{"id":34155,"date":"2024-12-01T03:56:33","date_gmt":"2024-11-30T19:56:33","guid":{"rendered":"https:\/\/17aitech.com\/?p=34155"},"modified":"2024-12-01T03:56:33","modified_gmt":"2024-11-30T19:56:33","slug":"%e8%b6%85%e8%b6%8acvpr-2024%e6%96%b9%e6%b3%95%ef%bc%8cdynrefer%e5%9c%a8%e5%8c%ba%e5%9f%9f%e7%ba%a7%e5%a4%9a%e6%a8%a1%e6%80%81%e8%af%86%e5%88%ab%e4%bb%bb%e5%8a%a1%e4%b8%8a%ef%bc%8c%e5%a4%9a%e9%a1%b9sot","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34155","title":{"rendered":"\u8d85\u8d8aCVPR 2024\u65b9\u6cd5\uff0cDynRefer\u5728\u533a\u57df\u7ea7\u591a\u6a21\u6001\u8bc6\u522b\u4efb\u52a1\u4e0a\uff0c\u591a\u9879SOTA"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-06-20-7\" target=\"_blank\">\u8d85\u8d8aCVPR 2024\u65b9\u6cd5\uff0cDynRefer\u5728\u533a\u57df\u7ea7\u591a\u6a21\u6001\u8bc6\u522b\u4efb\u52a1\u4e0a\uff0c\u591a\u9879SOTA<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"44\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>\u4e3a\u4e86\u5b9e\u73b0\u9ad8\u7cbe\u5ea6\u7684\u533a\u57df\u7ea7\u591a\u6a21\u6001\u7406\u89e3\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u52a8\u6001\u5206\u8fa8\u7387\u65b9\u6848\u6765\u6a21\u62df\u4eba\u7c7b\u89c6\u89c9\u8ba4\u77e5\u7cfb\u7edf\u3002<\/p>\n<\/section>\n<\/blockquote>\n<p><strong>\u672c\u6587\u4f5c\u8005\u6765\u81ea\u4e8e\u4e2d\u56fd\u79d1\u5b66\u9662\u5927\u5b66LAMP\u5b9e\u9a8c\u5ba4\uff0c\u5176\u4e2d\u7b2c\u4e00\u4f5c\u8005\u8d75\u6bd3\u949f\u662f\u4e2d\u56fd\u79d1\u5b66\u9662\u5927\u5b66\u76842023\u7ea7\u535a\u58eb\u751f\uff0c\u5171\u540c\u4e00\u4f5c\u5218\u5cf0\u662f\u4e2d\u56fd\u79d1\u5b66\u9662\u5927\u5b662020\u7ea7\u76f4\u535a\u751f\u3002\u4ed6\u4eec\u7684\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u662f\u89c6\u89c9<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u548c\u89c6\u89c9\u76ee\u6807<mark data-type=\"concepts\" data-id=\"1ccbfcc7-1b56-44d6-b64b-729d855abcb1\">\u611f\u77e5<\/mark>\u3002<\/strong><\/p>\n<section><strong>\u7b80\u4ecb<\/strong><\/section>\n<section><\/section>\n<section>DynRefer \u901a\u8fc7\u6a21\u62df\u4eba\u7c7b\u89c6\u89c9\u8ba4\u77e5\u8fc7\u7a0b\uff0c\u663e\u8457\u63d0\u5347\u4e86\u533a\u57df\u7ea7\u591a\u6a21\u6001\u8bc6\u522b\u80fd\u529b\u3002\u901a\u8fc7\u5f15\u5165\u4eba\u773c\u7684\u52a8\u6001\u5206\u8fa8\u7387\u673a\u5236\uff0cDynRefer \u80fd\u591f\u4ee5\u5355\u4e2a\u6a21\u578b\u540c\u65f6\u5b8c\u6210\u533a\u57df\u8bc6\u522b\u3001\u533a\u57df\u5c5e\u6027\u68c0\u6d4b\u548c\u533a\u57df\u5b57\u5e55\u751f\u6210\uff08region-level captioning\uff09\u4efb\u52a1\uff0c\u5e76\u5728\u4e0a\u8ff0\u4efb\u52a1\u90fd\u53d6\u5f97 SOTA \u6027\u80fd\u3002\u5176\u4e2d\u5728 RefCOCOg \u6570\u636e\u96c6\u7684 region-level captioning \u4efb\u52a1\u4e0a\u53d6\u5f97\u4e86 115.7 CIDEr\uff0c\u663e\u8457\u9ad8\u4e8e RegionGPT\uff0cGlaMM\uff0cOsprey\uff0cAlpha-CLIP \u7b49 CVPR 2024 \u7684\u65b9\u6cd5\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-2e7b579e0e4e8586d5835e6f2297bc63.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-2e7b579e0e4e8586d5835e6f2297bc63.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aDynRefer: Delving into Region-level Multi-modality Tasks via Dynamic Resolution<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2405.16071<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u4ee3\u7801\uff1ahttps:\/\/github.com\/callsys\/DynRefer<\/section>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-42633b80d4f7329c7df2418516bc86d9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-42633b80d4f7329c7df2418516bc86d9.png\"><\/a><\/p>\n<section><strong>\u52a8\u673a<\/strong><\/section>\n<section><\/section>\n<section>\u533a\u57df\u7ea7\u591a\u6a21\u6001\u4efb\u52a1\u81f4\u529b\u4e8e\u5c06\u6307\u5b9a\u7684\u56fe\u50cf\u533a\u57df\u8f6c\u6362\u4e3a\u7b26\u5408\u4eba\u7c7b\u504f\u597d\u7684\u8bed\u8a00\u63cf\u8ff0\u3002\u4eba\u7c7b\u5b8c\u6210\u533a\u57df\u7ea7\u591a\u6a21\u6001\u4efb\u52a1\u65f6\u5177\u6709\u4e00\u79cd\u5206\u8fa8\u7387\u81ea\u9002\u5e94\u80fd\u529b\uff0c\u5373\u5173\u6ce8\u533a\u57df\u662f\u9ad8\u5206\u8fa8\u7387\u7684\uff0c\u975e\u5173\u6ce8\u533a\u57df\u662f\u4f4e\u5206\u8fa8\u7387\u7684\u3002\u7136\u800c\uff0c\u76ee\u524d\u7684\u533a\u57df\u7ea7\u591a\u6a21\u6001\u5927<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u5f80\u5f80\u91c7\u7528\u56fa\u5b9a\u5206\u8fa8\u7387\u7f16\u7801\u7684\u65b9\u6848\uff0c\u5373\u5bf9\u6574\u5f20\u56fe\u50cf\u8fdb\u884c\u7f16\u7801\uff0c\u7136\u540e\u901a\u8fc7 RoI Align \u5c06\u533a\u57df\u7279\u5f81\u63d0\u53d6\u51fa\u6765\u3002\u8fd9\u79cd\u505a\u6cd5\u7f3a\u4e4f\u4eba\u7c7b\u89c6\u89c9\u8ba4\u77e5\u7cfb\u7edf\u4e2d\u7684\u5206\u8fa8\u7387\u81ea\u9002\u5e94\u80fd\u529b\uff0c\u5bf9\u5173\u6ce8\u533a\u57df\u7684\u7f16\u7801\u6548\u7387\u548c\u80fd\u529b\u8f83\u4f4e\u3002\u4e3a\u4e86\u5b9e\u73b0\u9ad8\u7cbe\u5ea6\u7684\u533a\u57df\u7ea7\u591a\u6a21\u6001\u7406\u89e3\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u52a8\u6001\u5206\u8fa8\u7387\u65b9\u6848\u6765\u6a21\u62df\u4eba\u7c7b\u89c6\u89c9\u8ba4\u77e5\u7cfb\u7edf\uff0c\u5982\u4e0b\u56fe\u6240\u793a\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-61943d70a1a05d1e9cb9289da2739e57.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-61943d70a1a05d1e9cb9289da2739e57.png\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 1\uff1a\u4f20\u7edf\u7684\u533a\u57df\u7ea7\u591a\u6a21\u6001\u65b9\u6cd5\uff08\u5de6\uff09\u4e0e DynRefer \u65b9\u6cd5\uff08\u53f3\uff09\u7684\u6bd4\u8f83\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u65b9\u6cd5<\/strong><\/section>\n<section><\/section>\n<section><strong>1\u3001\u6a21\u62df\u52a8\u6001\u5206\u8fa8\u7387\u7684\u56fe\u50cf\uff08Multi-view construction\uff09\u3002<\/strong>\u7531\u4e8e\u4e3b\u6d41\u7684\u9884\u8bad\u7ec3\u89c6\u89c9<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff08CLIP\uff09\u53ea\u80fd\u63a5\u6536\u5747\u5300\u5206\u8fa8\u7387\u7684\u8f93\u5165\uff0c\u6211\u4eec\u901a\u8fc7\u6784\u9020\u591a\u4e2a\u5747\u5300\u5206\u8fa8\u7387\u7684\u89c6\u56fe\u6765\u6a21\u62df\u4e00\u5e45\u52a8\u6001\u5206\u8fa8\u7387\u56fe\u50cf\u3002\u8be5\u56fe\u50cf\u5728\u6307\u4ee3\u533a\u57df\u5177\u6709\u9ad8\u5206\u8fa8\u7387\uff0c\u800c\u5728\u975e\u6307\u4ee3\u533a\u57df\u4f4e\u5206\u8fa8\u7387\u3002\u5177\u4f53\u6d41\u7a0b\u5982\u56fe 2 \u4e0a\u3002\u539f\u59cb\u56fe\u50cf x \u88ab\u88c1\u526a\u5e76\u8c03\u6574\u5927\u5c0f\u4e3a\u591a\u4e2a\u5019\u9009\u89c6\u56fe\u3002\u88c1\u526a\u533a\u57df\u7684\u8ba1\u7b97\u65b9\u5f0f\u4e3a\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-758cdcb015e47ede9a8577bec20e26a3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-758cdcb015e47ede9a8577bec20e26a3.png\"><\/a>\uff0c\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-ffc623fb4dd3d334af217ae8b288ea2f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-ffc623fb4dd3d334af217ae8b288ea2f.png\"><\/a>\u3002\u8fd9\u91cc\u7684<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-fad25dd6390220e172e55ad8e69d3f2f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-fad25dd6390220e172e55ad8e69d3f2f.png\"><\/a>\u8868\u793a\u53c2\u8003\u533a\u57df\u7684\u8fb9\u754c\u6846\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-0f4d3868a0fff4cfad17016179b017b5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-0f4d3868a0fff4cfad17016179b017b5.png\"><\/a>\u8868\u793a\u6574\u4e2a\u56fe\u50cf\u7684\u5c3a\u5bf8\uff0ct \u8868\u793a<mark data-type=\"tech_methods\" data-id=\"8c0112be-a657-49af-b386-f7aee73cb752\">\u63d2\u503c<\/mark>\u7cfb\u6570\u3002\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u4ece\u5019\u9009\u89c6\u56fe\u4e2d\u968f\u673a\u9009\u62e9 n \u4e2a\u89c6\u56fe\uff0c\u4ee5\u6a21\u62df\u7531\u4e8e\u6ce8\u89c6\u548c\u773c\u7403\u5feb\u901f\u8fd0\u52a8\u800c\u751f\u6210\u7684\u56fe\u50cf\u3002\u8fd9\u4e9b n \u4e2a\u89c6\u56fe\u5bf9\u5e94\u4e8e<mark data-type=\"tech_methods\" data-id=\"8c0112be-a657-49af-b386-f7aee73cb752\">\u63d2\u503c<\/mark>\u7cfb\u6570 t\uff0c\u5373<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-665056a5c8c8e3f8a201fd7f763c6071.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-665056a5c8c8e3f8a201fd7f763c6071.png\"><\/a>\u3002\u6211\u4eec\u56fa\u5b9a\u4fdd\u7559\u4ec5\u5305\u542b\u53c2\u8003\u533a\u57df\u7684\u89c6\u56fe\uff08\u5373<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-4b83942d095d4c931633943cf088ce92.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-4b83942d095d4c931633943cf088ce92.png\"><\/a>\uff09\u3002\u7ecf\u5b9e\u9a8c\u8bc1\u660e\u8be5\u89c6\u56fe\u6709\u52a9\u4e8e\u4fdd\u7559\u533a\u57df\u7ec6\u8282\uff0c\u5bf9\u4e8e\u6240\u6709\u533a\u57df\u591a\u6a21\u6001\u4efb\u52a1\u90fd\u81f3\u5173\u91cd\u8981\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-feeb1a70e299c5c7e6eff70938d0decc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-feeb1a70e299c5c7e6eff70938d0decc.png\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 2\uff1aDynRefer \u8bad\u7ec3\uff08\u4e0a\uff09\u4e0e \u63a8\u7406\uff08\u4e0b\uff09\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>2\u3001\u968f\u673a\u52a8\u6001\u89c6\u56fe\u5d4c\u5165\uff08Stochastic Multi-view Embedding\uff09\u3002<\/strong>\u5177\u4f53\u6d41\u7a0b\u5982\u56fe 3 \u6240\u793a\u3002\u91c7\u6837\u7684 n \u4e2a\u89c6\u56fe\u901a\u8fc7\u51bb\u7ed3\u7684 CLIP \u7f16\u7801\u6210\u7a7a\u95f4\u7279\u5f81\uff0c\u7136\u540e\u7ecf\u8fc7 RoI-Align \u6a21\u5757\u5904\u7406\uff0c\u4ee5\u83b7\u53d6\u533a\u57df\u5d4c\u5165\uff0c\u5373<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-d7a403c243b0bf449e6453dcb997a7c0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-d7a403c243b0bf449e6453dcb997a7c0.png\"><\/a>\u3002\u5982\u56fe 3 \u5de6\u4fa7\u6240\u793a\u3002\u7531\u4e8e\u88c1\u526a\u3001\u8c03\u6574\u5927\u5c0f\u548c RoI-Align \u5f15\u5165\u7684\u7a7a\u95f4\u8bef\u5dee\uff0c\u8fd9\u4e9b\u533a\u57df\u5d4c\u5165\u5728\u7a7a\u95f4\u4e0a\u5e76\u4e0d\u5bf9\u9f50\u3002\u53d7 deformable convolution \u64cd\u4f5c\u542f\u53d1\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u5bf9\u9f50\u6a21\u5757\uff0c\u901a\u8fc7\u5c06 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-4b4feac611e2f1fba3bd0cba5fb0c14d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-4b4feac611e2f1fba3bd0cba5fb0c14d.png\"><\/a>\u5bf9\u9f50\u5230 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-c7827ceb796f5834af95e011ee012e4c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-c7827ceb796f5834af95e011ee012e4c.png\"><\/a>\u6765\u51cf\u5c11\u504f\u5dee\uff0c\u5176\u4e2d <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-e674e7c7c4bb6164062e531fb6ddd1f3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-e674e7c7c4bb6164062e531fb6ddd1f3.png\"><\/a>\u662f\u4ec5\u5305\u542b\u53c2\u8003\u533a\u57df\u7684\u89c6\u56fe\u7f16\u7801\u7684\u533a\u57df\u5d4c\u5165\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u533a\u57df\u5d4c\u5165<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-9d72b2a0ab01c4360e87c95d96229964.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-9d72b2a0ab01c4360e87c95d96229964.png\"><\/a>\uff0c\u9996\u5148\u5c06\u5176\u4e0e <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-87ea7348935548ad7a7098234b526045.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-87ea7348935548ad7a7098234b526045.png\"><\/a>\u8fde\u63a5\uff0c\u7136\u540e\u901a\u8fc7\u5377\u79ef\u5c42\u8ba1\u7b97\u4e00\u4e2a\u4e8c\u7ef4\u504f\u79fb\u56fe\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-cf43374c02906c0c337d36f77600d1a6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-cf43374c02906c0c337d36f77600d1a6.png\"><\/a>\u7684\u7a7a\u95f4\u7279\u5f81\u7136\u540e\u6839\u636e\u4e8c\u7ef4\u504f\u79fb\u91cd\u65b0\u91c7\u6837\u3002\u6700\u540e\uff0c\u5bf9\u9f50\u540e\u7684\u533a\u57df\u5d4c\u5165\u6cbf\u901a\u9053\u7ef4\u5ea6\u8fde\u63a5\u5e76\u901a\u8fc7 linear \u5c42\u8fdb\u884c\u878d\u5408\u3002\u8f93\u51fa\u8fdb\u4e00\u6b65\u901a\u8fc7\u89c6\u89c9<mark data-type=\"tech_methods\" data-id=\"00a1d368-2d34-4830-b51e-ecb4e56de1a4\">\u91cd\u91c7\u6837<\/mark>\u6a21\u5757\uff0c\u5373 Q-former\uff0c\u8fdb\u884c\u538b\u7f29\uff0c\u4ece\u800c\u63d0\u53d6\u539f\u59cb\u56fe\u50cf x \u7684\u53c2\u8003\u533a\u57df <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-41c420c7fa463f12b1ca12654b546d24.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-41c420c7fa463f12b1ca12654b546d24.png\"><\/a>\u7684\u533a\u57df\u8868\u793a\uff08\u56fe 3 \u4e2d\u7684<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-708a2fac0ca94f447153332520f6847e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-708a2fac0ca94f447153332520f6847e.png\"><\/a>\uff09\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-7655b8dfe1bbfbc7da7e91695971fd37.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-7655b8dfe1bbfbc7da7e91695971fd37.png\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 3\uff1aDynRefer \u7f51\u7edc\u7ed3\u6784<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>3\u3001\u89c6\u89c9\u8bed\u8a00\u5bf9\u9f50 (Vision-language Alignment)\u3002<\/strong>\u901a\u8fc7\u968f\u673a\u591a\u89c6\u56fe\u5d4c\u5165\u6a21\u5757\u8ba1\u7b97\u5f97\u5230\u7684\u533a\u57df\u8868\u793a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-bff5da11bf0a5ca610be019112462ead.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-bff5da11bf0a5ca610be019112462ead.png\"><\/a>\uff0c\u7531\u4e09\u4e2a\u89e3\u7801\u5668<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-e551d195d97f5c9fde867e094b6ac43e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-e551d195d97f5c9fde867e094b6ac43e.png\"><\/a>\u89e3\u7801\uff0c\u5982\u56fe 3\uff08\u53f3\uff09\u6240\u793a\uff0c\u5206\u522b\u53d7\u4e09\u4e2a\u591a\u6a21\u6001\u4efb\u52a1\u7684\u76d1\u7763\uff1a<\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>i) \u56fe\u50cf\u533a\u57df\u6807\u7b7e\u751f\u6210\u3002\u6211\u4eec\u91c7\u7528\u57fa\u4e8e<mark data-type=\"concepts\" data-id=\"bf740558-f0f7-41a8-87a0-e695a97563b3\">\u67e5\u8be2<\/mark>\u7684\u8f7b\u91cf\u7ea7\u8bc6\u522b\u89e3\u7801\u5668\u8fdb\u884c\u533a\u57df\u6807\u7b7e\u751f\u6210\u3002\u89e3\u7801\u5668\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-9f267dcff75051865442e64bc66b865b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-9f267dcff75051865442e64bc66b865b.png\"><\/a> \u5982\u56fe 3\uff08\u53f3\u4fa7\uff09\u6240\u793a\u3002\u901a\u8fc7\u4f7f\u7528\u6807\u7b7e\u4f5c\u4e3a<mark data-type=\"concepts\" data-id=\"bf740558-f0f7-41a8-87a0-e695a97563b3\">\u67e5\u8be2<\/mark>\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-68c8af74cbab59c07264015fe118e445.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-68c8af74cbab59c07264015fe118e445.png\"><\/a>\u4f5c\u4e3a\u952e\u548c\u503c\uff0c\u8ba1\u7b97\u9884\u5b9a\u4e49\u6807\u8bb0\u7684\u7f6e\u4fe1\u5ea6\u6765\u5b8c\u6210\u6807\u8bb0\u8fc7\u7a0b\u3002\u6211\u4eec\u4ece\u771f\u503c\u5b57\u5e55\u4e2d\u89e3\u6790\u51fa\u6807\u7b7e\uff0c\u4ee5\u76d1\u7763\u8bc6\u522b\u89e3\u7801\u5668\u3002ii) \u533a\u57df &#8211; \u6587\u672c\u5bf9\u6bd4\u5b66\u4e60\u3002\u7c7b\u4f3c\u4e8e\u533a\u57df\u6807\u8bb0\u89e3\u7801\u5668\uff0c\u89e3\u7801\u5668\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-921238258b5a9e4dea328a543fa55aaa.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-921238258b5a9e4dea328a543fa55aaa.png\"><\/a>\u5b9a\u4e49\u4e3a\u57fa\u4e8e<mark data-type=\"concepts\" data-id=\"bf740558-f0f7-41a8-87a0-e695a97563b3\">\u67e5\u8be2<\/mark>\u7684\u8bc6\u522b\u89e3\u7801\u5668\u3002\u8be5\u89e3\u7801\u5668\u8ba1\u7b97\u5b57\u5e55\u4e0e\u533a\u57df\u7279\u5f81\u4e4b\u95f4\u7684\u76f8\u4f3c\u6027\u5206\u6570\uff0c\u4f7f\u7528 SigLIP loss \u8fdb\u884c\u76d1\u7763\u3002iii) \u8bed\u8a00\u5efa\u6a21\u3002\u6211\u4eec\u91c7\u7528\u9884\u8bad\u7ec3\u7684\u5927<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-a7afca9dcaec4ae3eba455cbee65e88b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-a7afca9dcaec4ae3eba455cbee65e88b.png\"><\/a>\u5c06\u533a\u57df\u8868\u793a\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-1009249ae99f26c1229b49258a7050af.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-1009249ae99f26c1229b49258a7050af.png\"><\/a>\u8f6c\u6362\u4e3a\u8bed\u8a00\u63cf\u8ff0\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-9dad280c034e23999cc4155f148c9d49.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-9dad280c034e23999cc4155f148c9d49.png\"><\/a><\/p>\n<section><em><sup>\u56fe 4\uff1a\u53cc\u89c6\u56fe\uff08n=2\uff09DynRefer \u6a21\u578b\u5728\u533a\u57df\u7ea7\u591a\u6a21\u6001\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002\u5728\u4e0d\u540c\u7684<mark data-type=\"tech_methods\" data-id=\"8c0112be-a657-49af-b386-f7aee73cb752\">\u63d2\u503c<\/mark>\u7cfb\u6570 t \u4e0b,<\/sup><\/em><sup><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-37e2f5087b5a588f353f12213038bcb0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-37e2f5087b5a588f353f12213038bcb0.png\"><\/a><em>\u3002\u89c6\u56fe\u4e00\u662f\u56fa\u5b9a\u7684\uff08<\/em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-f309f188a83fbdc0d9e5deac750b6acd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-f309f188a83fbdc0d9e5deac750b6acd.png\"><\/a><\/sup><em><sup>\uff09\uff0c\u89c6\u56fe\u4e8c\u968f\u673a\u9009\u62e9\u6216\u56fa\u5b9a\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>4\u3001\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u7ecf\u8fc7\u8bad\u7ec3\u7684 DynRefer \u6a21\u578b\u901a\u8fc7\u52a8\u6001\u5206\u8fa8\u7387\u5728\u56fe\u50cf\u4e0a\u6267\u884c\u591a\u6a21\u6001\u4efb\u52a1\u3002\u901a\u8fc7\u8c03\u6574\u91c7\u6837\u7684 n \u4e2a\u89c6\u56fe\u7684<mark data-type=\"tech_methods\" data-id=\"8c0112be-a657-49af-b386-f7aee73cb752\">\u63d2\u503c<\/mark>\u7cfb\u6570<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-4c700810c3c5ed6c6df6b7dd5469f3d4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-4c700810c3c5ed6c6df6b7dd5469f3d4.png\"><\/a>\uff0c\u6211\u4eec\u53ef\u4ee5\u5f97\u5230\u5177\u6709\u52a8\u6001\u5206\u8fa8\u7387\u7279\u6027\u7684\u533a\u57df\u8868\u793a\u3002\u4e3a\u4e86\u8bc4\u4f30\u4e0d\u540c\u52a8\u6001\u5206\u8fa8\u7387\u4e0b\u7684\u7279\u6027\uff0c\u6211\u4eec\u8bad\u7ec3\u4e86\u4e00\u4e2a\u53cc\u89c6\u56fe\uff08n=2\uff09\u7684 DynRefer \u6a21\u578b\uff0c\u5e76\u5728\u56db\u4e2a\u591a\u6a21\u6001\u4efb\u52a1\u4e0a\u8fdb\u884c\u8bc4\u4f30\u3002\u4ece\u56fe 4 \u4e2d\u7684\u66f2\u7ebf\u53ef\u4ee5\u770b\u51fa\uff0c\u5bf9\u4e8e\u6ca1\u6709\u4e0a\u4e0b\u6587\u4fe1\u606f\u7684\u89c6\u56fe\uff08<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-1648abf421a99753a46bb6ae39f2cb16.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-1648abf421a99753a46bb6ae39f2cb16.png\"><\/a>\uff09\uff0c\u5c5e\u6027\u68c0\u6d4b\uff08Attribute detection\uff09\u83b7\u5f97\u4e86\u66f4\u597d\u7684\u7ed3\u679c\u3002\u8fd9\u53ef\u4ee5\u89e3\u91ca\u4e3a\u8fd9\u79cd\u4efb\u52a1\u901a\u5e38\u9700\u8981\u8be6\u7ec6\u7684\u533a\u57df\u4fe1\u606f\u3002\u800c\u5bf9\u4e8e\u533a\u57df\u7ea7\u5b57\u5e55\uff08Region-level captioning\uff09\u548c\u5bc6\u96c6\u5b57\u5e55\u751f\u6210\uff08Dense captioning\uff09\u4efb\u52a1\uff0c\u9700\u8981\u4e0a\u4e0b\u6587\u4e30\u5bcc\u7684\u89c6\u56fe\uff08 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-333e6d1dfef92e6774e78ea8deba0956.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-333e6d1dfef92e6774e78ea8deba0956.png\"><\/a>\uff09\uff0c\u4ee5\u4fbf\u5b8c\u6574\u7406\u89e3\u53c2\u8003\u533a\u57df\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u8fc7\u591a\u4e0a\u4e0b\u6587\u7684\u89c6\u56fe\uff08<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-24761a3e626ef1f5508304eb4769b595.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-24761a3e626ef1f5508304eb4769b595.png\"><\/a>\uff09\u4f1a\u964d\u4f4e\u6240\u6709\u4efb\u52a1\u7684\u6027\u80fd\uff0c\u56e0\u4e3a\u5b83\u4eec\u5f15\u5165\u4e86\u8fc7\u591a\u4e0e\u533a\u57df\u65e0\u5173\u7684\u4fe1\u606f\u3002\u5f53\u5df2\u77e5\u4efb\u52a1\u7c7b\u578b\u65f6\uff0c\u6211\u4eec\u53ef\u4ee5\u6839\u636e\u4efb\u52a1\u7279\u6027\u91c7\u6837\u9002\u5f53\u7684\u89c6\u56fe\u3002\u5f53\u4efb\u52a1\u7c7b\u578b\u672a\u77e5\u65f6\uff0c\u6211\u4eec\u9996\u5148\u6784\u5efa\u4e00\u7ec4\u5728\u4e0d\u540c<mark data-type=\"tech_methods\" data-id=\"8c0112be-a657-49af-b386-f7aee73cb752\">\u63d2\u503c<\/mark>\u7cfb\u6570 t \u4e0b\u7684\u5019\u9009\u89c6\u56fe\u96c6\u5408\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-e1f77470c473bce7765f4819a951f609.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-e1f77470c473bce7765f4819a951f609.png\"><\/a>\u3002\u4ece\u5019\u9009\u96c6\u4e2d\uff0c\u901a\u8fc7\u8d2a\u5a6a\u641c\u7d22\u7b97\u6cd5\u91c7\u6837 n \u4e2a\u89c6\u56fe\u3002\u641c\u7d22\u7684<mark data-type=\"concepts\" data-id=\"a3ee878c-7013-408b-8e6b-7b1038057f8f\">\u76ee\u6807\u51fd\u6570<\/mark>\u5b9a\u4e49\u4e3a\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-bad99edde463f063bbc474af0c7aa443.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-bad99edde463f063bbc474af0c7aa443.png\"><\/a>\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-f858446e608d92507dbcfbd79fe0d3e5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-f858446e608d92507dbcfbd79fe0d3e5.png\"><\/a>\u8868\u793a\u7b2c i \u4e2a\u89c6\u56fe\u7684<mark data-type=\"tech_methods\" data-id=\"8c0112be-a657-49af-b386-f7aee73cb752\">\u63d2\u503c<\/mark>\u7cfb\u6570\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-09432dd42e1c66e531480861df685efb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-09432dd42e1c66e531480861df685efb.png\"><\/a>\u8868\u793a\u7b2c i \u4e2a\u89c6\u56fe\uff0cpHASH (\u30fb) \u8868\u793a<mark data-type=\"concepts\" data-id=\"1ccbfcc7-1b56-44d6-b64b-729d855abcb1\">\u611f\u77e5<\/mark>\u56fe\u50cf<mark data-type=\"concepts\" data-id=\"c423ca0c-daa3-4cb9-bad3-92a15b6dbb40\">\u54c8\u5e0c\u51fd\u6570<\/mark>\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-6a94b158a2593c4869a250ef64e6a1f2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-6a94b158a2593c4869a250ef64e6a1f2.png\"><\/a>\u8868\u793a\u5f02\u6216\u64cd\u4f5c\u3002\u4e3a\u4e86\u4ece\u5168\u5c40\u89c6\u89d2\u6bd4\u8f83\u89c6\u56fe\u7684\u4fe1\u606f\uff0c\u6211\u4eec\u5229\u7528 &#8220;pHASH (\u30fb)&#8221; \u51fd\u6570\u5c06\u89c6\u56fe\u4ece\u7a7a\u95f4\u57df\u8f6c\u6362\u5230\u9891\u57df\uff0c\u7136\u540e\u7f16\u7801\u6210\u54c8\u5e0c\u7801\u3002\u5bf9\u4e8e<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-5ad58d2c1efd50c126aa6cc9f8cd9444.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-5ad58d2c1efd50c126aa6cc9f8cd9444.png\"><\/a>\u8fd9\u4e00\u9879\uff0c\u6211\u4eec\u51cf\u5c11\u4e0a\u4e0b\u6587\u4e30\u5bcc\u89c6\u56fe\u7684<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\uff0c\u4ee5\u907f\u514d\u5f15\u5165\u8fc7\u591a\u5197\u4f59\u4fe1\u606f\u3002<\/p>\n<section><strong>\u5b9e\u9a8c<\/strong><\/section>\n<section><\/section>\n<section><strong>Region-level Captioning<\/strong><\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-3e347ce4ba17d078a5ec3be1be640aa9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-3e347ce4ba17d078a5ec3be1be640aa9.png\"><\/a><\/p>\n<section>\u5728\u533a\u57df\u5b57\u5e55\u751f\u6210\u4efb\u52a1\uff0cDynRefer \u4ee5\u66f4\u5c0f\u7684\u6a21\u578b\uff084.2B v.s. 7B\uff09\uff0c\u5728 RefCOCOg \u548c VG \u4e24\u4e2a\u6570\u636e\u96c6\u4e0a\u3001\u5728 METEOR \u548c CIDEr \u4e24\u4e2a\u6307\u6807\u4e0a\u90fd\u663e\u8457\u8d85\u8fc7\u4e86 CVPR 2024 \u4e2d\u7684\u4f17\u591a\u65b9\u6cd5\uff0c\u5982 RegionGPT\uff0cGlaMM\uff0cAlpha-CLIP \u548c Osprey \u7b49\uff0c\u5c55\u73b0\u51fa DynRefer \u5de8\u5927\u7684\u6027\u80fd\u4f18\u52bf\u3002<\/section>\n<section><\/section>\n<section><strong>Dense Captioning<\/strong><\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-68edcf97022c65be8ddfd27f46ce5c7e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-68edcf97022c65be8ddfd27f46ce5c7e.png\"><\/a><\/p>\n<section>\u5728\u5bc6\u96c6\u5b57\u5e55\u751f\u6210\u4efb\u52a1\uff0c\u5728 VG1.2 \u6570\u636e\u96c6\uff0cDynRefer \u76f8\u8f83\u4e4b\u524d\u7684 SOTA \u65b9\u6cd5\u00a0GRiT \u63d0\u5347\u4e86 7.1% mAP\u3002<\/section>\n<section><\/section>\n<section><strong>Open Vocabulary Attribute Detection<\/strong><\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-3c826d857329c25608e0f89b1d8d2061.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-3c826d857329c25608e0f89b1d8d2061.png\"><\/a><\/p>\n<section>\u5728\u533a\u57df\u5c5e\u6027\u68c0\u6d4b\u4efb\u52a1\uff0cDynRefer \u4e5f\u53d6\u5f97\u4e86 SOTA \u7684\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section><strong>Open Vocabulary Region Recognition<\/strong><\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-e11764672d20a7ca12359dcde79565e3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-e11764672d20a7ca12359dcde79565e3.png\"><\/a><\/p>\n<section>\u5728\u533a\u57df\u8bc6\u522b\u4efb\u52a1\uff0cDynRefer \u6bd4 CVPR 24 \u7684 RegionGPT \u63d0\u5347\u4e86 15% mAP \u548c 8.8% Accuracy\uff0c\u6bd4 ICLR 24 \u7684 ASM \u9ad8 15.7% mAP\u3002<\/section>\n<section><\/section>\n<section><strong>\u6d88\u878d\u5b9e\u9a8c<\/strong><\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-1c66e15951fa504441411d92baa86373.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-1c66e15951fa504441411d92baa86373.png\"><\/a><\/p>\n<ul>\n<li>\n<section>Line 1-6\uff1a\u968f\u673a\u52a8\u6001\u591a\u89c6\u56fe\u8981\u4f18\u4e8e\u56fa\u5b9a\u89c6\u56fe\u3002<\/section>\n<\/li>\n<li>\n<section>Line 6-10\uff1a\u901a\u8fc7\u6700\u5927\u5316\u4fe1\u606f\u9009\u62e9\u89c6\u56fe\u4f18\u4e8e\u968f\u673a\u9009\u62e9\u89c6\u56fe\u3002<\/section>\n<\/li>\n<li>\n<section>Line 10-13\uff1a\u591a\u4efb\u52a1\u8bad\u7ec3\u53ef\u4ee5\u5b66\u4e60\u5f97\u5230\u66f4\u597d\u7684\u533a\u57df\u8868\u5f81\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u53ef\u89c6\u5316<\/strong><\/section>\n<section><\/section>\n<section>\u4e0b\u9762\u51e0\u5f20\u56fe\u5c55\u793a\u4e86 DynRefer \u7684\u63a8\u7406\u7ed3\u679c\uff0cDynRefer 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2024\u65b9\u6cd5\uff0cDynRefer\u5728\u533a\u57df\u7ea7\u591a\u6a21\u6001\u8bc6\u522b\u4efb\u52a1\u4e0a\uff0c\u591a\u9879SOTA<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u8d85\u8d8aCVPR 2024 [&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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