{"id":4917,"date":"2026-03-17T16:30:30","date_gmt":"2026-03-17T08:30:30","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=4917"},"modified":"2026-03-17T16:30:30","modified_gmt":"2026-03-17T08:30:30","slug":"%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-instruction-augmented-multimodal-alignment-for-image-text-and-element-matching","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-instruction-augmented-multimodal-alignment-for-image-text-and-element-matching\/","title":{"rendered":"\u8bba\u6587\u7814\u8bfb-Instruction-augmented Multimodal Alignment for Image-Text and Element\u00a0 Matching"},"content":{"rendered":"\n<p>2026.3.16&#8211;gongchenhao<\/p>\n\n\n\n<p>Author\uff1axinli yue<\/p>\n\n\n\n<p>Journal:cvpr<\/p>\n\n\n\n<p>Unit:\u6b66\u6c49\u5927\u5b66<\/p>\n\n\n\n<p>Year\uff1a2025.3<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">1.\u7814\u7a76\u80cc\u666f<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"452\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-31-1024x452.png\" alt=\"\" class=\"wp-image-4918\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-31-1024x452.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-31-300x132.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-31-768x339.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-31.png 1202w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">2.\u6838\u5fc3\u8d21\u732e<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"472\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-32-1024x472.png\" alt=\"\" class=\"wp-image-4919\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-32-1024x472.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-32-300x138.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-32-768x354.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-32.png 1206w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"458\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-33-1024x458.png\" alt=\"\" class=\"wp-image-4920\" style=\"width:479px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-33-1024x458.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-33-300x134.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-33-768x343.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-33.png 1195w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">3.\u65b9\u6cd5<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"501\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-34-1024x501.png\" alt=\"\" class=\"wp-image-4921\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-34-1024x501.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-34-300x147.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-34-768x375.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-34.png 1164w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"488\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-35-1024x488.png\" alt=\"\" class=\"wp-image-4922\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-35-1024x488.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-35-300x143.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-35-768x366.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-35.png 1195w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">4.\u5b9e\u9a8c<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"443\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-36-1024x443.png\" alt=\"\" class=\"wp-image-4923\" style=\"width:479px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-36-1024x443.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-36-300x130.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-36-768x332.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-36.png 1216w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"421\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-37-1024x421.png\" alt=\"\" class=\"wp-image-4924\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-37-1024x421.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-37-300x123.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-37-768x316.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-37.png 1214w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">5.\u603b\u7ed3\u4e0e\u601d\u8003<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"570\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-38-1024x570.png\" alt=\"\" class=\"wp-image-4925\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-38-1024x570.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-38-300x167.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-38-768x427.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-38.png 1281w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"575\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-39-1024x575.png\" alt=\"\" class=\"wp-image-4926\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-39-1024x575.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-39-300x168.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-39-768x431.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/03\/image-39.png 1270w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>2026.3.16&#8211;gongchenhao Author\uff1axinli yue Journal:cv [&hellip;]<\/p>\n","protected":false},"author":73,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-4917","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4917","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/73"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=4917"}],"version-history":[{"count":1,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4917\/revisions"}],"predecessor-version":[{"id":4927,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4917\/revisions\/4927"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=4917"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=4917"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=4917"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}