content: center;align-items: center;padding: 0px 14px 0px 14px\" data-mid=\"\">\n<section style=\"display: flex;justify-content: flex-start;align-items: center;flex-direction: column\" data-mid=\"\">\n<section style=\"width: 38px;height: 38px;display: flex;justify-content: center;align-items: center;margin-bottom: -38px;margin-left: -20px\" data-mid=\"\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-dfb36637b62f2e50269ae604239dd546.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-dfb36637b62f2e50269ae604239dd546.gif\"><\/a><\/section>\n<section style=\"text-align: center\" data-mid=\"\">\n<p style=\"font-size: 36px;color: #333333;line-height: 50px\" data-mid=\"\"><strong data-mid=\"\"><span>01<\/span><span><br \/><\/span><\/strong><\/p>\n<h2 data-pm-slice=\"0 0 []\"><span><br \/><\/span><\/h2>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_78 ez-toc-wrap-left-text counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg 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href=\"https:\/\/17aitech.com\/?p=41010\/#%E5%B0%91%E6%95%B0%E6%8D%AE%E3%80%81%E5%B0%91%E5%BE%AE%E8%B0%83%E3%80%81%E5%B0%91%E4%BA%BA%E5%B7%A5\" >\u5c11\u6570\u636e\u3001\u5c11\u5fae\u8c03\u3001\u5c11\u4eba\u5de5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/17aitech.com\/?p=41010\/#%E4%BB%8E%E4%B8%89%E7%BB%B4_CT_%E5%88%B0%E8%B6%85%E5%A3%B0%E5%9B%BE%E6%96%87%E7%90%86%E8%A7%A3\" >\u4ece\u4e09\u7ef4 CT \u5230\u8d85\u58f0\u56fe\u6587\u7406\u89e3<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/17aitech.com\/?p=41010\/#%E4%BB%8E%E7%97%85%E7%90%86%E3%80%81%E8%BF%90%E5%8A%A8%E5%88%B0_X-ray_%E5%8F%8C%E8%A7%86%E8%A7%92\" >\u4ece\u75c5\u7406\u3001\u8fd0\u52a8\u5230 X-ray \u53cc\u89c6\u89d2<\/a><\/li><\/ul><\/nav><\/div>\n<h2 data-pm-slice=\"0 0 []\"><span class=\"ez-toc-section\" id=\"%E5%B0%91%E6%95%B0%E6%8D%AE%E3%80%81%E5%B0%91%E5%BE%AE%E8%B0%83%E3%80%81%E5%B0%91%E4%BA%BA%E5%B7%A5\"><\/span><strong data-mid=\"\"><strong style=\"justify-content: flex-start;align-items: center;flex-direction: column;text-align: center;font-size: 18px;line-height: 25px;font-weight: bold;font-family: Optima-Regular, PingFangTC-light\"><strong style=\"justify-content: flex-start;align-items: center;flex-direction: column;text-align: center;line-height: 25px;font-weight: bold;font-family: Arial, Helvetica, sans-serif;font-size: 18px\"><span style=\"justify-content: flex-start;align-items: center;flex-direction: column;text-align: center;color: #333333;line-height: 25px;font-weight: bold;font-family: Arial, Helvetica, sans-serif;font-size: 18px\" data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;text-align: justify; margin: 16px 16px 24px; line-height: 1.75em;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;node&quot;,{&quot;tagName&quot;:&quot;strong&quot;,&quot;attributes&quot;:{&quot;style&quot;:null},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\">\u5c11\u6570\u636e\u3001\u5c11\u5fae\u8c03\u3001\u5c11\u4eba\u5de5<\/span><span><br \/><\/span><\/strong><\/strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"text-align: left;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u6765\u81ea\u52a0\u5dde\u7406\u5de5\u5b66\u9662\u3001\u5eb7\u5948\u5c14\u5927\u5b66\u3001\u5fb7\u514b\u8428\u65af\u5927\u5b66\u5965\u65af\u6c40\u5206\u6821\u548c\u4f26\u65af\u52d2\u7406\u5de5\u5b66\u9662\u7684\u7814\u7a76\u56e2\u961f\u5728<\/span><strong><span style=\"line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u300aSimple Agents Outperform Experts in Biomedical Imaging Workflow Optimization\u300b<\/span><\/strong><span style=\"line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u4e2d\uff0c\u5173\u6ce8\u7684\u662f\u5982\u4f55\u7528\u7b80\u5355\u7684 AI agent \u81ea\u52a8\u4f18\u5316\u751f\u7269\u533b\u5b66\u56fe\u50cf\u5206\u6790\u5de5\u4f5c\u6d41\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u7814\u7a76\u7684\u91cd\u70b9\u4e0d\u662f\u91cd\u65b0\u8bad\u7ec3\u4e00\u4e2a\u65b0\u6a21\u578b\uff0c\u800c\u662f\u8ba9 agent \u4e3a\u5df2\u6709\u7684\u6210\u719f\u5de5\u5177\u81ea\u52a8\u7f16\u5199\u56fe\u50cf\u9884\u5904\u7406\u548c\u540e\u5904\u7406\u4ee3\u7801\uff0c\u4ece\u800c\u89e3\u51b3\u4e0d\u540c\u5b9e\u9a8c\u5ba4\u3001\u4e0d\u540c\u6210\u50cf\u8bbe\u5907\u3001\u4e0d\u540c\u6570\u636e\u5206\u5e03\u4e0b\u5de5\u5177\u6548\u679c\u4e0b\u964d\u7684\u95ee\u9898\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u8bba\u6587\u5728 Polaris\u3001Cellpose \u548c MedSAM \u8fd9 3 \u4e2a\u771f\u5b9e\u751f\u7269\u533b\u5b66\u56fe\u50cf\u5206\u6790\u6d41\u7a0b\u4e0a\u8fdb\u884c\u4e86\u5b9e\u9a8c\uff0c\u8986\u76d6\u5355\u5206\u5b50\u70b9\u68c0\u6d4b\u3001\u7ec6\u80de\u5b9e\u4f8b\u5206\u5272\u548c\u533b\u5b66\u56fe\u50cf\u5206\u5272\u7b49\u4e0d\u540c\u5c3a\u5ea6\u4efb\u52a1\uff0c\u7ed3\u679c\u53d1\u73b0\u7b80\u5355\u7684\u57fa\u7840 agent \u5c31\u80fd\u8d85\u8fc7\u4e13\u5bb6\u624b\u5199\u7684\u5b98\u65b9\u4f18\u5316\u65b9\u6848\uff0c\u5c24\u5176\u5728 MedSAM \u4efb\u52a1\u4e0a\u63d0\u5347\u975e\u5e38\u660e\u663e\u3002<\/span><\/p>\n<section style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-fffa8259067e8d16e3ed66edbbd7f28c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-fffa8259067e8d16e3ed66edbbd7f28c.png\"><\/a><\/section>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 14px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\" data-mpa-action-id=\"mpmdrrdh1ku\" data-pm-slice=\"0 0 []\"><span style=\"color: #888888;font-style: italic\">\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2512.06006v1<\/span><\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u7814\u7a76\u7684\u4eae\u70b9\u5728\u4e8e\uff0c\u5b83\u8bc1\u660e\u4e86\u5728\u8fd9\u79cd\u5de5\u7a0b\u6027\u5f88\u5f3a\u3001\u6570\u636e\u91cf\u6709\u9650\u3001\u76ee\u6807\u660e\u786e\u7684\u79d1\u7814\u5de5\u4f5c\u6d41\u4f18\u5316\u573a\u666f\u4e2d\uff0c\u7b80\u5355\u3001\u900f\u660e\u3001\u4f4e\u6210\u672c\u7684 agent \u5f80\u5f80\u5df2\u7ecf\u8db3\u591f\u6709\u6548\uff0c\u590d\u6742\u7684 agent \u67b6\u6784\u3001\u4e13\u5bb6\u51fd\u6570\u5e93\u6216 AutoML \u5e76\u4e0d\u4e00\u5b9a\u7a33\u5b9a\u5e26\u6765\u6536\u76ca\uff0c\u751a\u81f3\u53ef\u80fd\u56e0\u4e3a\u4efb\u52a1\u5dee\u5f02\u3001\u641c\u7d22\u7a7a\u95f4\u504f\u7f6e\u6216\u5c0f\u9a8c\u8bc1\u96c6\u8fc7\u62df\u5408\u800c\u964d\u4f4e\u6548\u679c\uff1b<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u540c\u65f6\uff0c\u8bba\u6587\u8fd8\u5206\u6790\u4e86\u4e0d\u540c\u4efb\u52a1\u4e2d API \u7a7a\u95f4\u548c\u53c2\u6570\u7a7a\u95f4\u7684\u5dee\u5f02\uff0c\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48\u540c\u4e00\u79cd agent \u8bbe\u8ba1\u5728\u4e0d\u540c\u5de5\u5177\u4e0a\u8868\u73b0\u4e0d\u540c\u3002\u96f7\u5cf0\u7f51<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u6574\u4f53\u6765\u770b\uff0c\u8fd9\u9879\u5de5\u4f5c\u628a LLM agent \u4ece\u6cdb\u6cdb\u7684\u81ea\u52a8\u5316\u6982\u5ff5\u843d\u5230\u4e86\u771f\u5b9e\u79d1\u7814\u5de5\u5177\u9002\u914d\u4e2d\uff0c\u8bf4\u660e agent \u53ef\u4ee5\u5e2e\u52a9\u79d1\u7814\u4eba\u5458\u51cf\u5c11\u5927\u91cf\u624b\u5de5\u8c03\u53c2\u548c\u4ee3\u7801\u9002\u914d\u5de5\u4f5c\uff0c\u5e76\u6709\u6f5c\u529b\u6210\u4e3a\u751f\u7269\u533b\u5b66\u56fe\u50cf\u5206\u6790\u5de5\u5177\u843d\u5730\u5e94\u7528\u4e2d\u7684\u5b9e\u7528\u8f85\u52a9\u7cfb\u7edf\u3002<\/span><\/p>\n<section style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-d154845d0f9ff5ad9377f2017cc478c4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-d154845d0f9ff5ad9377f2017cc478c4.png\"><\/a><\/section>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u5728\u5de5\u5177\u5de5\u4f5c\u6d41\u7684\u81ea\u52a8\u9002\u914d\u4e4b\u5916\uff0c<\/span><strong><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u300aTowards Efficient Medical Reasoning with Minimal Fine-Tuning Data\u300b<\/span><\/strong><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u628a\u95ee\u9898\u8f6c\u5411\u533b\u5b66\u63a8\u7406\u6a21\u578b\u7684\u8bad\u7ec3\u6570\u636e\u9009\u62e9\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u6765\u81ea\u534e\u4e1c\u5e08\u8303\u5927\u5b66\u3001\u7a46\u7f55\u9ed8\u5fb7\u00b7\u672c\u00b7\u624e\u8036\u5fb7\u4eba\u5de5\u667a\u80fd\u5927\u5b66\u3001\u8499\u7eb3\u58eb\u5927\u5b66\u548c\u4e0a\u6d77\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u7684\u7814\u7a76\u56e2\u961f\u63d0\u51fa DIQ\uff0c\u5373 Difficulty-Influence Quadrant\uff0c\u5e0c\u671b\u7528\u6781\u5c11\u91cf\u5fae\u8c03\u6570\u636e\u63d0\u5347\u533b\u5b66\u63a8\u7406\u6a21\u578b\u7684\u6548\u7387\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u7814\u7a76\u6307\u51fa\uff0c\u533b\u5b66 VLM \/ LLM \u7684\u76d1\u7763\u5fae\u8c03\u901a\u5e38\u4f9d\u8d56\u5927\u91cf\u5e26\u63a8\u7406\u94fe\u7684\u6570\u636e\uff0c\u4f46\u5176\u4e2d\u5b58\u5728\u8bb8\u591a\u91cd\u590d\u3001\u4f4e\u8d28\u91cf\u6216\u4f18\u5316\u4ef7\u503c\u4e0d\u9ad8\u7684\u6837\u672c\uff0c\u76f4\u63a5\u6269\u5927\u6570\u636e\u89c4\u6a21\u4f1a\u5e26\u6765\u8f83\u9ad8\u8ba1\u7b97\u6210\u672c\uff0c\u4e5f\u4e0d\u4e00\u5b9a\u63d0\u5347\u590d\u6742\u4e34\u5e8a\u63a8\u7406\u80fd\u529b\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u8bba\u6587\u8ba4\u4e3a\uff0c\u5355\u7eaf\u6309\u201c\u96be\u5ea6\u201d\u9009\u6570\u636e\u5bb9\u6613\u9009\u5230\u566a\u58f0\u5927\u3001\u8fc7\u96be\u4e14\u96be\u4ee5\u4f18\u5316\u7684\u6837\u672c\uff0c\u5355\u7eaf\u6309\u201c\u68af\u5ea6\u5f71\u54cd\u201d\u9009\u6570\u636e\u53c8\u5bb9\u6613\u504f\u5411\u6d45\u5c42\u3001\u597d\u5b66\u4f46\u63a8\u7406\u4e0d\u6df1\u7684\u6837\u672c\uff0c\u56e0\u6b64 DIQ \u540c\u65f6\u8ba1\u7b97\u6bcf\u4e2a\u6837\u672c\u7684\u533b\u5b66\u63a8\u7406\u96be\u5ea6\u548c\u8bad\u7ec3\u5f71\u54cd\u529b\uff0c\u628a\u6837\u672c\u5212\u5206\u5230\u4e0d\u540c\u8c61\u9650\uff0c\u5e76\u4f18\u5148\u9009\u62e9\u201c\u9ad8\u96be\u5ea6\u3001\u9ad8\u5f71\u54cd\u529b\u201d\u7684\u6570\u636e\uff0c\u8ba9\u6a21\u578b\u5728\u5f88\u5c0f\u6570\u636e\u91cf\u4e0b\u4e5f\u80fd\u5b66\u5230\u6709\u4ef7\u503c\u7684\u4e34\u5e8a\u63a8\u7406\u6a21\u5f0f\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u5b9e\u9a8c\u663e\u793a\uff0c\u5728 Huatuo \u548c FineMed \u7b49\u533b\u5b66\u63a8\u7406\u6570\u636e\u4e0a\uff0cDIQ \u53ea\u7528 1% \u9009\u4e2d\u6570\u636e\u5c31\u80fd\u63a5\u8fd1\u751a\u81f3\u8d85\u8fc7\u5168\u91cf\u5fae\u8c03\u6548\u679c\uff0c\u7528 10% \u6570\u636e\u65f6\u6574\u4f53\u4f18\u4e8e\u968f\u673a\u9009\u62e9\u3001\u56f0\u60d1\u5ea6\u9009\u62e9\u3001\u76f8\u4f3c\u5ea6\u9009\u62e9\u548c LESS \u7b49\u57fa\u7ebf\uff1b\u540c\u65f6\u5728\u4eba\u7c7b\u548c LLM-as-a-judge \u8bc4\u4f30\u4e2d\uff0cDIQ \u9009\u51fa\u7684\u6570\u636e\u5728\u9274\u522b\u8bca\u65ad\u3001\u5b89\u5168\u68c0\u67e5\u548c\u8bc1\u636e\u5f15\u7528\u7b49\u65b9\u9762\u66f4\u7b26\u5408\u4e13\u5bb6\u4e34\u5e8a\u63a8\u7406\u4e60\u60ef\u3002<\/span><\/p>\n<section style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-ab1305ffe011e74bcf74f357139093df.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-ab1305ffe011e74bcf74f357139093df.png\"><\/a><\/section>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 14px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #888888;font-style: italic\">\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2508.01450v3<\/span><\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u5b83\u7684\u4eae\u70b9\u5728\u4e8e\uff0c\u4e0d\u662f\u7ee7\u7eed\u5806\u66f4\u591a\u533b\u5b66\u63a8\u7406\u6570\u636e\uff0c\u800c\u662f\u4ece\u201c\u6837\u672c\u662f\u5426\u6709\u63a8\u7406\u4ef7\u503c\u201d\u548c\u201c\u6837\u672c\u662f\u5426\u771f\u6b63\u63a8\u52a8\u6a21\u578b\u4f18\u5316\u201d\u4e24\u4e2a\u89d2\u5ea6\u505a\u7cbe\u7ec6\u7b5b\u9009\uff0c\u8bf4\u660e\u9ad8\u8d28\u91cf\u6570\u636e\u9009\u62e9\u6bd4\u7c97\u66b4\u6269\u5927\u6570\u636e\u89c4\u6a21\u66f4\u6709\u6548\uff1b<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u540c\u65f6\uff0cDIQ \u7684\u5f71\u54cd\u529b\u8ba1\u7b97\u57fa\u4e8e\u4e00\u9636\u68af\u5ea6\u70b9\u79ef\uff0c\u907f\u514d\u4f20\u7edf\u5f71\u54cd\u51fd\u6570\u7684\u9ad8\u6210\u672c\uff0c\u96be\u5ea6\u5206\u6570\u53c8\u901a\u8fc7\u533b\u5b66 BiomedBERT \u5206\u7c7b\u5668\u4f30\u8ba1\uff0c\u56e0\u6b64\u6574\u4f53\u65b9\u6cd5\u76f8\u5bf9\u8f7b\u91cf\u3001\u53ef\u590d\u7528\u3002\u96f7\u5cf0\u7f51<span style=\"color:#FD5D3C\">(\u516c\u4f17\u53f7\uff1a\u96f7\u5cf0\u7f51)<\/span><\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u6574\u4f53\u6765\u770b\uff0c\u8fd9\u9879\u5de5\u4f5c\u4e3a\u533b\u5b66\u63a8\u7406\u6a21\u578b\u63d0\u4f9b\u4e86\u4e00\u79cd\u66f4\u7701\u6570\u636e\u3001\u66f4\u7701\u8ba1\u7b97\u7684\u5fae\u8c03\u65b9\u6848\uff0c\u5c24\u5176\u9002\u5408\u533b\u5b66\u6570\u636e\u6602\u8d35\u3001\u6807\u6ce8\u56f0\u96be\u3001\u4f46\u53c8\u9700\u8981\u6a21\u578b\u5177\u5907\u53ef\u9760\u4e34\u5e8a\u63a8\u7406\u80fd\u529b\u7684\u573a\u666f\u3002<\/span><\/p>\n<section style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-0619e45d7aa7ccd18ce31e34dbf8fe8f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-0619e45d7aa7ccd18ce31e34dbf8fe8f.png\"><\/a><\/section>\n<p style=\"text-align: left;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u8fdb\u4e00\u6b65\u6765\u770b\uff0c<\/span><strong><span style=\"line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u300aDecoupling Vision and Language: Codebook Anchored Visual Adaptation\u300b<\/span><\/strong><span style=\"line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u5173\u6ce8\u7684\u4e0d\u662f\u8bad\u7ec3\u6570\u636e\u7b5b\u9009\uff0c\u800c\u662f\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u5728\u7279\u5b9a\u9886\u57df\u4e2d\u7684\u8f7b\u91cf\u5316\u9002\u914d\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u548c\u52a0\u5dde\u5927\u5b66\u6d1b\u6749\u77f6\u5206\u6821\u7684\u7814\u7a76\u56e2\u961f\u63d0\u51fa CRAFT\uff0c\u5168\u79f0\u662f Codebook Regulated Fine-Tuning\uff0c\u4e3b\u8981\u7814\u7a76\u5982\u4f55\u5728\u4e0d\u6539\u52a8\u5927\u8bed\u8a00\u6a21\u578b\u90e8\u5206\u7684\u60c5\u51b5\u4e0b\uff0c\u8ba9\u5927\u578b\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u66f4\u597d\u9002\u5e94\u533b\u5b66\u56fe\u50cf\u3001\u7ec6\u7c92\u5ea6\u5206\u7c7b\u3001\u690d\u7269\u75c5\u5bb3\u8bc6\u522b\u7b49\u7279\u5b9a\u89c6\u89c9\u9886\u57df\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u8bba\u6587\u6307\u51fa\uff0c\u73b0\u6709\u65b9\u6cd5\u901a\u5e38\u4f1a\u5fae\u8c03\u89c6\u89c9\u7f16\u7801\u5668\u3001\u6295\u5f71\u5c42\u6216 LLM\uff0c\u4f46\u8fd9\u6837\u5bb9\u6613\u9020\u6210\u89c6\u89c9\u7279\u5f81\u7a7a\u95f4\u53d8\u5316\uff0c\u9700\u8981\u91cd\u65b0\u5bf9\u9f50\u8bed\u8a00\u6a21\u578b\uff0c\u751a\u81f3\u4f1a\u8ba9\u6a21\u578b\u5728\u77ed\u7b54\u6848\u6570\u636e\u4e0a\u8fc7\u62df\u5408\uff0c\u635f\u5bb3\u539f\u672c\u7684\u6307\u4ee4\u9075\u5faa\u548c\u89e3\u91ca\u80fd\u529b\uff1b<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">CRAFT \u7684\u6838\u5fc3\u601d\u8def\u662f\u53ea\u5fae\u8c03\u79bb\u6563\u89c6\u89c9\u7f16\u7801\u5668\uff0c\u5e76\u628a\u89c6\u89c9\u7279\u5f81\u951a\u5b9a\u5230\u4e00\u4e2a\u56fa\u5b9a\u7684\u79bb\u6563 codebook \u4e2d\uff0c\u8ba9\u89c6\u89c9\u7f16\u7801\u5668\u5b66\u4f1a\u9009\u62e9\u548c\u6392\u5217\u5df2\u6709\u7684\u201c\u89c6\u89c9\u8bcd\u6c47\u201d\uff0c\u4ece\u800c\u5411\u51bb\u7ed3\u7684\u8bed\u8a00\u6a21\u578b\u4f20\u9012\u66f4\u9002\u5408\u76ee\u6807\u9886\u57df\u7684\u89c6\u89c9\u4fe1\u606f\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u8bad\u7ec3\u65f6\uff0c\u65b9\u6cd5\u7ed3\u5408 surrogate LLM \u7684\u5bf9\u9f50\u635f\u5931\u3001commitment loss \u548c\u5bf9\u6bd4\u5b66\u4e60\u635f\u5931\uff0c\u4fdd\u8bc1\u79bb\u6563 token \u65e2\u8d34\u8fd1\u56fe\u50cf\u5185\u5bb9\uff0c\u53c8\u80fd\u88ab\u8bed\u8a00\u6a21\u578b\u7406\u89e3\uff1b\u63a8\u7406\u65f6\u8fd8\u52a0\u5165\u57fa\u4e8e token \u7a00\u6709\u5ea6\u7684\u526a\u679d\u673a\u5236\uff0c\u53bb\u6389\u5927\u91cf\u80cc\u666f\u6216\u91cd\u590d token\uff0c\u8ba9\u6a21\u578b\u66f4\u5173\u6ce8\u5173\u952e\u89c6\u89c9\u533a\u57df\u3002<\/span><\/p>\n<p style=\"text-align: left;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u5b9e\u9a8c\u8986\u76d6 IconQA\u3001OCRVQA\u3001ScienceQA\u3001VQA-RAD\u3001EuroSAT\u3001Flowers\u3001Kvasir\u3001PlantVillage\u3001Cars\u3001Dogs \u7b49 10 \u4e2a\u5206\u7c7b\u548c\u89c6\u89c9\u95ee\u7b54\u57fa\u51c6\uff0c\u7ed3\u679c\u663e\u793a CRAFT \u76f8\u6bd4\u539f\u59cb\u79bb\u6563\u6a21\u578b\u5e73\u5747\u63d0\u5347 13.51%\uff0c\u5728\u6700\u5f3a\u8bbe\u7f6e\u4e0b\u5e73\u5747\u51c6\u786e\u7387\u8fbe\u5230 68.58%\uff0c\u5e76\u4e14\u5728\u63a8\u7406\u89e3\u91ca\u80fd\u529b\u4e0a\u6bd4 LoRA\u3001projector fine-tuning \u548c\u8fde\u7eed\u7279\u5f81\u5fae\u8c03\u66f4\u7a33\u5b9a\u3002<\/span><\/p>\n<section style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-a805238f4092ccc7acc09383e6e53e5c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-a805238f4092ccc7acc09383e6e53e5c.png\"><\/a><\/section>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 14px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #888888;font-style: italic\">\u8bba\u4e3a\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2602.19449v1<\/span><\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u5b83\u7684\u4eae\u70b9\u5728\u4e8e\u628a\u201c\u89c6\u89c9\u9002\u914d\u201d\u548c\u201c\u8bed\u8a00\u63a8\u7406\u201d\u89e3\u8026\uff1a\u53ea\u66f4\u65b0\u89c6\u89c9\u7f16\u7801\u5668\uff0c\u4e0d\u91cd\u65b0\u8bad\u7ec3\u6216\u7834\u574f LLM\uff0c\u5374\u80fd\u8ba9\u540c\u4e00\u4e2a\u9002\u914d\u540e\u7684\u7f16\u7801\u5668\u8fc1\u79fb\u5230\u5171\u4eab codebook \u7684\u4e0d\u540c\u8bed\u8a00\u6a21\u578b\u4e0a\uff1b<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u540c\u65f6\uff0c\u79bb\u6563 codebook \u8d77\u5230\u4e86\u7a33\u5b9a\u63a5\u53e3\u7684\u4f5c\u7528\uff0c\u907f\u514d\u8fde\u7eed\u7279\u5f81\u5fae\u8c03\u5e26\u6765\u7684\u8de8\u6a21\u6001\u9519\u4f4d\u3002\u6574\u4f53\u6765\u770b\uff0c\u8fd9\u9879\u5de5\u4f5c\u4e3a\u9886\u57df\u4e13\u7528 LVLM \u9002\u914d\u63d0\u4f9b\u4e86\u4e00\u79cd\u66f4\u8f7b\u91cf\u3001\u66f4\u53ef\u590d\u7528\u7684\u65b9\u6cd5\uff0c\u5c24\u5176\u9002\u5408\u90a3\u4e9b\u89c6\u89c9\u5206\u5e03\u7279\u6b8a\u3001\u4f46\u53c8\u4e0d\u5e0c\u671b\u91cd\u65b0\u8bad\u7ec3\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5e94\u7528\u573a\u666f\u3002<\/span><\/p>\n<section style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-6022f7a654f2d2878f783cad25dbff60.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-6022f7a654f2d2878f783cad25dbff60.png\"><\/a><\/section>\n<section data-mpa-template=\"t\" data-mpa-action-id=\"mpmdnuid3p\">\n<section data-mpa-template=\"t\" data-mpa-action-id=\"mba8mvlk1t2b\">\n<section style=\"width: 100%;display: flex;justify-content: center;align-items: center;padding: 0px 14px 0px 14px\" data-mid=\"\">\n<section style=\"display: flex;justify-content: flex-start;align-items: center;flex-direction: column\" data-mid=\"\">\n<section style=\"width: 38px;height: 38px;display: flex;justify-content: center;align-items: center;margin-bottom: -38px;margin-left: -20px\" data-mid=\"\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-f384887bea3ec601e18e6b723f62eefe.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-f384887bea3ec601e18e6b723f62eefe.gif\"><\/a><\/section>\n<section style=\"text-align: center\" data-mid=\"\">\n<p style=\"font-size: 36px;color: #333333;line-height: 50px\" data-mid=\"\"><strong data-mid=\"\"><span>02<\/span><span><br \/><\/span><\/strong><\/p>\n<h2 data-pm-slice=\"0 0 []\"><span><br \/><\/span><\/h2>\n<h2 data-pm-slice=\"0 0 []\"><span class=\"ez-toc-section\" id=\"%E4%BB%8E%E4%B8%89%E7%BB%B4_CT_%E5%88%B0%E8%B6%85%E5%A3%B0%E5%9B%BE%E6%96%87%E7%90%86%E8%A7%A3\"><\/span><strong data-mid=\"\"><strong style=\"justify-content: flex-start;align-items: center;flex-direction: column;text-align: center;font-size: 18px;line-height: 25px;font-weight: bold;font-family: Optima-Regular, PingFangTC-light\"><strong style=\"justify-content: flex-start;align-items: center;flex-direction: column;text-align: center;line-height: 25px;font-weight: bold;font-family: Arial, Helvetica, sans-serif;font-size: 18px\"><span style=\"justify-content: flex-start;align-items: center;flex-direction: column;text-align: center;color: #333333;line-height: 25px;font-weight: bold;font-family: Arial, Helvetica, sans-serif;font-size: 18px\" data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;text-align: justify; margin: 16px 16px 24px; line-height: 1.75em;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;node&quot;,{&quot;tagName&quot;:&quot;strong&quot;,&quot;attributes&quot;:{&quot;style&quot;:null},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\">\u4ece\u4e09\u7ef4 CT \u5230\u8d85\u58f0\u56fe\u6587\u7406\u89e3<\/span><span><br \/><\/span><\/strong><\/strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"text-align: left;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u5728<\/span><strong><span style=\"line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u300aScaling Self-Supervised and Cross-Modal Pretraining for Volumetric CT Transformers\u300b<\/span><\/strong><span style=\"line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u4e2d\uff0c\u8377\u5170\u57c3\u56e0\u970d\u6e29\u7406\u5de5\u5927\u5b66\u7535\u6c14\u5de5\u7a0b\u7cfb\uff08ARIA \u5b9e\u9a8c\u5ba4\u3001AIMS \u5b9e\u9a8c\u5ba4\uff09\u63d0\u51fa\u4e86\u9762\u5411\u4e09\u7ef4 CT \u7684\u5f00\u653e\u5f0f\u57fa\u7840\u6a21\u578b SPECTRE\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u5b83\u7684\u76ee\u6807\u662f\u5b66\u4e60\u65e2\u5305\u542b\u4f53\u79ef\u5f71\u50cf\u7a7a\u95f4\u7ed3\u6784\u3001\u53c8\u5305\u542b\u653e\u5c04\u79d1\u62a5\u544a\u4e34\u5e8a\u8bed\u4e49\u7684\u901a\u7528 CT \u8868\u5f81\u3002\u8bba\u6587\u5173\u6ce8\u7684\u6838\u5fc3\u95ee\u9898\u662f\uff1a\u4e09\u7ef4 CT \u4e0d\u540c\u4e8e\u666e\u901a\u4e8c\u7ef4\u56fe\u50cf\uff0c\u76f4\u63a5\u4f7f\u7528\u5e38\u89c4\u89c6\u89c9\u57fa\u7840\u6a21\u578b\u4f1a\u9047\u5230 token \u6570\u91cf\u8fc7\u5927\u3001\u4f53\u7d20\u5404\u5411\u5f02\u6027\u3001\u626b\u63cf\u8303\u56f4\u548c\u5c42\u539a\u4e0d\u4e00\u81f4\u3001\u533b\u5b66\u62a5\u544a\u76d1\u7763\u566a\u58f0\u8f83\u5f3a\u7b49\u56f0\u96be\u3002<\/span><\/p>\n<section style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-2c9ac0c579146e33a9e272f5230463aa.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-2c9ac0c579146e33a9e272f5230463aa.png\"><\/a><\/section>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 14px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #888888;font-style: italic\">\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2511.17209v2<\/span><\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u4e3a\u6b64\uff0c\u4f5c\u8005\u8bbe\u8ba1\u4e86\u201c\u5c40\u90e8 ViT + \u5168\u5c40 ViT\u201d\u7684\u4e24\u7ea7\u7eaf Transformer \u67b6\u6784\uff0c\u5148\u5728\u5c40\u90e8\u4e09\u7ef4\u7a97\u53e3\u4e2d\u63d0\u53d6\u7cbe\u7ec6\u7ed3\u6784\u7279\u5f81\uff0c\u518d\u5728\u5168\u5c40\u5c42\u9762\u6574\u5408\u5b8c\u6574\u626b\u63cf\u4fe1\u606f\uff1b\u8bad\u7ec3\u4e0a\u5219\u7ed3\u5408\u81ea\u76d1\u7763\u5b66\u4e60\u548c CT-\u6587\u672c\u8de8\u6a21\u6001\u5bf9\u9f50\uff0c\u8ba9\u6a21\u578b\u540c\u65f6\u5177\u5907\u51e0\u4f55\u7406\u89e3\u80fd\u529b\u548c\u4e34\u5e8a\u8bed\u4e49\u7406\u89e3\u80fd\u529b\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u5b9e\u9a8c\u663e\u793a\uff0cSPECTRE \u5728\u80bf\u7624\u751f\u7269\u6807\u5fd7\u7269\u9884\u6d4b\u3001\u5668\u5b98\u5206\u5272\u548c\u6587\u672c\u5230 CT \u68c0\u7d22\u7b49\u4efb\u52a1\u4e0a\u6574\u4f53\u4f18\u4e8e\u591a\u6570\u57fa\u7ebf\uff0c\u5c24\u5176\u5728\u6587\u672c\u68c0\u7d22\u5f71\u50cf\u4efb\u52a1\u4e2d\u63d0\u5347\u660e\u663e\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u8bba\u6587\u7684\u4eae\u70b9\u5728\u4e8e\uff0c\u5b83\u4e0d\u662f\u7b80\u5355\u628a\u4e8c\u7ef4\u89c6\u89c9\u6a21\u578b\u6269\u5c55\u5230\u4e09\u7ef4\u533b\u5b66\u5f71\u50cf\uff0c\u800c\u662f\u9488\u5bf9\u4f53\u79ef CT \u7684\u8ba1\u7b97\u7ed3\u6784\u3001\u7a7a\u95f4\u7279\u6027\u548c\u62a5\u544a\u8bed\u4e49\u8fdb\u884c\u4e86\u7cfb\u7edf\u8bbe\u8ba1\uff1b<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u540c\u65f6\uff0c\u5b83\u5f3a\u8c03\u4f7f\u7528\u516c\u5f00\u6570\u636e\u8bad\u7ec3\u5e76\u5f00\u6e90\u6a21\u578b\u548c\u4ee3\u7801\uff0c\u964d\u4f4e\u4e86\u533b\u5b66\u5f71\u50cf\u57fa\u7840\u6a21\u578b\u5bf9\u79c1\u6709\u6570\u636e\u7684\u4f9d\u8d56\u3002\u6574\u4f53\u6765\u770b\uff0c\u8fd9\u9879\u5de5\u4f5c\u4e3a\u4e09\u7ef4 CT \u57fa\u7840\u6a21\u578b\u63d0\u4f9b\u4e86\u4e00\u4e2a\u66f4\u53ef\u590d\u73b0\u3001\u66f4\u9002\u5408\u4f53\u79ef\u533b\u5b66\u5f71\u50cf\u7279\u70b9\u7684\u65b9\u6848\uff0c\u4e5f\u8bf4\u660e\u7eaf Transformer \u67b6\u6784\u5728\u7ecf\u8fc7\u5408\u9002\u8bbe\u8ba1\u540e\uff0c\u53ef\u4ee5\u5728 CT \u8868\u5f81\u5b66\u4e60\u4e2d\u517c\u987e\u7a7a\u95f4\u7ec6\u8282\u548c\u4e34\u5e8a\u8bed\u4e49\u3002<\/span><\/p>\n<section style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-afcbb0fb72b14b46f074a11438d7b440.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-afcbb0fb72b14b46f074a11438d7b440.png\"><\/a><\/section>\n<p style=\"text-align: left;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u4e0e SPECTRE \u9762\u5411\u4e09\u7ef4 CT \u7684\u4f53\u79ef\u5efa\u6a21\u4e0d\u540c\uff0c<\/span><strong><span style=\"line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u300aUltrasound-CLIP: Semantic-Aware Contrastive Pre-training for Ultrasound Image-Text Understanding\u300b<\/span><\/strong><span style=\"line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u628a\u91cd\u70b9\u653e\u5728\u8d85\u58f0\u8fd9\u4e00\u66f4\u4f9d\u8d56\u4e34\u5e8a\u7ecf\u9a8c\u3001\u56fe\u50cf\u8868\u73b0\u66f4\u590d\u6742\u3001\u8bca\u65ad\u5c5e\u6027\u66f4\u7ec6\u7c92\u5ea6\u7684\u533b\u5b66\u5f71\u50cf\u6a21\u6001\u4e0a\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u6765\u81ea\u6d59\u5927\u57ce\u5e02\u5b66\u9662\u3001\u9999\u6e2f\u6d78\u4f1a\u5927\u5b66\u3001\u6d59\u6c5f\u5927\u5b66\u3001\u6d59\u6c5f\u5927\u5b66\u533b\u5b66\u9662\u9644\u5c5e\u5987\u4ea7\u79d1\u533b\u9662\u3001\u6d59\u6c5f\u5927\u5b66\u533b\u5b66\u9662\u9644\u5c5e\u7b2c\u4e00\u533b\u9662\u548c\u9999\u6e2f\u57ce\u5e02\u5927\u5b66\u7684\u7814\u7a76\u56e2\u961f\u63d0\u51fa Ultrasound-CLIP\uff0c\u4e3b\u8981\u7814\u7a76\u5982\u4f55\u4e3a\u8d85\u58f0\u56fe\u50cf\u6784\u5efa\u66f4\u9002\u5408\u4e34\u5e8a\u8bed\u4e49\u7406\u89e3\u7684\u56fe\u6587\u9884\u8bad\u7ec3\u6a21\u578b\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u73b0\u6709 CLIP \u6216\u533b\u5b66 VLP \u6a21\u578b\u5927\u591a\u504f\u5411 CT\u3001MRI\u3001\u75c5\u7406\u7b49\u6a21\u6001\uff0c\u8d85\u58f0\u6570\u636e\u5360\u6bd4\u5f88\u4f4e\uff0c\u800c\u4e14\u8d85\u58f0\u62a5\u544a\u91cc\u6709\u5f88\u591a\u4e13\u95e8\u7684\u8bca\u65ad\u5c5e\u6027\uff0c\u6bd4\u5982\u56de\u58f0\u3001\u8fb9\u754c\u3001\u540e\u65b9\u58f0\u5b66\u73b0\u8c61\u548c\u8840\u6d41\u60c5\u51b5\uff0c\u666e\u901a\u56fe\u6587\u5bf9\u6bd4\u5b66\u4e60\u5f88\u96be\u51c6\u786e\u5904\u7406\u8fd9\u4e9b\u7ec6\u7c92\u5ea6\u8bed\u4e49\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u8bba\u6587\u5148\u6784\u5efa\u4e86\u5927\u89c4\u6a21\u8d85\u58f0\u56fe\u6587\u6570\u636e\u96c6 US-365K\uff0c\u5305\u542b\u7ea6 36.4 \u4e07\u5bf9\u56fe\u50cf\u2014\u6587\u672c\u6837\u672c\uff0c\u8986\u76d6 52 \u4e2a\u89e3\u5256\u7c7b\u522b\uff1b<\/span><\/p>\n<section style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-cb0bfebab457ae7db423a5c922c99f98.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-cb0bfebab457ae7db423a5c922c99f98.png\"><\/a><\/section>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 14px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #888888;font-style: italic\">\u8bba\u4e3a\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2604.01749v1<\/span><\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u540c\u65f6\u63d0\u51fa\u8d85\u58f0\u8bca\u65ad\u5206\u7c7b\u4f53\u7cfb UDT\uff0c\u628a\u89e3\u5256\u5c42\u7ea7\u548c 9 \u7c7b\u8bca\u65ad\u5c5e\u6027\u7edf\u4e00\u8d77\u6765\uff0c\u518d\u57fa\u4e8e\u8fd9\u4e9b\u77e5\u8bc6\u8bbe\u8ba1 Ultrasound-CLIP\uff0c\u901a\u8fc7\u8bed\u4e49\u8f6f\u6807\u7b7e\u51cf\u5c11\u201c\u76f8\u4f3c\u75c5\u4f8b\u88ab\u5f53\u6210\u5b8c\u5168\u8d1f\u6837\u672c\u201d\u7684\u95ee\u9898\uff0c\u5e76\u7528\u5f02\u6784\u56fe\u7f16\u7801\u5668\u5efa\u6a21\u75c5\u7076\u548c\u8bca\u65ad\u5c5e\u6027\u4e4b\u95f4\u7684\u7ed3\u6784\u5173\u7cfb\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u5b9e\u9a8c\u663e\u793a\uff0c\u8be5\u65b9\u6cd5\u5728\u8d85\u58f0\u591a\u5c5e\u6027\u5206\u7c7b\u3001\u56fe\u6587\u68c0\u7d22\u4ee5\u53ca\u4e0b\u6e38\u96f6\u6837\u672c\u3001\u7ebf\u6027\u63a2\u6d4b\u548c\u5fae\u8c03\u4efb\u52a1\u4e0a\u90fd\u4f18\u4e8e\u901a\u7528 CLIP \u548c\u591a\u79cd\u533b\u5b66 CLIP \u57fa\u7ebf\uff0c\u4f8b\u5982\u5e73\u5747\u5206\u7c7b\u51c6\u786e\u7387\u8fbe\u5230 59.61%\uff0c\u660e\u663e\u9ad8\u4e8e\u6700\u5f3a\u57fa\u7ebf BiomedCLIP \u7684 33.81%\uff0c\u56fe\u50cf\u5230\u6587\u672c\u68c0\u7d22\u7684 R@10 \u4e5f\u63d0\u5347\u5230 0.3745\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u8fd9\u9879\u5de5\u4f5c\u7684\u4eae\u70b9\u5728\u4e8e\uff0c\u5b83\u4e0d\u662f\u7b80\u5355\u6536\u96c6\u8d85\u58f0\u6570\u636e\u540e\u5957\u7528\u6807\u51c6 CLIP\uff0c\u800c\u662f\u628a\u8d85\u58f0\u5f71\u50cf\u7279\u6709\u7684\u89e3\u5256\u5c42\u7ea7\u3001\u8bca\u65ad\u5c5e\u6027\u548c\u8bed\u4e49\u76f8\u4f3c\u6027\u663e\u5f0f\u653e\u8fdb\u8bad\u7ec3\u76ee\u6807\u4e2d\uff0c\u4f7f\u6a21\u578b\u66f4\u80fd\u7406\u89e3\u8d85\u58f0\u62a5\u544a\u91cc\u7684\u4e34\u5e8a\u8bed\u8a00\uff1b<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u540c\u65f6\uff0c\u6570\u636e\u96c6\u3001\u5206\u7c7b\u4f53\u7cfb\u548c\u6a21\u578b\u6846\u67b6\u4e00\u8d77\u63d0\u51fa\uff0c\u4e5f\u4e3a\u540e\u7eed\u8d85\u58f0\u56fe\u6587\u7406\u89e3\u3001\u68c0\u7d22\u3001\u8f85\u52a9\u8bca\u65ad\u548c\u8de8\u6570\u636e\u96c6\u6cdb\u5316\u63d0\u4f9b\u4e86\u6bd4\u8f83\u7cfb\u7edf\u7684\u57fa\u7840\u8d44\u6e90\u3002<\/span><\/p>\n<section style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-176153383f6602d83143e38b99416f6e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-176153383f6602d83143e38b99416f6e.png\"><\/a><\/section>\n<section data-mpa-template=\"t\" data-mpa-action-id=\"mpmdolo44p4\">\n<section data-mpa-template=\"t\" data-mpa-action-id=\"mba8mvlk1t2b\">\n<section style=\"width: 100%;display: flex;justify-content: center;align-items: center;padding: 0px 14px 0px 14px\" data-mid=\"\">\n<section style=\"display: flex;justify-content: flex-start;align-items: center;flex-direction: column\" data-mid=\"\">\n<section style=\"width: 38px;height: 38px;display: flex;justify-content: center;align-items: center;margin-bottom: -38px;margin-left: -20px\" data-mid=\"\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-b4b4e90ad73357be47e37d82be76333a.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-b4b4e90ad73357be47e37d82be76333a.gif\"><\/a><\/section>\n<section style=\"text-align: center\" data-mid=\"\">\n<p style=\"font-size: 36px;color: #333333;line-height: 50px\" data-mid=\"\"><strong data-mid=\"\"><span>03<\/span><span><br \/><\/span><\/strong><\/p>\n<h2 data-pm-slice=\"0 0 []\"><span><br \/><\/span><\/h2>\n<h2 data-pm-slice=\"0 0 []\"><span class=\"ez-toc-section\" id=\"%E4%BB%8E%E7%97%85%E7%90%86%E3%80%81%E8%BF%90%E5%8A%A8%E5%88%B0_X-ray_%E5%8F%8C%E8%A7%86%E8%A7%92\"><\/span><strong data-mid=\"\"><strong style=\"justify-content: flex-start;align-items: center;flex-direction: column;text-align: center;font-size: 18px;line-height: 25px;font-weight: bold;font-family: Optima-Regular, PingFangTC-light\"><strong style=\"justify-content: flex-start;align-items: center;flex-direction: column;text-align: center;line-height: 25px;font-weight: bold;font-family: Arial, Helvetica, sans-serif;font-size: 18px\"><span style=\"justify-content: flex-start;align-items: center;flex-direction: column;text-align: center;color: #333333;line-height: 25px;font-weight: bold;font-family: Arial, Helvetica, sans-serif;font-size: 18px\" data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;text-align: justify; margin: 16px 16px 24px; line-height: 1.75em;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;node&quot;,{&quot;tagName&quot;:&quot;strong&quot;,&quot;attributes&quot;:{&quot;style&quot;:null},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\">\u4ece\u75c5\u7406\u3001\u8fd0\u52a8\u5230 X-ray \u53cc\u89c6\u89d2<\/span><span><br \/><\/span><\/strong><\/strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"text-align: left;margin: 16px 16px 24px;line-height: 1.75em\"><strong><span style=\"line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u300aHyperST: Hierarchical Hyperbolic Learning for Spatial Transcriptomics Prediction\u300b<\/span><\/strong><span style=\"line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u6765\u81ea\u53a6\u95e8\u5927\u5b66\u3001\u4e0a\u6d77\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u3001\u6e05\u534e\u5927\u5b66\u548c\u9e4f\u57ce\u5b9e\u9a8c\u5ba4\u7684\u5408\u4f5c\u7814\u7a76\uff0c\u5173\u6ce8\u7684\u662f\u5982\u4f55\u4ece\u75c5\u7406 H&amp;E \u5168\u5207\u7247\u56fe\u50cf\u4e2d\u9884\u6d4b\u7a7a\u95f4\u8f6c\u5f55\u7ec4\u7684\u57fa\u56e0\u8868\u8fbe\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u8bba\u6587\u63d0\u51fa\u7684\u65b9\u6cd5\u53eb HyperST\uff0c\u6838\u5fc3\u95ee\u9898\u5728\u4e8e\uff1a\u73b0\u6709\u65b9\u6cd5\u5927\u591a\u53ea\u505a\u5355\u4e2a spot \u56fe\u50cf\u548c\u57fa\u56e0\u8868\u8fbe\u4e4b\u95f4\u7684\u5c40\u90e8\u5339\u914d\uff0c\u5bb9\u6613\u5ffd\u7565\u7a7a\u95f4\u8f6c\u5f55\u7ec4\u6570\u636e\u672c\u8eab\u7684\u5c42\u6b21\u7ed3\u6784\uff0c\u4f8b\u5982\u5355\u4e2a spot \u4e0e\u5468\u56f4\u7ec4\u7ec7\u5fae\u73af\u5883 niche \u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u4ee5\u53ca\u75c5\u7406\u5f62\u6001\u4fe1\u606f\u4e0e\u66f4\u7ec6\u7c92\u5ea6\u5206\u5b50\u8868\u8fbe\u4fe1\u606f\u4e4b\u95f4\u7684\u4e0d\u5bf9\u79f0\u5173\u7cfb\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u8bba\u6587\u628a\u56fe\u50cf\u548c\u57fa\u56e0\u8868\u8fbe\u90fd\u5efa\u6a21\u6210\u591a\u5c42\u7ea7\u8868\u793a\uff0c\u4e00\u65b9\u9762\u63d0\u53d6 spot \u7ea7\u548c niche \u7ea7\u7684\u75c5\u7406\u56fe\u50cf\u7279\u5f81\u4e0e\u57fa\u56e0\u8868\u8fbe\u7279\u5f81\uff0c\u53e6\u4e00\u65b9\u9762\u628a\u8fd9\u4e9b\u8868\u793a\u6295\u5f71\u5230\u53cc\u66f2\u7a7a\u95f4\u4e2d\uff0c\u901a\u8fc7\u5c42\u6b21\u5316\u5bf9\u6bd4\u5bf9\u9f50\u548c\u5c42\u6b21\u5316\u8574\u542b\u7ea6\u675f\uff0c\u8ba9\u6a21\u578b\u663e\u5f0f\u5b66\u4e60\u201cspot \u5230 niche\u201d\u201c\u56fe\u50cf\u5230\u57fa\u56e0\u8868\u8fbe\u201d\u8fd9\u7c7b\u7531\u7c97\u5230\u7ec6\u3001\u7531\u4e00\u822c\u5230\u5177\u4f53\u7684\u7ed3\u6784\u5173\u7cfb\uff0c\u4ece\u800c\u5f97\u5230\u66f4\u6709\u5206\u5b50\u8bed\u4e49\u7684\u56fe\u50cf\u8868\u5f81\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u5b9e\u9a8c\u65b9\u9762\uff0c\u8bba\u6587\u5728\u6765\u81ea HEST-1K \u7684\u80be\u810f\u3001\u7ed3\u76f4\u80a0\u3001\u76ae\u80a4\u548c\u80ba\u90e8 4 \u4e2a\u516c\u5f00\u7a7a\u95f4\u8f6c\u5f55\u7ec4\u6570\u636e\u96c6\u4e0a\u9a8c\u8bc1\uff0c\u7ed3\u679c\u663e\u793a HyperST \u5728 PCC@10\u3001PCC@50\u3001PCC@200\u3001MSE\u3001MAE \u7b49\u6307\u6807\u4e0a\u6574\u4f53\u4f18\u4e8e TRIPLEX\u3001StNet\u3001BLEEP\u3001Stem \u7b49\u65b9\u6cd5\uff0c\u5176\u4e2d\u76f8\u5bf9\u7b2c\u4e8c\u5f3a\u7684 TRIPLEX\uff0c\u5728 PCC@200 \u4e0a\u5206\u522b\u63d0\u5347\u7ea6 10.95%\u30013.24%\u30012.52% \u548c 16.7%\uff1b<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u8bba\u6587\u8fd8\u505a\u4e86\u4e34\u5e8a\u4e0b\u6e38\u9a8c\u8bc1\uff0c\u7528\u5728\u7ed3\u76f4\u80a0\u6570\u636e\u4e0a\u8bad\u7ec3\u7684\u6a21\u578b\u5bf9\u5916\u90e8 TCGA-COADREAD \u6570\u636e\u8fdb\u884c\u96f6\u6837\u672c\u57fa\u56e0\u8868\u8fbe\u9884\u6d4b\uff0c\u518d\u7528\u4e8e MSI \u72b6\u6001\u5206\u7c7b\uff0cHyperST \u5728 MSI-H \u548c MSS \u4e0a\u7684 AUROC \u8fbe\u5230 0.719 \u548c 0.601\uff0c\u4e5f\u9ad8\u4e8e\u6700\u5f3a\u57fa\u7ebf\u3002<\/span><\/p>\n<section style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-06e558233bf1710289f4239c478ad790.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-06e558233bf1710289f4239c478ad790.png\"><\/a><\/section>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 14px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #888888;font-style: italic\">\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2511.22107<\/span><\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u5b83\u7684\u4eae\u70b9\u5728\u4e8e\u6ca1\u6709\u628a\u7a7a\u95f4\u8f6c\u5f55\u7ec4\u9884\u6d4b\u7b80\u5355\u770b\u6210\u666e\u901a\u56fe\u50cf\u56de\u5f52\u95ee\u9898\uff0c\u800c\u662f\u6293\u4f4f\u4e86\u7a7a\u95f4\u7ec4\u5b66\u4e2d\u5929\u7136\u5b58\u5728\u7684\u5c42\u7ea7\u7ed3\u6784\uff0c\u5e76\u7528\u53cc\u66f2\u51e0\u4f55\u6765\u8868\u793a\u8fd9\u79cd\u6811\u72b6\u3001\u5c42\u6b21\u5316\u5173\u7cfb\uff1b<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u540c\u65f6\uff0c\u5b83\u4e0d\u4ec5\u5229\u7528\u5c40\u90e8 spot \u56fe\u50cf\uff0c\u8fd8\u5f15\u5165\u5468\u56f4 niche \u7684\u7ec4\u7ec7\u4e0a\u4e0b\u6587\uff0c\u5e76\u5728\u56fe\u50cf\u4fa7\u7528\u75c5\u7406\u57fa\u7840\u6a21\u578b UNI \u52a0 LoRA \u505a\u9ad8\u6548\u9002\u914d\uff0c\u4f7f\u6a21\u578b\u80fd\u540c\u65f6\u4fdd\u7559\u7ec4\u7ec7\u5f62\u6001\u4fe1\u606f\u548c\u5206\u5b50\u8868\u8fbe\u8bed\u4e49\uff1b<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u6d88\u878d\u5b9e\u9a8c\u4e5f\u652f\u6301\u8fd9\u4e00\u8bbe\u8ba1\uff0c\u53bb\u6389\u5b8c\u6574\u7684\u5c42\u6b21\u53cc\u66f2\u5bf9\u9f50\u6a21\u5757\u4f1a\u9020\u6210 PCC@200 \u660e\u663e\u4e0b\u964d\uff0c\u8bf4\u660e\u53cc\u66f2\u7a7a\u95f4\u548c\u5c42\u7ea7\u7ea6\u675f\u786e\u5b9e\u662f\u6027\u80fd\u63d0\u5347\u7684\u5173\u952e\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u6574\u4f53\u6765\u770b\uff0c\u8fd9\u9879\u5de5\u4f5c\u628a\u51e0\u4f55\u6df1\u5ea6\u5b66\u4e60\u5f15\u5165\u7a7a\u95f4\u8f6c\u5f55\u7ec4\u9884\u6d4b\uff0c\u7528\u66f4\u7b26\u5408\u751f\u7269\u7ec4\u7ec7\u5c42\u6b21\u7ed3\u6784\u7684\u65b9\u5f0f\u8fde\u63a5\u75c5\u7406\u56fe\u50cf\u548c\u57fa\u56e0\u8868\u8fbe\uff0c\u4e3a\u4f4e\u6210\u672c\u3001\u53ef\u6269\u5c55\u7684\u7a7a\u95f4\u8f6c\u5f55\u7ec4\u63a8\u65ad\u63d0\u4f9b\u4e86\u4e00\u4e2a\u66f4\u7a33\u5065\u7684\u5efa\u6a21\u601d\u8def\u3002<\/span><\/p>\n<section style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-178d2a65452b6cf523082d34fac4d8a8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-178d2a65452b6cf523082d34fac4d8a8.png\"><\/a><\/section>\n<p style=\"text-align: left;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u5728<\/span><strong><span style=\"line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u300aMoBind: Motion Binding for Fine-Grained IMU\u2013Video Pose Alignment\u300b<\/span><\/strong><span style=\"line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u4e2d\uff0c\u963f\u5fb7\u83b1\u5fb7\u5927\u5b66\u6fb3\u5927\u5229\u4e9a\u673a\u5668\u5b66\u4e60\u7814\u7a76\u6240\u5c06\u95ee\u9898\u805a\u7126\u5728\u53ef\u7a7f\u6234 IMU \u4f20\u611f\u5668\u4fe1\u53f7\u4e0e\u89c6\u9891\u4e2d 2D \u4eba\u4f53\u59ff\u6001\u5e8f\u5217\u4e4b\u95f4\u7684\u7ec6\u7c92\u5ea6\u5bf9\u9f50\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u8bba\u6587\u63d0\u51fa\u7684\u65b9\u6cd5\u53eb MoBind\uff0c\u76ee\u6807\u662f\u5b66\u4e60\u4e00\u4e2a\u7edf\u4e00\u7684\u8de8\u6a21\u6001\u8868\u793a\uff0c\u4f7f\u7cfb\u7edf\u80fd\u591f\u5b8c\u6210 IMU \u5230\u89c6\u9891\u68c0\u7d22\u3001\u89c6\u9891\u5230 IMU \u68c0\u7d22\u3001\u65f6\u95f4\u540c\u6b65\u3001\u4eba\u7269\u548c\u8eab\u4f53\u90e8\u4f4d\u5b9a\u4f4d\u4ee5\u53ca\u4eba\u4f53\u52a8\u4f5c\u8bc6\u522b\u7b49\u4efb\u52a1\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u5b83\u7684\u6838\u5fc3\u601d\u8def\u4e0d\u662f\u76f4\u63a5\u5bf9\u9f50\u539f\u59cb\u89c6\u9891\u50cf\u7d20\uff0c\u800c\u662f\u5148\u4ece\u89c6\u9891\u4e2d\u63d0\u53d6\u9aa8\u67b6\u8fd0\u52a8\u4fe1\u606f\uff0c\u4ee5\u51cf\u5c11\u80cc\u666f\u5e72\u6270\uff0c\u518d\u628a\u5168\u8eab\u8fd0\u52a8\u62c6\u6210\u4e0d\u540c\u8eab\u4f53\u90e8\u4f4d\uff0c\u8ba9\u6bcf\u4e2a\u90e8\u4f4d\u8f68\u8ff9\u4e0e\u5bf9\u5e94\u7684 IMU \u4f20\u611f\u5668\u8fdb\u884c\u5c40\u90e8\u5bf9\u9f50\uff0c\u6700\u540e\u901a\u8fc7 token \u7ea7\u3001\u5c40\u90e8\u8eab\u4f53\u90e8\u4f4d\u7ea7\u548c\u5168\u5c40\u5168\u8eab\u7ea7\u7684\u5c42\u6b21\u5316\u5bf9\u6bd4\u5b66\u4e60\u6765\u540c\u65f6\u4fdd\u7559\u4e9a\u79d2\u7ea7\u65f6\u95f4\u540c\u6b65\u80fd\u529b\u548c\u6574\u4f53\u52a8\u4f5c\u8bed\u4e49\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u8bba\u6587\u5728 mRi\u3001TotalCapture \u548c EgoHumans \u4e09\u4e2a\u591a\u6a21\u6001\u6570\u636e\u96c6\u4e0a\u9a8c\u8bc1\u4e86\u65b9\u6cd5\uff0c\u7ed3\u679c\u663e\u793a MoBind \u5728\u8de8\u6a21\u6001\u68c0\u7d22\u4e2d\u7a33\u5b9a\u8d85\u8fc7 IMU2CLIP\u3001DeSPITE\u3001SyncNet \u7b49\u57fa\u7ebf\uff0c\u5728\u65f6\u95f4\u540c\u6b65\u4efb\u52a1\u4e2d\u4e5f\u660e\u663e\u66f4\u5f3a\uff0c\u4f8b\u5982\u5728\u968f\u673a\u5f15\u5165 [-7, 7] \u79d2\u504f\u79fb\u7684 20 \u79d2\u7247\u6bb5\u4e0a\uff0cMoBind \u5728 TotalCapture \u548c EgoHumans \u4e0a\u7684\u5e73\u5747\u8bef\u5dee\u5206\u522b\u53ea\u6709 0.05 \u79d2\u548c 0.04 \u79d2\uff0c\u5e76\u4e14\u5728 200 ms \u5bb9\u5fcd\u8303\u56f4\u5185\u7684\u51c6\u786e\u7387\u8fbe\u5230 0.98 \u548c 1.00\u3002<\/span><\/p>\n<section style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-1d5f93540601358b9839d1bb67fe6a8d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-1d5f93540601358b9839d1bb67fe6a8d.png\"><\/a><\/section>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 14px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #888888;font-style: italic\">\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2602.19004v1<\/span><\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u8fd9\u9879\u5de5\u4f5c\u7684\u4eae\u70b9\u5728\u4e8e\uff0c\u5b83\u9488\u5bf9 IMU-\u89c6\u9891\u5bf9\u9f50\u4e2d\u6700\u96be\u7684\u51e0\u4e2a\u95ee\u9898\u7ed9\u51fa\u4e86\u6bd4\u8f83\u5b8c\u6574\u7684\u8bbe\u8ba1\uff1a\u4e00\u662f\u7528\u9aa8\u67b6\u59ff\u6001\u66ff\u4ee3\u539f\u59cb\u56fe\u50cf\uff0c\u907f\u514d\u6a21\u578b\u88ab\u65e0\u5173\u89c6\u89c9\u80cc\u666f\u5f71\u54cd\uff1b<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u4e8c\u662f\u663e\u5f0f\u5efa\u6a21\u591a\u4f20\u611f\u5668\u548c\u8eab\u4f53\u90e8\u4f4d\u4e4b\u95f4\u7684\u7ed3\u6784\u5173\u7cfb\uff0c\u4e0d\u53ea\u662f\u628a\u6240\u6709 IMU \u4fe1\u53f7\u7b80\u5355\u62fc\u63a5\uff1b\u4e09\u662f\u901a\u8fc7\u5c42\u6b21\u5316\u5bf9\u6bd4\u5b66\u4e60\u89e3\u51b3\u91cd\u590d\u52a8\u4f5c\u3001\u76f8\u4f4d\u504f\u79fb\u548c\u77ed\u65f6\u95f4\u9519\u4f4d\u5e26\u6765\u7684\u7ec6\u7c92\u5ea6\u540c\u6b65\u56f0\u96be\uff1b\u56db\u662f\u52a0\u5165 Masked Token Prediction \u8f85\u52a9\u4efb\u52a1\uff0c\u907f\u514d\u6a21\u578b\u53ea\u5173\u6ce8\u5c40\u90e8\u540c\u6b65\u800c\u4e22\u5931\u52a8\u4f5c\u7c7b\u522b\u8bed\u4e49\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u6574\u4f53\u6765\u770b\uff0c\u5b83\u628a\u53ef\u7a7f\u6234\u4f20\u611f\u5668\u548c\u89c6\u9891\u4eba\u4f53\u8fd0\u52a8\u4e4b\u95f4\u7684\u5bf9\u5e94\u5173\u7cfb\u505a\u5f97\u66f4\u7ec6\u3001\u66f4\u7a33\uff0c\u4e0d\u4ec5\u80fd\u7528\u4e8e\u65e0\u9700\u4eba\u5de5\u6821\u51c6\u7684\u591a\u6a21\u6001\u65f6\u95f4\u540c\u6b65\uff0c\u4e5f\u80fd\u7528\u4e8e\u591a\u4eba\u7269\u573a\u666f\u4e0b\u5224\u65ad\u54ea\u4e2a\u4eba\u4f69\u6234\u4e86\u54ea\u4e2a\u4f20\u611f\u5668\u3001\u4f20\u611f\u5668\u4f4d\u4e8e\u54ea\u4e2a\u8eab\u4f53\u90e8\u4f4d\uff0c\u5e76\u4e14\u5728\u4f20\u611f\u5668\u7f3a\u5931\u65f6\u4ecd\u4fdd\u6301\u8f83\u5f3a\u9c81\u68d2\u6027\uff0c\u56e0\u800c\u5bf9\u8fd0\u52a8\u5206\u6790\u3001\u5eb7\u590d\u76d1\u6d4b\u3001\u4f53\u80b2\u8bad\u7ec3\u548c\u591a\u6a21\u6001\u6570\u636e\u91c7\u96c6\u90fd\u6709\u8f83\u76f4\u63a5\u7684\u5e94\u7528\u610f\u4e49\u3002<\/span><\/p>\n<section style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-de9138b00c178b9a44b0b6324ecc45da.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-de9138b00c178b9a44b0b6324ecc45da.png\"><\/a><\/section>\n<p style=\"text-align: left;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u4ece\u53ef\u7a7f\u6234\u4f20\u611f\u5668\u548c\u89c6\u9891\u4e4b\u95f4\u7684\u8fd0\u52a8\u5bf9\u9f50\u7ee7\u7eed\u5ef6\u4f38\uff0c<\/span><strong><span style=\"line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u300aSemVideo: Reconstructs What You Watch from Brain Activity via Hierarchical Semantic Guidance\u300b<\/span><\/strong><span style=\"line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u8fdb\u4e00\u6b65\u7814\u7a76\u8111\u6d3b\u52a8\u4e0e\u89c6\u89c9\u5185\u5bb9\u4e4b\u95f4\u7684\u6620\u5c04\u5173\u7cfb\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u5317\u4eac\u90ae\u7535\u5927\u5b66\u548c\u8428\u91cc\u5927\u5b66\u7684\u7814\u7a76\u56e2\u961f\u63d0\u51fa SemVideo\uff0c\u5c1d\u8bd5\u4ece\u4eba\u89c2\u770b\u89c6\u9891\u65f6\u8bb0\u5f55\u5230\u7684 fMRI \u8111\u6d3b\u52a8\u4e2d\u91cd\u5efa\u5176\u770b\u5230\u7684\u52a8\u6001\u89c6\u89c9\u5185\u5bb9\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u5b83\u7684\u6838\u5fc3\u76ee\u6807\u662f\u89e3\u51b3\u73b0\u6709 fMRI \u5230\u89c6\u9891\u91cd\u5efa\u65b9\u6cd5\u4e2d\u5e38\u89c1\u7684\u4e24\u4e2a\u95ee\u9898\uff1a\u4e00\u662f\u8de8\u5e27\u4e3b\u4f53\u5916\u89c2\u4e0d\u7a33\u5b9a\uff0c\u5bfc\u81f4\u540c\u4e00\u4e2a\u7269\u4f53\u5728\u751f\u6210\u89c6\u9891\u91cc\u524d\u540e\u4e0d\u4e00\u81f4\uff1b\u4e8c\u662f\u65f6\u95f4\u8fde\u7eed\u6027\u5dee\uff0c\u5bb9\u6613\u51fa\u73b0\u52a8\u4f5c\u9519\u4f4d\u6216\u5e27\u95f4\u7a81\u53d8\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u8bba\u6587\u7684\u601d\u8def\u4e0d\u662f\u76f4\u63a5\u8ba9\u8111\u4fe1\u53f7\u6062\u590d\u6bcf\u4e00\u5e27\u50cf\u7d20\uff0c\u800c\u662f\u5148\u7528 SemMiner \u4ece\u539f\u59cb\u89c6\u9891\u4e2d\u6316\u6398\u4e09\u5c42\u8bed\u4e49\u4fe1\u606f\uff0c\u5305\u62ec\u7b2c\u4e00\u5e27\u9759\u6001\u951a\u70b9\u63cf\u8ff0\u3001\u9762\u5411\u52a8\u4f5c\u7684\u8fd0\u52a8\u53d9\u4e8b\u548c\u6574\u4f53\u89c6\u9891\u6458\u8981\uff0c\u518d\u8ba9 SemVideo \u901a\u8fc7\u8bed\u4e49\u5bf9\u9f50\u89e3\u7801\u5668 SAD \u5c06 fMRI \u4fe1\u53f7\u5bf9\u9f50\u5230\u8fd9\u4e9b\u8bed\u4e49\u5d4c\u5165\uff0c\u901a\u8fc7\u8fd0\u52a8\u9002\u914d\u89e3\u7801\u5668 MAD \u5efa\u6a21\u52a8\u6001\u8fd0\u52a8\u6f5c\u53d8\u91cf\uff0c\u6700\u540e\u7528\u6761\u4ef6\u89c6\u9891\u6e32\u67d3\u6a21\u5757\u628a\u8bed\u4e49\u548c\u8fd0\u52a8\u4fe1\u606f\u878d\u5408\u751f\u6210\u89c6\u9891\u3002<\/span><\/p>\n<p style=\"text-align: left;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u5b9e\u9a8c\u5728 CC2017 \u548c HCP 7T \u4e24\u4e2a\u516c\u5f00 fMRI-video \u6570\u636e\u96c6\u4e0a\u8fdb\u884c\uff0c\u8bba\u6587\u79f0\u65b9\u6cd5\u5728\u8bed\u4e49\u3001\u50cf\u7d20\u548c\u65f6\u7a7a\u4e09\u4e2a\u5c42\u9762\u7684 10 \u4e2a\u6307\u6807\u4e2d\u7684 8 \u4e2a\u8fbe\u5230\u6700\u597d\u7ed3\u679c\uff1b\u5728 CC2017 \u4e0a\uff0cSemVideo \u7684 2-way-V\u300150-way-V\u3001CLIP \u548c EPE \u5206\u522b\u8fbe\u5230 0.865\u30010.264\u30010.526 \u548c 4.788\uff0c\u8bf4\u660e\u5b83\u4e0d\u4ec5\u66f4\u80fd\u6062\u590d\u89c6\u9891\u4e2d\u7684\u8bed\u4e49\u5bf9\u8c61\uff0c\u4e5f\u80fd\u66f4\u597d\u4fdd\u6301\u52a8\u4f5c\u548c\u65f6\u5e8f\u4e00\u81f4\u6027\u3002<\/span><\/p>\n<section style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-b139d23d2672e901d2945d8261f70a82.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-b139d23d2672e901d2945d8261f70a82.png\"><\/a><\/section>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 14px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #888888;font-style: italic\">\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2602.21819v2<\/span><\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u5b83\u7684\u4eae\u70b9\u5728\u4e8e\u628a\u201c\u4eba\u8111\u770b\u89c6\u9891\u65f6\u66f4\u504f\u5411\u5173\u952e\u8bed\u4e49\u548c\u52a8\u4f5c\u8bb0\u5fc6\uff0c\u800c\u4e0d\u662f\u9010\u50cf\u7d20\u9010\u5e27\u5904\u7406\u201d\u7684\u8ba4\u77e5\u5047\u8bbe\u8f6c\u5316\u6210\u53ef\u8bad\u7ec3\u6846\u67b6\uff0c\u7528\u591a\u5c42\u7ea7\u8bed\u4e49\u4f5c\u4e3a\u4e2d\u95f4\u76d1\u7763\u6765\u5f25\u8865 fMRI \u65f6\u95f4\u5206\u8fa8\u7387\u4f4e\u3001\u8bed\u4e49\u7a00\u758f\u7684\u95ee\u9898\uff1b<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u540c\u65f6\uff0c\u8bba\u6587\u901a\u8fc7\u6d88\u878d\u5b9e\u9a8c\u8bc1\u660e\u4e09\u7c7b\u8bed\u4e49\u63d0\u793a\u90fd\u5f88\u91cd\u8981\uff0c\u5176\u4e2d\u53bb\u6389\u8fd0\u52a8\u53d9\u4e8b Cmotion \u4f1a\u660e\u663e\u635f\u5bb3\u50cf\u7d20\u7ea7\u548c\u65f6\u7a7a\u6307\u6807\uff0c\u53bb\u6389 MAD \u540e\u5e27\u5e8f\u5bf9\u9f50\u80fd\u529b\u5927\u5e45\u4e0b\u964d\uff0c\u8bf4\u660e\u8fd0\u52a8\u63d0\u5347\u4e0d\u662f\u5355\u7eaf\u6765\u81ea\u6587\u672c\u5230\u89c6\u9891\u6a21\u578b\u7684\u5148\u9a8c\uff0c\u800c\u662f\u786e\u5b9e\u4ece\u8111\u4fe1\u53f7\u548c\u8fd0\u52a8\u8bed\u4e49\u4e2d\u89e3\u7801\u51fa\u6765\u7684\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u53e6\u4e00\u4e2a\u6709\u4ef7\u503c\u7684\u70b9\u662f\uff0c\u4f5c\u8005\u8fd8\u505a\u4e86\u8111\u533a\u91cd\u8981\u6027\u53ef\u89c6\u5316\uff0c\u53d1\u73b0\u951a\u70b9\u8bed\u4e49\u66f4\u4f9d\u8d56\u9ad8\u7ea7\u89c6\u89c9\u76ae\u5c42\uff0c\u8fd0\u52a8\u8bed\u4e49\u4e0e MT\u3001MST\u3001TPOJ \u7b49\u8fd0\u52a8\u76f8\u5173\u8111\u533a\u66f4\u5339\u914d\uff0c\u6574\u4f53\u8bed\u4e49\u5219\u5206\u5e03\u5728\u89c6\u89c9\u548c\u8fd0\u52a8\u76f8\u5173\u533a\u57df\uff0c\u8fd9\u8ba9\u65b9\u6cd5\u4e0d\u4ec5\u662f\u4e00\u4e2a\u751f\u6210\u6a21\u578b\uff0c\u4e5f\u63d0\u4f9b\u4e86\u4e00\u5b9a\u7684\u795e\u7ecf\u79d1\u5b66\u53ef\u89e3\u91ca\u6027\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u6574\u4f53\u6765\u770b\uff0c\u8fd9\u9879\u5de5\u4f5c\u628a fMRI \u89c6\u9891\u91cd\u5efa\u4ece\u201c\u751f\u6210\u770b\u8d77\u6765\u50cf\u7684\u89c6\u9891\u201d\u63a8\u8fdb\u5230\u201c\u540c\u65f6\u4fdd\u6301\u5bf9\u8c61\u8bed\u4e49\u3001\u52a8\u4f5c\u8f68\u8ff9\u548c\u65f6\u95f4\u8fde\u8d2f\u6027\u201d\u7684\u65b9\u5411\uff0c\u4e3a\u672a\u6765\u57fa\u4e8e\u8111\u6d3b\u52a8\u91cd\u5efa\u52a8\u6001\u89c6\u89c9\u4f53\u9a8c\u63d0\u4f9b\u4e86\u4e00\u4e2a\u66f4\u7ed3\u6784\u5316\u3001\u66f4\u53ef\u89e3\u91ca\u7684\u6846\u67b6\u3002<\/span><\/p>\n<section style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-2c60a6b5e17d53da8c6bb854bc67e9e5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-2c60a6b5e17d53da8c6bb854bc67e9e5.png\"><\/a><\/section>\n<p style=\"text-align: left;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u5982\u679c\u8bf4 MoBind \u548c SemVideo \u90fd\u662f\u5728\u65f6\u95f4\u5e8f\u5217\u5c42\u9762\u505a\u8de8\u6a21\u6001\u5bf9\u9f50\uff0c\u90a3\u4e48<\/span><strong><span style=\"line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u300aCan a Second-View Image Be a Language? Geometric and Semantic Cross-Modal Reasoning for X-ray Prohibited Item Detection\u300b<\/span><\/strong><span style=\"line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u5219\u628a\u8de8\u6a21\u6001\u601d\u60f3\u7528\u4e8e\u7a7a\u95f4\u51e0\u4f55\u63a8\u7406\uff0c\u5c24\u5176\u662f\u5b89\u68c0 X-ray \u573a\u666f\u4e2d\u7684\u53cc\u89c6\u89d2\u7406\u89e3\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u6765\u81ea\u5317\u4eac\u4ea4\u901a\u5927\u5b66\u4fe1\u606f\u79d1\u5b66\u7814\u7a76\u6240\u548c\u5317\u4eac\u822a\u7a7a\u822a\u5929\u5927\u5b66\u590d\u6742\u4e0e\u5173\u952e\u8f6f\u4ef6\u73af\u5883\u56fd\u5bb6\u91cd\u70b9\u5b9e\u9a8c\u5ba4\u7684\u7814\u7a76\u56e2\u961f\u5173\u6ce8\u5b89\u68c0\u573a\u666f\u4e2d\u7684 X-ray \u8fdd\u7981\u54c1\u68c0\u6d4b\uff0c\u6838\u5fc3\u95ee\u9898\u662f\uff1a\u73b0\u5b9e\u5b89\u68c0\u4eba\u5458\u901a\u5e38\u4f1a\u540c\u65f6\u89c2\u5bdf\u4fef\u89c6\u548c\u4fa7\u89c6\u4e24\u5f20 X-ray \u56fe\u50cf\u6765\u5224\u65ad\u7269\u4f53\u7ed3\u6784\u3001\u906e\u6321\u5173\u7cfb\u548c\u7a7a\u95f4\u4f4d\u7f6e\uff0c\u4f46\u73b0\u6709\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u591a\u4f9d\u8d56\u5355\u89c6\u89d2\u56fe\u50cf\u6216\u6587\u672c\u63d0\u793a\uff0c\u7f3a\u4e4f\u5bf9\u201c\u53cc\u89c6\u89d2\u51e0\u4f55\u4e00\u81f4\u6027\u201d\u7684\u663e\u5f0f\u63a8\u7406\uff1b<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u56e0\u6b64\u8bba\u6587\u63d0\u51fa\u4e00\u4e2a\u5f88\u6709\u610f\u601d\u7684\u89c2\u70b9\u2014\u2014\u7b2c\u4e8c\u89c6\u89d2\u56fe\u50cf\u80fd\u5426\u50cf\u8bed\u8a00\u4e00\u6837\uff0c\u4e3a\u6a21\u578b\u63d0\u4f9b\u989d\u5916\u7ea6\u675f\u3002\u56f4\u7ed5\u8fd9\u4e2a\u95ee\u9898\uff0c\u4f5c\u8005\u6784\u5efa\u4e86 DualXrayBench\uff0c\u8fd9\u662f\u4e00\u4e2a\u7ed3\u5408\u53cc\u89c6\u89d2\u56fe\u50cf\u548c\u591a\u6a21\u6001\u6807\u6ce8\u7684\u57fa\u51c6\uff0c\u5305\u542b 45,613 \u5bf9\u53cc\u89c6\u89d2\u56fe\u50cf\u300112 \u7c7b\u8fdd\u7981\u7269\u54c1\uff0c\u4ee5\u53ca 1,594 \u4e2a\u4e13\u5bb6\u9a8c\u8bc1\u7684\u89c6\u89c9\u95ee\u7b54\u6837\u672c\uff0c\u7528\u6765\u6d4b\u8bd5\u8ba1\u6570\u3001\u8bc6\u522b\u3001\u906e\u6321\u3001\u7a7a\u95f4\u5173\u7cfb\u3001\u6446\u653e\u5c5e\u6027\u7b49 8 \u7c7b\u8de8\u89c6\u89d2\u63a8\u7406\u80fd\u529b\u3002<\/span><\/p>\n<p style=\"text-align: left;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u65b9\u6cd5\u4e0a\uff0c\u8bba\u6587\u63d0\u51fa GSR\uff0c\u5373 Geometric-Semantic Reasoner\uff0c\u57fa\u4e8e Qwen3-VL-MoE-8B \u6784\u5efa\uff0c\u901a\u8fc7\u89c6\u89c9\u7f16\u7801\u5668\u3001\u7279\u5f81\u5bf9\u9f50\u6a21\u5757\u548c\u8bed\u8a00\u63a8\u7406\u6a21\u5757\uff0c\u628a\u4fef\u89c6\u56fe\u3001\u4fa7\u89c6\u56fe\u548c\u6587\u672c\u95ee\u9898\u7edf\u4e00\u5230\u4e00\u4e2a\u63a8\u7406\u6d41\u7a0b\u4e2d\uff0c\u5e76\u8fdb\u4e00\u6b65\u6784\u5efa GSXray \u6570\u636e\u96c6\uff0c\u5c06\u63a8\u7406\u8fc7\u7a0b\u7ec4\u7ec7\u6210 \u3001\u3001 \u8fd9\u6837\u7684\u7ed3\u6784\u5316 Chain-of-Thought\uff0c\u8ba9\u6a21\u578b\u5148\u5206\u522b\u7406\u89e3\u4e24\u4e2a\u89c6\u89d2\uff0c\u518d\u7efc\u5408\u5f97\u51fa\u7ed3\u8bba\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0cGSR-8B \u5728 DualXrayBench \u4e0a\u53d6\u5f97 65.4 \u7684\u51c6\u786e\u7387\u300170.6 \u7684 F1 \u548c 52.3 \u7684 mIoU\uff0c\u660e\u663e\u8d85\u8fc7 GPT-4o\u3001Gemini-2.5-Pro\u3001Qwen3-VL-235B \u7b49\u901a\u7528\u6a21\u578b\uff0c\u4e5f\u4f18\u4e8e\u5355\u89c6\u89d2 X-ray \u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff1b<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u6d88\u878d\u5b9e\u9a8c\u8fd8\u8868\u660e\uff0c\u5355\u7eaf\u52a0\u5165\u7b2c\u4e8c\u89c6\u89d2\u5e76\u4e0d\u4e00\u5b9a\u8db3\u591f\uff0c\u53ea\u6709\u628a\u53cc\u89c6\u89d2\u4fe1\u606f\u548c\u7ed3\u6784\u5316\u63a8\u7406\u6807\u7b7e\u7ed3\u5408\u8d77\u6765\uff0c\u624d\u80fd\u7a33\u5b9a\u63d0\u5347\u51e0\u4f55\u5bf9\u9f50\u3001\u906e\u6321\u5224\u65ad\u548c\u7a7a\u95f4\u5173\u7cfb\u7406\u89e3\u80fd\u529b\u3002<\/span><\/p>\n<section style=\"text-align: justify;margin: 16px 16px 0px;line-height: 1.75em\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-7c25b46d2955a254a483ed9a3a96072b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-7c25b46d2955a254a483ed9a3a96072b.png\"><\/a><\/section>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 14px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #888888;font-style: italic\">\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2511.18385v1<\/span><\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u5b83\u7684\u4eae\u70b9\u5728\u4e8e\uff0c\u4e0d\u53ea\u662f\u628a\u4e24\u5f20\u56fe\u7b80\u5355\u62fc\u63a5\u505a\u591a\u6a21\u6001\u8f93\u5165\uff0c\u800c\u662f\u628a\u7b2c\u4e8c\u89c6\u89d2\u5f53\u6210\u4e00\u79cd\u201c\u7c7b\u8bed\u8a00\u6a21\u6001\u201d\uff0c\u7528\u6765\u7ea6\u675f\u548c\u8865\u5145\u4e3b\u89c6\u89d2\u4e2d\u7684\u4e0d\u786e\u5b9a\u4fe1\u606f\uff1b<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u540c\u65f6\uff0c\u8bba\u6587\u540c\u65f6\u8d21\u732e\u4e86\u6570\u636e\u96c6\u3001\u8bc4\u6d4b\u4efb\u52a1\u548c\u6a21\u578b\u6846\u67b6\uff0c\u4e3a\u5b89\u68c0 X-ray \u573a\u666f\u4e2d\u66f4\u63a5\u8fd1\u4eba\u5de5\u68c0\u67e5\u6d41\u7a0b\u7684\u8de8\u89c6\u89d2\u63a8\u7406\u63d0\u4f9b\u4e86\u7cfb\u7edf\u65b9\u6848\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u6574\u4f53\u6765\u770b\uff0c\u8fd9\u9879\u5de5\u4f5c\u628a\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u4ece\u5355\u56fe\u50cf\u8bed\u4e49\u7406\u89e3\u63a8\u8fdb\u5230\u53cc\u89c6\u89d2\u51e0\u4f55\u2014\u8bed\u4e49\u8054\u5408\u63a8\u7406\uff0c\u5bf9\u4e8e\u590d\u6742\u906e\u6321\u3001\u76f8\u4f3c\u7269\u4f53\u533a\u5206\u548c\u672a\u77e5\u8fdd\u7981\u54c1\u6cdb\u5316\u90fd\u6709\u8f83\u5f3a\u7684\u5e94\u7528\u610f\u4e49\u3002<\/span><\/p>\n<section style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-eab45d26e4289ee7c8c65729e39059d9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-eab45d26e4289ee7c8c65729e39059d9.png\"><\/a><\/section>\n<section style=\"padding: 0 16px;width: 100%\" data-mid=\"\">\n<section style=\"width: 100%\" data-mid=\"\">\n<section style=\"width: 100%;background: #FAFAFA\" data-mid=\"\">\n<section data-mid=\"\" style=\"width: 100%;);background-repeat: no-repeat;background-size: 190px 77px\">\n<section data-mid=\"\" style=\"width: 100%;padding: 23px 16px;);background-repeat: no-repeat;background-position: right bottom;background-size: 190px 77px;text-align: left\">\n<p style=\"text-align: center;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"line-height: 1.75em;font-size: 18px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\" data-mpa-action-id=\"mo8fy6f51xp\" data-pm-slice=\"0 0 []\"><span style=\"color: #4499E7;font-weight: bold\">\u8fd9\u6b21\u53bb CVPR \u73b0\u573a\uff0c\u4e00\u5b9a\u4e0d\u8981\u9519\u8fc7<\/span><\/span><\/p>\n<p style=\"text-align: center;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #4499E7\">\u3010\u8ba4\u8bc6\u5927\u725b+\u8d5a\u5916\u5feb\u3011\u7684\u673a\u4f1a<\/span><\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u9700\u8981\u4f60\u505a\u4ec0\u4e48\uff1a\u628a\u4f60\u6700\u5173\u6ce8\u768410\u4e2a\u5927\u4f1a\u62a5\u544a\uff0c\u6bcf\u9875PPT\u90fd\u62cd\u4e0b\u6765<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #4499E7;font-weight: bold\">\u4f60\u80fd\u83b7\u5f97\u4ec0\u4e48\uff1f<\/span><\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #4499E7;font-weight: bold\">\u8ba4\u8bc6\u5927\u725b\uff1a<\/span>\u4f60\u5c06\u53ef\u4ee5\u8fdb\u5165CVPR\u540d\u5e08\u535a\u58eb\u793e\u7fa4\uff1b<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #4499E7;font-weight: bold\">\u94b1\u591a\u6d3b\u5c11\uff1a<\/span>\u63d0\u4f9b\u4e30\u539a\u5956\u91d1\uff0c\u4efb\u52a1\u91cf\u7cbe\u7b80\uff1b<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #4499E7;font-weight: bold\">\u542c\u4f1a\u81ea\u7531\uff1a<\/span>\u4f60\u7684\u884c\u7a0b\u4f60\u505a\u4e3b\uff0c\u987a\u624b\u5c31\u628a\u5916\u5feb\u8d5a\u3002\u62cd\u4e0b\u4f60\u6700\u611f\u5174\u8da3\u768410\u4e2a\u62a5\u544aPPT\u5373\u53ef\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u5982\u679c\u4f60\u5373\u5c06\u524d\u5f80CVPR\uff0c\u60f3\u8fb9\u542c\u4f1a\u8fb9\u8d5a\u94b1\uff0c\u8fd8\u80fd\u987a\u4fbf\u4e3aAI\u5b66\u672f\u793e\u533a\u505a\u8d21\u732e\u3001\u8ba4\u8bc6\u66f4\u591a\u5927\u725b\uff0c\u6b22\u8fce<\/span><span style=\"text-align: left;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u8054\u7cfb\u6211\u4eec\uff1a[\u6dfb\u52a0\u5fae\u4fe1\u53f7:<\/span><span style=\"text-align: left;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"font-weight: bold\">MS_Yahei<\/span><\/span><span style=\"text-align: left;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">]<\/span><\/p>\n<p style=\"text-align: center;margin: 16px 16px 24px;line-height: 1.75em\"><span>\u3010<\/span><span style=\"line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u9650\u989d5\u4f4d\uff0c\u5148\u5230\u5148\u5f97<\/span><span>\u3011<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section><span data-mpa-action-id=\"mipr37w01zjd\"><\/span><\/section>\n<p style=\"text-align: left;margin: 16px 16px 24px;line-height: 1.75em\"><span><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-af8d97af69766b345d8fb62d29723d48.jpeg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-af8d97af69766b345d8fb62d29723d48.jpeg\"><\/a><\/span><\/p>\n<section><span data-mpa-action-id=\"mipr37w01zjd\"><\/span><\/section>\n<p>\u96f7\u5cf0\u7f51\u539f\u521b\u6587\u7ae0\uff0c\u672a\u7ecf\u6388\u6743\u7981\u6b62\u8f6c\u8f7d\u3002\u8be6\u60c5\u89c1<a href=\"https:\/\/r.xiumi.us\/board\/v5\/3qhbI\/392977584\" rel=\"nofollow\" target=\"_blank\">\u8f6c\u8f7d\u987b\u77e5<\/a>\u3002<\/p>\n<p>\n                        <a href=\"https:\/\/vip.yanxishe.com\/?from=leiphonearticle\" target=\"_blank\"><br \/>\n                            <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-ef1b38dfb738ad25d47c69ef4a8cea34.jpeg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-ef1b38dfb738ad25d47c69ef4a8cea34.jpeg\"><\/a><br \/>\n                        <\/a>\n                    <\/p>\n<p>                                            \u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.leiphone.com\/category\/ai\/JAUmva7bj5gy9aaC.html\" target=\"_blank\">CVPR 2026 \u533b\u5b66\u5f71\u50cf\u00a0AI \u8d8b\u52bf\u68b3\u7406\uff1a\u4ece\u770b\u61c2\u5f71\u50cf\uff0c\u5230\u63a5\u7ba1\u79d1\u7814\u5de5\u4f5c\u6d41<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6a21\u578b\u6b63\u4ece\u5f71\u50cf\u8bc6\u522b\u8d70\u5411\u9ad8\u6548\u9002\u914d\u3001\u4e34\u5e8a\u8bed\u4e49\u7406 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[70,71,73,84,55,65],"class_list":["post-41010","post","type-post","status-publish","format-standard","hentry","category-news","tag-agent","tag-rag","tag-73","tag-84","tag-55","tag-65"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>CVPR 2026 \u533b\u5b66\u5f71\u50cf\u00a0AI \u8d8b\u52bf\u68b3\u7406\uff1a\u4ece\u770b\u61c2\u5f71\u50cf\uff0c\u5230\u63a5\u7ba1\u79d1\u7814\u5de5\u4f5c\u6d41 - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=41010\" \/>\n<script type=\"application\/ld+json\" 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