{"id":37315,"date":"2025-01-26T05:00:15","date_gmt":"2025-01-25T21:00:15","guid":{"rendered":"https:\/\/17aitech.com\/?p=37315"},"modified":"2025-01-26T05:00:15","modified_gmt":"2025-01-25T21:00:15","slug":"florence-vl%e6%9d%a5%e4%ba%86%ef%bc%81%e4%bd%bf%e7%94%a8%e7%94%9f%e6%88%90%e5%bc%8f%e8%a7%86%e8%a7%89%e7%bc%96%e7%a0%81%e5%99%a8%ef%bc%8c%e9%87%8d%e6%96%b0%e5%ae%9a%e4%b9%89%e5%a4%9a%e6%a8%a1%e6%80%81","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37315","title":{"rendered":"Florence-VL\u6765\u4e86\uff01\u4f7f\u7528\u751f\u6210\u5f0f\u89c6\u89c9\u7f16\u7801\u5668\uff0c\u91cd\u65b0\u5b9a\u4e49\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u89c6\u89c9\u4fe1\u606f"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-18-3\" target=\"_blank\">Florence-VL\u6765\u4e86\uff01\u4f7f\u7528\u751f\u6210\u5f0f\u89c6\u89c9\u7f16\u7801\u5668\uff0c\u91cd\u65b0\u5b9a\u4e49\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u89c6\u89c9\u4fe1\u606f<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-903349dd70c4315e57f3efaa20fc9f92.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-903349dd70c4315e57f3efaa20fc9f92.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/p>\n<\/section>\n<\/blockquote>\n<p><strong>\u672c\u6587\u7531\u9a6c\u91cc\u5170\u5927\u5b66\uff0c\u5fae\u8f6f\u7814\u7a76\u9662\u8054\u5408\u5b8c\u6210\u3002\u4f5c\u8005\u5305\u62ec\u9a6c\u91cc\u5170\u5927\u5b66\u535a\u58eb\u751f\u9648\u7396\u6d77\uff0c\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u4e3a\u8bed\u8a00\u6a21\u578b\uff0c\u591a\u6a21\u6001\u6a21\u578b\u3002\u901a\u8baf\u4f5c\u8005\u4e3a Bin Xiao\uff0c \u4e3b\u8981\u7814\u7a76\u65b9\u5411\u4e3a\u8ba1\u7b97\u673a\u89c6\u89c9\uff0c\u6df1\u5ea6\u5b66\u4e60\u548c\u591a\u6a21\u6001\u6a21\u578b\u3002\u5176\u4ed6\u4f5c\u8005\u5305\u62ec\u9a6c\u91cc\u5170\u5927\u5b66\u52a9\u7406\u6559\u6388Tianyi Zhou , \u5fae\u8f6f\u7814\u7a76\u9662\u7814\u7a76\u5458 Jianwei Yang , Haiping Wu, Jianfeng Gao \u3002<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-e4e44cd7ac143fecda1ec98af542bda9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-e4e44cd7ac143fecda1ec98af542bda9.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\uff1ahttps:\/\/arxiv.org\/pdf\/2412.04424<\/section>\n<\/li>\n<li>\n<section>\u5f00\u6e90\u4ee3\u7801\uff1ahttps:\/\/github.com\/JiuhaiChen\/Florence-VL<\/section>\n<\/li>\n<li>\n<section>\u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/jiuhaichen.github.io\/florence-vl.github.io\/<\/section>\n<\/li>\n<li>\n<section>\u5728\u7ebf Demo\uff1ahttps:\/\/huggingface.co\/spaces\/jiuhai\/Florence-VL-8B<\/section>\n<\/li>\n<li>\n<section>\u6a21\u578b\u4e0b\u8f7d\uff1ahttps:\/\/huggingface.co\/jiuhai\/florence-vl-8b-sft<\/section>\n<\/li>\n<\/ul>\n<p>Florence-VL \u63d0\u51fa\u4e86\u4f7f\u7528\u751f\u6210\u5f0f\u89c6\u89c9\u7f16\u7801\u5668 Florence-2 \u4f5c\u4e3a\u591a\u6a21\u6001\u6a21\u578b\u7684\u89c6\u89c9\u4fe1\u606f\u8f93\u5165\uff0c\u514b\u670d\u4e86\u4f20\u7edf\u89c6\u89c9\u7f16\u7801\u5668\uff08\u5982 CLIP\uff09\u4ec5\u63d0\u4f9b\u5355\u4e00\u89c6\u89c9\u8868\u5f81\u800c\u5f80\u5f80\u5ffd\u7565\u56fe\u7247\u4e2d\u5173\u952e\u7684\u5c40\u90e8\u4fe1\u606f\u3002 \u7136\u800c Florence-2 \u901a\u8fc7\u751f\u6210\u5f0f\u9884\u8bad\u7ec3\uff0c\u5c06\u591a\u79cd\u89c6\u89c9\u4efb\u52a1\uff08\u5982\u56fe\u50cf\u63cf\u8ff0\u3001\u76ee\u6807\u68c0\u6d4b\u3001\u6587\u5b57\u8bc6\u522b\u548c\u5bf9\u8c61\u5b9a\u4f4d\uff09\u7edf\u4e00\u4e3a sequence-to-sequence \u7ed3\u6784\uff0c\u5e76\u901a\u8fc7 prompt \u6765\u5b8c\u6210\u591a\u6837\u5316\u7684\u89c6\u89c9\u4efb\u52a1\u3002\u5728 Florence- VL \u4e2d\uff0c\u6211\u4eec\u4ec5\u4f7f\u7528\u4e00\u4e2a\u89c6\u89c9\u7f16\u7801\u5668 Florence-2\uff0c\u4f46\u91c7\u7528\u591a\u4e2a\u4e0d\u540c\u7684 prompt\uff0c\u5206\u522b\u6ce8\u91cd caption\uff0cOCR \u548c grounding\uff0c\u6765\u83b7\u5f97\u4e0d\u540c\u5c42\u6b21\u7684\u89c6\u89c9\u8868\u5f81\u3002\u901a\u8fc7\u878d\u5408\u8fd9\u4e9b\u4e0d\u540c\u6df1\u5ea6\u7684\u7279\u5f81\uff0cFlorence-VL \u5b9e\u73b0\u4e86\u66f4\u5168\u9762\u7684\u89c6\u89c9\u7406\u89e3\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-92bf77cc55de13cfd925884920cc8401.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-92bf77cc55de13cfd925884920cc8401.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-0338dd83a756b1d1c453057e0632213c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-0338dd83a756b1d1c453057e0632213c.png\"><\/a><\/p>\n<section><strong>\u5f15\u8a00<\/strong><\/section>\n<section><\/section>\n<section>\u968f\u7740\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08MLLMs\uff09\u6210\u4e3a\u89c6\u89c9\u4e0e\u8bed\u8a00\u4efb\u52a1\u7684\u4e3b\u6d41\u89e3\u51b3\u65b9\u6848\u3002\u7136\u800c\uff0c\u73b0\u6709\u7684\u89c6\u89c9\u7f16\u7801\u5668\uff08\u5982 CLIP \u548c SigLIP\uff09\u867d\u7136\u5728\u6574\u4f53\u8bed\u4e49\u63d0\u53d6\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5b58\u5728\u660e\u663e\u4e0d\u8db3\uff1a<\/section>\n<section><\/section>\n<ol>\n<li>\n<section>\u7f3a\u4e4f\u7ec6\u7c92\u5ea6\u7406\u89e3\uff1a\u4ec5\u6355\u83b7\u56fe\u50cf\u7684\u6574\u4f53\u8bed\u4e49\uff0c\u5ffd\u7565\u50cf\u7d20\u7ea7\u548c\u5c40\u90e8\u533a\u57df\u7684\u7ec6\u8282\u3002<\/section>\n<\/li>\n<li>\n<section>\u4efb\u52a1\u6cdb\u5316\u80fd\u529b\u6709\u9650\uff1a\u96be\u4ee5\u9002\u914d OCR\u3001\u7269\u4f53\u5b9a\u4f4d\u7b49\u9700\u8981\u7279\u5b9a\u89c6\u89c9\u7279\u5f81\u7684\u4efb\u52a1\u3002<\/section>\n<\/li>\n<\/ol>\n<section><\/section>\n<section>Florence-VL \u6b63\u662f\u9488\u5bf9\u8fd9\u4e00\u95ee\u9898\u63d0\u51fa\u7684\u89e3\u51b3\u65b9\u6848\u3002\u901a\u8fc7\u5f15\u5165\u751f\u6210\u5f0f\u89c6\u89c9\u57fa\u7840\u6a21\u578b Florence-2\uff0cFlorence-VL \u5728\u4fdd\u6301\u9ad8\u6548\u8bad\u7ec3\u7684\u540c\u65f6\uff0c\u80fd\u591f\u7075\u6d3b\u9002\u914d\u4e0d\u540c\u4efb\u52a1\uff0c\u5f25\u8865\u4f20\u7edf\u89c6\u89c9\u7f16\u7801\u5668\u7684\u7f3a\u9677\u3002<\/section>\n<section><\/section>\n<section>\u5728\u63a5\u4e0b\u6765\u7684\u90e8\u5206\uff0c\u6211\u4eec\u5c06\u8be6\u7ec6\u4ecb\u7ecd Florence-2 \u80cc\u540e\u7684\u6280\u672f\u539f\uff0cFlorence-VL \u5982\u4f55\u5229\u7528\u591a\u4efb\u52a1\u89c6\u89c9\u7279\u5f81\uff0c\u4ee5\u53ca\u6211\u4eec\u63d0\u51fa\u7684\u6df1\u5ea6 &#8211; \u5e7f\u5ea6\u878d\u5408\u7b56\u7565\u5982\u4f55\u5b9e\u73b0\u89c6\u89c9\u4fe1\u606f\u7684\u9ad8\u6548\u6574\u5408\u3002<\/section>\n<section><\/section>\n<section><strong>\u80cc\u666f\u4ecb\u7ecd\uff1aFlorence-2<\/strong><\/section>\n<section><\/section>\n<section>\u4f20\u7edf\u89c6\u89c9\u7f16\u7801\u5668\u5982 CLIP \u548c SigLIP \u4e3b\u8981\u4f9d\u8d56\u5bf9\u6bd4\u5b66\u4e60\u6765\u9884\u8bad\u7ec3\uff0c\u867d\u7136\u80fd\u5728\u8de8\u6a21\u6001\u4efb\u52a1\u4e2d\u53d6\u5f97\u4e0d\u9519\u6548\u679c\uff0c\u4f46\u5176\u8f93\u51fa\u7684\u56fe\u50cf\u7279\u5f81\u901a\u5e38\u662f\u5355\u4e00\u7684\u5168\u5c40\u8bed\u4e49\u8868\u793a\uff0c\u96be\u4ee5\u6355\u83b7\u7ec6\u7c92\u5ea6\u4fe1\u606f\u3002\u8fd9\u4e00\u7f3a\u9677\u4f7f\u5f97\u8fd9\u4e9b\u6a21\u578b\u5728 OCR \u6587\u672c\u63d0\u53d6\u3001\u5bf9\u8c61\u5b9a\u4f4d\u7b49\u4efb\u52a1\u4e0a\u8868\u73b0\u4e0d\u4f73\u3002<\/section>\n<section><\/section>\n<section>Florence-2 \u5219\u91c7\u7528\u4e86\u751f\u6210\u5f0f\u9884\u8bad\u7ec3\u7684\u65b9\u5f0f\uff0c\u5c06\u591a\u79cd\u89c6\u89c9\u4efb\u52a1\u7edf\u4e00\u5230\u4e00\u4e2a\u7f16\u7801 &#8211; \u89e3\u7801\u6846\u67b6\u4e2d\uff0c\u80fd\u591f\u6839\u636e\u4e0d\u540c\u4efb\u52a1\u63d0\u793a\u751f\u6210\u591a\u6837\u5316\u7684\u89c6\u89c9\u7279\u5f81\u3002<\/section>\n<section><\/section>\n<section>Florence-2 \u7684\u4e3b\u8981\u6d41\u7a0b\u5305\u62ec\uff1a<\/section>\n<section><\/section>\n<ol>\n<li>\n<section>\u89c6\u89c9\u7f16\u7801\u5668 DaViT\uff1a\u5c06\u8f93\u5165\u56fe\u50cf\u8f6c\u6362\u4e3a\u57fa\u7840\u89c6\u89c9\u7279\u5f81\u3002<\/section>\n<\/li>\n<li>\n<section>\u4efb\u52a1\u63d0\u793a\u673a\u5236\uff1a\u901a\u8fc7\u4e0d\u540c\u7684\u6587\u672c\u63d0\u793a\u8c03\u6574\u751f\u6210\u76ee\u6807\uff0c\u4ece\u800c\u63d0\u53d6\u4efb\u52a1\u7279\u5b9a\u7684\u89c6\u89c9\u4fe1\u606f\u3002<\/section>\n<\/li>\n<li>\n<section>\u7f16\u7801 &#8211; \u89e3\u7801\u6846\u67b6\uff1a\u7ed3\u5408\u89c6\u89c9\u548c\u6587\u672c\u7279\u5f81\uff0c\u8f93\u51fa\u6ee1\u8db3\u4e0d\u540c\u4efb\u52a1\u9700\u6c42\u7684\u7ed3\u679c\u3002<\/section>\n<\/li>\n<\/ol>\n<section><\/section>\n<section>\u901a\u8fc7\u8fd9\u4e00\u67b6\u6784\uff0cFlorence-2 \u5b9e\u73b0\u4e86\u5168\u5c40\u8bed\u4e49\u5230\u5c40\u90e8\u7ec6\u8282\u7684\u89c6\u89c9\u7279\u5f81\u751f\u6210\uff0c\u4e3a\u591a\u6a21\u6001\u4efb\u52a1\u63d0\u4f9b\u4e86\u66f4\u5168\u9762\u7684\u89c6\u89c9\u8868\u793a\u3002\u63a5\u4e0b\u6765\u6211\u4eec\u5c06\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528 Florence-2 \u6765\u6784\u5efa Florence-VL\u3002<\/section>\n<section><\/section>\n<section><strong>\u65b9\u6cd5\uff1a\u6df1\u5ea6\u4e0e\u5e7f\u5ea6\u878d\u5408 (DBFusion)<\/strong><\/section>\n<section><\/section>\n<section>Florence-VL \u7684\u6838\u5fc3\u521b\u65b0\u5728\u4e8e\u6211\u4eec\u63d0\u51fa\u7684\u6df1\u5ea6 &#8211; \u5e7f\u5ea6\u878d\u5408\uff08Depth-Breadth Fusion\uff09\u7b56\u7565\uff0c\u5b83\u5145\u5206\u6316\u6398 Florence-2 \u7684\u751f\u6210\u5f0f\u7279\u6027\uff0c\u5c06\u591a\u4efb\u52a1\u63d0\u793a\u548c\u591a\u5c42\u7ea7\u7279\u5f81\u6709\u6548\u7ed3\u5408\uff0c\u5f62\u6210\u66f4\u4e30\u5bcc\u7684\u89c6\u89c9\u8868\u5f81\u3002<\/section>\n<section><\/section>\n<section><strong>1. \u5e7f\u5ea6\uff1a\u901a\u8fc7\u4efb\u52a1\u63d0\u793a\u6269\u5c55\u89c6\u89c9\u8868\u5f81<\/strong><\/section>\n<section><\/section>\n<section>\u4e0d\u540c\u7684\u89c6\u89c9\u4efb\u52a1\u9700\u8981\u4e0d\u540c\u7684\u89c6\u89c9\u4fe1\u606f\u3002\u4f8b\u5982\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>Captioning\uff1a\u7528\u4e8e\u7406\u89e3\u56fe\u50cf\u6574\u4f53\u8bed\u4e49\uff0c\u751f\u6210\u63cf\u8ff0\u6027\u6587\u672c\u3002<\/section>\n<\/li>\n<li>\n<section>OCR\uff1a\u63d0\u53d6\u56fe\u50cf\u4e2d\u7684\u6587\u672c\u5185\u5bb9\uff0c\u5c24\u5176\u9002\u7528\u4e8e\u5e26\u6709\u6587\u5b57\u7684\u56fe\u50cf\u3002<\/section>\n<\/li>\n<li>\n<section>Grounding\uff1a\u7528\u4e8e\u5b9a\u4f4d\u7269\u4f53\uff0c\u6355\u6349\u7269\u4f53\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>Florence-2 \u901a\u8fc7\u4e0d\u540c\u7684\u4efb\u52a1\u63d0\u793a\uff0c\u751f\u6210\u9488\u5bf9\u6027\u5f3a\u7684\u89c6\u89c9\u7279\u5f81\uff0c\u4ece\u800c\u5b9e\u73b0\u89c6\u89c9\u7279\u5f81\u7684 \u201c\u5e7f\u5ea6\u201d \u6269\u5c55\u3002<\/section>\n<section><\/section>\n<section><strong>2. \u6df1\u5ea6\uff1a\u6574\u5408\u591a\u5c42\u7ea7\u7684\u89c6\u89c9\u7279\u5f81<\/strong><\/section>\n<section><\/section>\n<section>Florence-2 \u7684\u4e0d\u540c\u6df1\u5ea6\u5c42\u80fd\u591f\u6355\u83b7\u4ece low- level \u5230 high-level \u7684\u89c6\u89c9\u7279\u5f81\uff0c\u8fd9\u79cd\u591a\u5c42\u7ea7\u7279\u5f81\u7684\u7ed3\u5408\uff0c\u4fdd\u8bc1\u4e86\u89c6\u89c9\u7f16\u7801\u5668\u65e2\u80fd\u5173\u6ce8\u7ec6\u8282\uff0c\u53c8\u80fd\u6355\u83b7\u6574\u4f53\u4fe1\u606f\u3002<\/section>\n<section><\/section>\n<section><strong>3. \u878d\u5408\u7b56\u7565\uff1a\u901a\u9053\u62fc\u63a5\u5b9e\u73b0\u9ad8\u6548\u6574\u5408<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u5c06\u591a\u4efb\u52a1\u548c\u591a\u5c42\u7ea7\u7684\u7279\u5f81\u9ad8\u6548\u878d\u5408\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86\u901a\u9053\u62fc\u63a5\uff08Channel Integration\uff09\u7b56\u7565\u3002\u5177\u4f53\u505a\u6cd5\u662f\u5c06\u4e0d\u540c\u7279\u5f81\u6309\u901a\u9053\u7ef4\u5ea6\u62fc\u63a5\uff0c\u5e76\u901a\u8fc7 MLP \u6620\u5c04\u5230\u8bed\u8a00\u6a21\u578b\u7684\u8f93\u5165\u7a7a\u95f4\u3002\u8fd9\u4e00\u7b56\u7565\u7684\u4f18\u52bf\u5728\u4e8e\uff1a\u907f\u514d\u4e86\u589e\u52a0\u8bad\u7ec3\u4e0e\u63a8\u7406\u65f6\u7684\u5e8f\u5217\u957f\u5ea6\u4ee5\u53ca\u6700\u5927\u7a0b\u5ea6\u4fdd\u7559\u4e86\u89c6\u89c9\u7279\u5f81\u7684\u591a\u6837\u6027\u4e0e\u5b8c\u6574\u6027\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-822031ebe209eff7c4843fe4d8c5f00e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-822031ebe209eff7c4843fe4d8c5f00e.png\"><\/a><\/p>\n<section><strong>\u5206\u6790\uff1a\u591a\u79cd\u89c6\u89c9\u7f16\u7801\u5668\u7684\u5bf9\u6bd4<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u63a2\u8ba8\u4e0d\u540c\u89c6\u89c9\u7f16\u7801\u5668\uff08\u5982 CLIP\u3001SigLIP\u3001DINOv2 \u548c Florence-2\uff09\u548c\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5bf9\u9f50\u80fd\u529b\uff0c\u6211\u4eec\u91c7\u7528\u4e86\u5b9e\u9a8c\u6765\u5b9a\u91cf\u8bc4\u4f30\u4e0d\u540c\u89c6\u89c9\u7f16\u7801\u5668\u4e0e\u8bed\u8a00\u6a21\u578b\u7684\u8de8\u6a21\u6001\u5bf9\u9f50\u8d28\u91cf\u3002\u5177\u4f53\u65b9\u6cd5\u5982\u4e0b\uff1a\u5bf9\u4e8e\u6bcf\u7ec4\u56fe\u6587\u914d\u5bf9 \uff08image- caption pair\uff09\uff0c\u89c6\u89c9\u7f16\u7801\u5668\u751f\u6210\u89c6\u89c9\u7279\u5f81\uff0c\u8bed\u8a00\u6a21\u578b\u751f\u6210\u6587\u672c\u7279\u5f81\uff0c\u6211\u4eec\u901a\u8fc7\u53ef\u8bad\u7ec3\u6295\u5f71\u5bf9\u89c6\u89c9\u7279\u5f81\u548c\u6587\u672c\u7279\u5f81\u8fdb\u884c\u7ef4\u5ea6\u5bf9\u9f50\uff0c\u5e76\u4e14\u901a\u8fc7\u5bf9\u9f50\u635f\u5931\u51fd\u6570\u6765\u8bc4\u4f30\u89c6\u89c9\u7f16\u7801\u5668\u548c\u8bed\u8a00\u6a21\u578b\u7684\u5bf9\u9f50\u80fd\u529b\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cFlorence-2 \u76f8\u8f83\u4e8e\u5176\u4ed6\u89c6\u89c9\u7f16\u7801\u5668\u663e\u793a\u51fa\u66f4\u4f18\u7684\u8de8\u6a21\u6001\u5bf9\u9f50\u80fd\u529b\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-340e918594b4c17daae4c27a241deb14.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-340e918594b4c17daae4c27a241deb14.png\"><\/a><\/p>\n<section><strong>\u5b9e\u9a8c\u9a8c\u8bc1<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u5168\u9762\u8bc4\u4f30 Florence-VL \u7684\u6027\u80fd\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u7cfb\u5217\u5b9e\u9a8c\uff0c\u6db5\u76d6\u901a\u7528\u89c6\u89c9\u95ee\u7b54\u3001OCR\u3001\u77e5\u8bc6\u7406\u89e3\u7b49\u591a\u6a21\u6001\u4efb\u52a1\u3002<\/section>\n<section><\/section>\n<section><strong>1. \u5b9e\u9a8c\u4efb\u52a1\u4e0e\u6570\u636e<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u901a\u7528\u89c6\u89c9\u95ee\u7b54\uff1a\u5982 VQAv2\u3001GQA \u7b49\u3002<\/section>\n<\/li>\n<li>\n<section>OCR \u4e0e\u56fe\u8868\u4efb\u52a1\uff1a\u5982 TextVQA \u548c ChartQA\uff0c\u4fa7\u91cd\u6587\u672c\u63d0\u53d6\u4e0e\u56fe\u8868\u5206\u6790\u3002<\/section>\n<\/li>\n<li>\n<section>\u89c6\u89c9\u4e3b\u5bfc\u4efb\u52a1\uff1a\u5982 CV-bench \u548c MMVP\uff0c \u4fa7\u91cd\u89c6\u89c9\u4fe1\u606f\u7406\u89e3\u3002<\/section>\n<\/li>\n<li>\n<section>\u77e5\u8bc6\u5bc6\u96c6\u578b\u4efb\u52a1\uff1a\u5982 AI2D\u3001MathVista \u7b49\uff0c\u6d4b\u8bd5\u6a21\u578b\u5bf9\u57fa\u672c\u77e5\u8bc6\u7684\u7406\u89e3\u80fd\u529b\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u6211\u4eec\u4f7f\u7528\u4e86\u7ecf\u8fc7\u7b5b\u9009\u7684 15M \u56fe\u50cf\u63cf\u8ff0\u6570\u636e \uff08detailed caption\uff09\u4e0e 10M \u9ad8\u8d28\u91cf\u6307\u4ee4\u5fae\u8c03\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff0c\u4ee5\u786e\u4fdd\u6570\u636e\u7684\u591a\u6837\u6027\u548c\u9ad8\u8d28\u91cf\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-76b2de552f09c2714f0ee31fbea23336.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-76b2de552f09c2714f0ee31fbea23336.png\"><\/a><\/p>\n<section><strong>2. \u5b9e\u9a8c\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u5b9e\u9a8c\u7ed3\u679c\u4e2d\uff0cFlorence-VL \u5728\u591a\u4e2a\u591a\u6a21\u6001\u57fa\u51c6\u4efb\u52a1\u4e0a\u5c55\u73b0\u51fa\u5353\u8d8a\u7684\u6027\u80fd\u4f18\u52bf\u3002\u7279\u522b\u662f\u5728 TextVQA \u548c OCR-Bench \u7b49\u6587\u672c\u63d0\u53d6\u4efb\u52a1\u4e0a\uff0c\u5f97\u76ca\u4e8e Florence-2 \u751f\u6210\u5f0f\u89c6\u89c9\u7f16\u7801\u5668\u63d0\u4f9b\u7684\u7ec6\u7c92\u5ea6 OCR \u7279\u5f81\u3002\u6b64\u5916\uff0c\u5728\u901a\u7528\u89c6\u89c9\u95ee\u7b54\u4efb\u52a1\uff0c\u89c6\u89c9\u4e3b\u5bfc\u4efb\u52a1\uff0c\u77e5\u8bc6\u5bc6\u96c6\u578b\u4efb\u52a1\u4e2d\uff0cFlorence-VL \u901a\u8fc7\u6df1\u5ea6 &#8211; \u5e7f\u5ea6\u878d\u5408\u7b56\u7565\u6709\u6548\u7ed3\u5408\u4e86\u591a\u5c42\u7ea7\u3001\u591a\u4efb\u52a1\u89c6\u89c9\u7279\u5f81\uff0c\u4f7f\u5f97\u6574\u4f53\u51c6\u786e\u7387\u76f8\u6bd4\u4f20\u7edf CLIP-based \u65b9\u6cd5\u6709\u6240\u63d0\u5347\u3002<\/section>\n<section><\/section>\n<section><strong>3. \u6d88\u878d\u5b9e\u9a8c<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u8bc1\u660e\u91c7\u7528 Florence-2 \u4f5c\u4e3a\u89c6\u89c9\u7f16\u7801\u5668\u7684\u4f18\u8d8a\u6027\uff0c\u6211\u4eec\u4f7f\u7528 llava 1.5 \u7684\u9884\u8bad\u7ec3\u548c\u6307\u4ee4\u5fae\u8c03\u6570\u636e\uff0c\u5e76\u4e14\u91c7\u7528\u548c llava 1.5 \u76f8\u540c\u7684\u8bad\u7ec3\u7b56\u7565\u3002\u6211\u4eec\u53d1\u73b0 florence-VL \u663e\u8457\u4f18\u4e8e llava 1.5, \u00a0Florence-VL \u5728 TextVQA \u548c OCR-Bench \u7b49\u4efb\u52a1\u4e2d\u8868\u73b0\u7a81\u51fa\uff0c\u663e\u793a\u51fa\u751f\u6210\u5f0f\u89c6\u89c9\u7279\u5f81\u5728\u63d0\u53d6\u56fe\u50cf\u6587\u5b57\u4fe1\u606f\u4e2d\u7684\u4f18\u52bf\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b6de1de2a08cf342075ecc031f1d1a65.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b6de1de2a08cf342075ecc031f1d1a65.png\"><\/a><\/p>\n<section><strong>\u603b\u7ed3<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u63d0\u51fa\u4e86 Florence-VL\uff0c\u4e00\u79cd\u57fa\u4e8e\u751f\u6210\u5f0f\u89c6\u89c9\u7f16\u7801\u5668 Florence-2 \u7684\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u3002\u4e0e\u4f20\u7edf\u4f9d\u8d56\u5bf9\u6bd4\u5b66\u4e60\u7684\u89c6\u89c9\u7f16\u7801\u5668\uff08\u5982 CLIP\uff09\u76f8\u6bd4\uff0cFlorence-2 \u901a\u8fc7\u751f\u6210\u5f0f\u9884\u8bad\u7ec3\u80fd\u591f\u6355\u6349\u66f4\u4e30\u5bcc\u7684\u89c6\u89c9\u7279\u5f81\uff0c\u63d0\u4f9b\u591a\u5c42\u6b21\u3001\u591a\u89d2\u5ea6\u7684\u56fe\u50cf\u8868\u5f81\u3002\u6211\u4eec\u8bbe\u8ba1\u4e86\u521b\u65b0\u7684\u6df1\u5e7f\u878d\u5408\uff08Depth-Breadth Fusion\uff09\u7b56\u7565\uff0c\u901a\u8fc7\u6574\u5408\u4e0d\u540c\u6df1\u5ea6\u5c42\u6b21\u548c\u4efb\u52a1\u63d0\u793a\u751f\u6210\u7684\u89c6\u89c9\u7279\u5f81\uff0c\u5c06\u89c6\u89c9\u4fe1\u606f\u5168\u9762\u6620\u5c04\u5230\u8bed\u8a00\u6a21\u578b\u8f93\u5165\u7a7a\u95f4\u3002\u901a\u8fc7\u5e7f\u6cdb\u7684\u5b9e\u9a8c\uff0c\u6211\u4eec\u9a8c\u8bc1\u4e86 Florence-VL \u5728\u591a\u79cd\u4efb\u52a1\u4e2d\u7684\u5353\u8d8a\u8868\u73b0\uff0c\u5305\u62ec\u901a\u7528\u89c6\u89c9\u95ee\u7b54\u3001OCR\u3001\u56fe\u8868\u7406\u89e3\u548c\u77e5\u8bc6\u5bc6\u96c6\u578b\u4efb\u52a1\u7b49\u3002\u5728\u672a\u6765\uff0c\u6211\u4eec\u5c06\u8fdb\u4e00\u6b65\u63a2\u7d22\uff1a\u4f8b\u5982\u81ea\u9002\u5e94\u878d\u5408\u7b56\u7565\uff1a\u6839\u636e\u4efb\u52a1\u52a8\u6001\u8c03\u6574\u6df1\u5ea6\u4e0e\u5e7f\u5ea6\u7279\u5f81\u7684\u5e73\u8861\u7b49\u3002<\/section>\n<section><\/section>\n<section><sup>[1]. https:\/\/arxiv.org\/abs\/2311.06242<\/sup><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-18-3\" target=\"_blank\">Florence-VL\u6765\u4e86\uff01\u4f7f\u7528\u751f\u6210\u5f0f\u89c6\u89c9\u7f16\u7801\u5668\uff0c\u91cd\u65b0\u5b9a\u4e49\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u89c6\u89c9\u4fe1\u606f<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:Florence-VL [&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 center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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