{"id":15,"date":"2025-08-07T12:58:10","date_gmt":"2025-08-07T04:58:10","guid":{"rendered":"https:\/\/glint-mvt.com\/blog\/?p=15"},"modified":"2025-11-14T14:44:46","modified_gmt":"2025-11-14T06:44:46","slug":"%e6%b5%8b%e8%af%95%e6%96%87%e7%ab%a0","status":"publish","type":"post","link":"https:\/\/glint-mvt.com\/blog\/2025\/08\/07\/%e6%b5%8b%e8%af%95%e6%96%87%e7%ab%a0\/","title":{"rendered":"\u5f00\u6e90\u5373\u5c60\u699c\uff01UniME\u591a\u6a21\u6001\u6846\u67b6\u767b\u9876MMEB\u5168\u7403\u8bad\u7ec3\u699c\uff0c\u5237\u65b0\u591a\u9879SOTA\u7eaa\u5f55"},"content":{"rendered":"\n<p class=\"has-medium-font-size\">\u544a\u522bCLIP\u75db\u70b9\uff0c\u66f4\u61c2\u8bed\u4e49\u5173\u8054\u7684\u8de8\u6a21\u6001\u7406\u89e3\u65b0SOTA\u6765\u4e86\uff01<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u7075\u611f\u5b9e\u9a8c\u5ba4\u3001\u963f\u91ccModelScope\u56e2\u961f\uff0c\u4ee5\u53ca\u901a\u4e49\u5b9e\u9a8c\u5ba4\u673a\u5668\u667a\u80fd\u56e2\u961f\u8054\u5408\u53d1\u5e03\u901a\u7528\u591a\u6a21\u6001\u5d4c\u5165\u65b0\u6846\u67b6UniME\uff0c\u4e00\u7ecf\u63a8\u51fa\u5c31\u5237\u65b0MMEB\u8bad\u7ec3\u699c\u7eaa\u5f55\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"519\" src=\"https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/image-1024x519.png\" alt=\"\" class=\"wp-image-92\" srcset=\"https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/image-1024x519.png 1024w, https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/image-300x152.png 300w, https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/image-768x389.png 768w, https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/image.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-medium-font-size\"><\/p>\n\n\n\n<h6 class=\"wp-block-heading has-text-align-center\"><strong>\u25b3<\/strong>\u56fe\u7247\u4e8e2025\u5e745\u67086\u65e508:00 UTC+8\u622a\u53d6<\/h6>\n\n\n\n<p class=\"has-medium-font-size\">UniME\u4f5c\u4e3a\u4e00\u4e2a\u521b\u65b0\u6027\u7684\u4e24\u9636\u6bb5\u6846\u67b6\uff0c\u6240\u5c55\u73b0\u7684\u5353\u8d8a\u7684\u7ec4\u5408\u7406\u89e3\u529b\uff0c\u5e2e\u52a9MLLMs\u5177\u5907\u5b66\u4e60\u9002\u7528\u4e8e\u5404\u79cd\u4e0b\u6e38\u4efb\u52a1\u7684\u5224\u522b\u6027\u8868\u5f81\u7684\u80fd\u529b\uff0c\u5e76\u5728\u591a\u4e2a\u4efb\u52a1\u4e2d\u8fbe\u5230\u4e86\u65b0\u7684SOTA\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"447\" src=\"https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/\u540d-1-1024x447.webp\" alt=\"\" class=\"wp-image-94\" srcset=\"https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/\u540d-1-1024x447.webp 1024w, https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/\u540d-1-300x131.webp 300w, https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/\u540d-1-768x335.webp 768w, https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/\u540d-1.webp 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-medium-font-size\"><\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u76ee\u524d\uff0c\u8be5\u9879\u76ee\u5df2\u5f00\u6e90\uff0c\u53ef\u70b9\u51fb\u6587\u672b\u94fe\u63a5\u4e00\u952e\u83b7\u53d6\uff5e<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"229\" src=\"https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/with-Multimodal-LLMs-1-1024x229.webp\" alt=\"\" class=\"wp-image-96\" srcset=\"https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/with-Multimodal-LLMs-1-1024x229.webp 1024w, https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/with-Multimodal-LLMs-1-300x67.webp 300w, https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/with-Multimodal-LLMs-1-768x172.webp 768w, https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/with-Multimodal-LLMs-1.webp 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-medium-font-size\"><\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u4ee5\u4e0b\u662fUniME\u7684\u66f4\u591a\u76f8\u5173\u7ec6\u8282\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">UniME\u8bad\u7ec3\u6846\u67b6\u62c6\u89e3<\/h2>\n\n\n\n<h4 class=\"wp-block-heading\">\u7b2c\u4e00\u9636\u6bb5\uff1a\u6587\u672c\u5224\u522b\u77e5\u8bc6\u84b8\u998f<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8bad\u7ec3<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"has-medium-font-size\">\u53d7E5V\u7b49\u4e4b\u524d\u7814\u7a76\u7684\u542f\u53d1\uff0c\u7814\u7a76\u56e2\u961f\u7b2c\u4e00\u9636\u6bb5\u9009\u62e9\u4f7f\u7528\u7eaf\u6587\u672c\u6570\u636e\u6765\u589e\u5f3a\u4e86MLLM\u4e2dLLM\u8bed\u8a00\u7ec4\u4ef6\u7684\u5d4c\u5165\u80fd\u529b\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u7531\u4e8eLLM\u91c7\u7528\u81ea\u56de\u5f52\u89e3\u7801\u5668\u67b6\u6784\uff0c\u56e0\u679c\u63a9\u7801\u673a\u5236\u4f1a\u4ece\u672c\u8d28\u4e0a\u9650\u5236\u4e86\u5b83\u4eec\u7684\u5224\u522b\u80fd\u529b\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u9650\u5236\uff0c\u56e2\u961f\u5f15\u5165\u4e86\u5982\u56fe\u6240\u793a\u7684\u6587\u672c\u5224\u522b\u77e5\u8bc6\u84b8\u998f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"391\" src=\"https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/640-7-1024x391.webp\" alt=\"\" class=\"wp-image-98\" srcset=\"https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/640-7-1024x391.webp 1024w, https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/640-7-300x114.webp 300w, https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/640-7-768x293.webp 768w, https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/640-7.webp 1075w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-medium-font-size\"><\/p>\n\n\n\n<h6 class=\"wp-block-heading has-text-align-center\"><strong>\u25b3<\/strong>\u6587\u672c\u5224\u522b\u77e5\u8bc6\u84b8\u998f\u9636\u6bb5\u7684\u6846\u67b6<\/h6>\n\n\n\n<p class=\"has-medium-font-size\">\u4ece\u6700\u5148\u8fdb\u7684\u57fa\u4e8eLLM\u7684\u5d4c\u5165\u6a21\u578bNV-Embed V2<em>\uff08\u8be5\u6a21\u578b\u5728\u5bf9\u6bd4\u8bad\u7ec3\u4e2d\u79fb\u9664\u4e86\u56e0\u679c\u6ce8\u610f\u529b\u63a9\u7801\u5e76\u4f7f\u7528\u591a\u4e2a\u591a\u6837\u5316\u7684\u6570\u636e\u96c6\u8fdb\u884c\u8bad\u7ec3\uff09<\/em>\u4e2d\u8f6c\u79fb\u77e5\u8bc6\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u5177\u4f53\u6765\u8bf4\uff0c\u56e2\u961f\u9996\u5148\u5c06LLM\u7ec4\u4ef6\u4eceMLLM\u67b6\u6784\u4e2d\u5206\u79bb\u51fa\u6765\uff0c\u5e76\u4f7f\u7528\u5d4c\u5165\u63d0\u793a\u5904\u7406\u4ec5\u6587\u672c\u8f93\u5165\uff1a\u201c&nbsp;Summary the above sentences in one word: \\n\u201d\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u7136\u540e\uff0c\u4ece\u6700\u7ec8\u4ee4\u724c\u7684\u9690\u85cf\u72b6\u6001\u83b7\u5f97\u89c4\u8303\u5316\u7684\u5b66\u751f\u6587\u672c\u5d4c\u5165\u548c\u79bb\u7ebf\u63d0\u53d6\u7684\u6559\u5e08\u6587\u672c\u5d4c\u5165\uff0c\u5176\u4e2d\u662f\u6279\u91cf\u5927\u5c0f\uff0c\u662f\u5d4c\u5165\u7684\u7ef4\u5ea6\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u968f\u540e\uff0c\u901a\u8fc7\u6700\u5c0f\u5316\u6559\u5e08\u6a21\u578b\u548c\u5b66\u751f\u6a21\u578b\u5d4c\u5165\u4e4b\u95f4\u7684Kullback-Leibler<em>\uff08KL\uff09<\/em>\u6563\u5ea6\u6765\u5b9e\u65bd\u5224\u522b\u6027\u5206\u5e03\u5bf9\u9f50:<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u5176\u4e2d\u662f\u7528\u6765\u8f6f\u5316\u5206\u5e03\u8868\u793a\u7684\u6e29\u5ea6\u8d85\u53c2\u6570\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u901a\u8fc7\u5728\u4e00\u4e2a\u6279\u6b21\u5185\u4e0d\u540c\u6837\u672c\u4e4b\u95f4\u7684\u5173\u7cfb\u84b8\u998f\uff0c\u8be5\u65b9\u6cd5\u5728\u76f8\u540c\u6570\u636e\u548c\u8bad\u7ec3\u6761\u4ef6\u4e0b\u76f8\u8f83\u4e8e\u76f4\u63a5\u4f7f\u7528\u5bf9\u6bd4\u5b66\u4e60\u5728\u4e0b\u6e38\u4efb\u52a1\u4e2d\u5c55\u793a\u51fa\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u63a8\u7406<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"has-medium-font-size\">\u5728\u8bad\u7ec3\u9636\u6bb5\uff0c\u6b64\u65b9\u6cd5\u4ec5\u4f7f\u7528\u7eaf\u6587\u672c\u8f93\u5165\uff0c\u5e76\u5355\u72ec\u4f18\u5316\u591a\u6a21\u6001\u8bed\u8a00\u6a21\u578b\u67b6\u6784\u4e2d\u7684\u8bed\u8a00\u6a21\u578b\u7ec4\u4ef6\uff0c\u540c\u65f6\u4fdd\u6301\u5176\u4ed6\u53c2\u6570\u4e0d\u53d8\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u5728\u63a8\u7406\u65f6\uff0c\u6062\u590d\u539f\u59cb\u7684\u89c6\u89c9\u7f16\u7801\u5668\u548c\u6295\u5f71\u5c42\uff0c\u4ee5\u542f\u7528\u591a\u6a21\u6001\u5904\u7406\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u5bf9\u4e8e\u5355\u6a21\u6001\u8f93\u5165<em>\uff08\u6587\u672c\u6216\u56fe\u50cf\uff09<\/em>\uff0c\u4f7f\u7528\u7279\u5b9a\u4e8e\u6a21\u6001\u7684\u6807\u51c6\u5316\u63d0\u793a\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u5bf9\u4e8e\u56fe\u6587\u4ea4\u9519\u7684\u8f93\u5165\uff0c\u72ec\u7acb\u5904\u7406\u6bcf\u79cd\u6a21\u6001\u53ca\u5176\u76f8\u5e94\u7684\u63d0\u793a\uff0c\u5e76\u901a\u8fc7\u5143\u7d20\u7ea7\u6c42\u548c\u805a\u5408\u5d4c\u5165\u4ece\u800c\u5f97\u5230\u6700\u7ec8\u7684\u591a\u6a21\u6001\u8868\u793a\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u7b2c\u4e8c\u9636\u6bb5\uff1a\u56f0\u96be\u8d1f\u6837\u672c\u589e\u5f3a\u6307\u4ee4\u5fae\u8c03<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u5728\u5b8c\u6210\u6587\u672c\u5224\u522b\u77e5\u8bc6\u84b8\u998f\u622a\u65ad\u7684\u8bad\u7ec3\u540e\uff0cUniME\u5df2\u7ecf\u5177\u5907\u4e86\u521d\u6b65\u7684\u5224\u522b\u80fd\u529b\u4f46\u8868\u73b0\u51fa\u8f83\u5f31\u7684\u89c6\u89c9\u654f\u611f\u6027\uff0c\u8fd9\u79cd\u4e0d\u654f\u611f\u5bfc\u81f4\u56fe\u6587\u5bf9\u9f50\u51fa\u73b0\u504f\u5dee\uff0c\u5e76\u9650\u5236\u4e86\u5224\u522b\u6027\u80fd\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u6b64\u5916\uff0c\u7b2c\u4e00\u9636\u6bb5\u4f7f\u7528\u7684\u901a\u7528\u6307\u4ee4\u63d0\u793a\u9650\u5236\u4e86UniME\u5728\u590d\u6742\u68c0\u7d22\u4efb\u52a1\u4e2d\u7684\u6548\u679c\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u9650\u5236\uff0c\u7814\u7a76\u4eba\u5458\u5f15\u5165\u4e86\u4e00\u4e2a\u989d\u5916\u7684\u56f0\u96be\u8d1f\u4f8b\u589e\u5f3a\u6307\u4ee4\u8c03\u6574\u9636\u6bb5\uff0c\u8be5\u9636\u6bb5\u76ee\u7684\u5728\u4e8e\uff1a<\/p>\n\n\n\n<p class=\"has-medium-font-size\"><strong>1. \u8fdb\u4e00\u6b65\u589e\u5f3a\u6a21\u578b\u5224\u522b\u80fd\u529b\u3002<\/strong><br><strong>2. \u6539\u5584\u6a21\u578b\u8de8\u6a21\u6001\u5bf9\u9f50\u3002<\/strong><br><strong>3. \u52a0\u5f3a\u4e0b\u6e38\u4efb\u52a1\u4e2d\u7684\u6307\u4ee4\u8ddf\u968f\u80fd\u529b\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"372\" src=\"https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/000.00-1-1024x372.webp\" alt=\"\" class=\"wp-image-99\" srcset=\"https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/000.00-1-1024x372.webp 1024w, https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/000.00-1-300x109.webp 300w, https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/000.00-1-768x279.webp 768w, https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/000.00-1.webp 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-medium-font-size\"><\/p>\n\n\n\n<h6 class=\"wp-block-heading has-text-align-center\"><strong>\u25b3<\/strong>\u56f0\u96be\u8d1f\u6837\u672c\u589e\u5f3a\u6307\u4ee4\u5fae\u8c03\u9636\u6bb5\u7684\u6846\u67b6<\/h6>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9519\u8bef\u8d1f\u6837\u672c\u6c61\u67d3<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"has-medium-font-size\">\u8bad\u7ec3\u6279\u6b21\u4e2d\u9519\u8bef\u8d1f\u6837\u672c\u7684\u5b58\u5728\u59a8\u788d\u4e86\u5728\u6807\u51c6InfoNCE\u635f\u5931\u4e0b\u6709\u6548\u533a\u5206\u56f0\u96be\u8d1f\u6837\u672c\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u4e3a\u4e86\u7f13\u89e3\u8fd9\u4e00\u95ee\u9898\uff0c\u56e2\u961f\u5f15\u5165\u4e86\u4e00\u4e2a\u57fa\u4e8eQuery\u548c\u6b63\u6837\u672c\u76f8\u4f3c\u5ea6\u9608\u503c\u7684\u8fc7\u6ee4\u673a\u5236\uff0c\u5b9a\u4e49\u4e3a\uff1a\uff0c\u5176\u4e2d\u662f\u7528\u6765\u63a7\u5236\u9608\u503c\u8fb9\u754c\u7684\u8d85\u53c2\u6570\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u5728\u8bad\u7ec3\u671f\u95f4\uff0c\u6392\u9664\u6240\u6709\u4e0eQuery\u76f8\u4f3c\u5ea6\u8d85\u8fc7\u7684\u8d1f\u6837\u672c\u6765\u8fc7\u6ee4\u9519\u8bef\u8d1f\u6837\u672c\u540c\u65f6\u4fdd\u7559\u5177\u6709\u6311\u6218\u6027\u7684\u56f0\u96be\u8d1f\u6837\u672c\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u56f0\u96be\u8d1f\u6837\u672c\u91c7\u6837<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"has-medium-font-size\">\u56f0\u96be\u8d1f\u6837\u672c\u5728\u6807\u7b7e\u4e0a\u4e0e\u6b63\u6837\u672c\u4e0d\u540c\u4f46\u5728\u5411\u91cf\u7a7a\u95f4\u4e2d\u975e\u5e38\u63a5\u8fd1\uff0c\u8fd9\u7c7b\u5177\u6709\u6311\u6218\u6027\u7684\u6837\u672c\u80fd\u591f\u5728\u5bf9\u6bd4\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u663e\u8457\u589e\u5f3a\u6a21\u578b\u7684\u5224\u522b\u80fd\u529b\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u7b80\u5355\u8d1f\u6837\u672c\u4ea7\u751f\u7684\u68af\u5ea6\u5fae\u4e0d\u8db3\u9053\uff0c\u5bf9\u5b66\u4e60\u8fc7\u7a0b\u7684\u8d21\u732e\u6781\u5c0f\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u56e0\u6b64\u56e2\u961f\u63d0\u51fa\u4e00\u79cd\u56f0\u96be\u8d1f\u6837\u672c\u91c7\u6837\u7b56\u7565\uff0c\u65e8\u5728\u4f18\u5316\u8bad\u7ec3\u6548\u7387\u548c\u5224\u522b\u6027\u80fd\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u7531\u4e8e\u6587\u672c\u5224\u522b\u77e5\u8bc6\u84b8\u998f\u9636\u6bb5\u4e4b\u540eUniME\u5df2\u7ecf\u5177\u5907\u4e86\u521d\u6b65\u7684\u5224\u522b\u80fd\u529b\uff0c\u5728\u6b64\u80fd\u529b\u57fa\u7840\u4e0a\uff0c\u7814\u7a76\u4eba\u5458\u5728\u6bcf\u4e2a\u8bad\u7ec3\u6279\u6b21\u4e2d\u62bd\u6837\u4e2a\u5bf9\u5e94\u7684\u56f0\u96be\u8d1f\u6837\u672c\uff0c\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u5176\u4e2d\u548c\u5206\u522b\u8868\u793a\u7ecf\u8fc7\u7b5b\u9009\u7684\u9519\u8bef\u8d1f\u6837\u672c\u5019\u9009\u548c\u6b63\u6837\u672c\u5019\u9009\uff0c\u662f\u67e5\u8be2\u5d4c\u5165\uff0c\u8868\u793a\u6240\u6709\u5019\u9009\u5d4c\u5165\uff0c\u51fd\u6570\u8ba1\u7b97\u6210\u5bf9\u76f8\u4f3c\u5ea6\u5f97\u5206\uff0c\u9009\u62e9\u5f97\u5206\u6700\u9ad8\u7684\u524d\u4e2a\u5019\u9009\u4f5c\u4e3a\u56f0\u96be\u8d1f\u4f8b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8bad\u7ec3\u76ee\u6807<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"has-medium-font-size\">\u5728\u83b7\u53d6\u4e86\u67e5\u8be2\u7684\u5d4c\u5165<em>\uff08\uff09<\/em>\u3001\u6b63\u6837\u672c\u5019\u9009<em>\uff08\uff09<\/em>\u548c\u56f0\u96be\u8d1f\u6837\u672c\u5019\u9009<em>\uff08\uff09<\/em>\u540e\uff0c\u6211\u4eec\u4f7f\u7528\u566a\u58f0\u5bf9\u6bd4\u4f30\u8ba1<em>\uff08InfoNCE\uff09<\/em>\u635f\u5931\u5bf9\u6279\u6b21\u5185\u91c7\u6837\u7684\u56f0\u96be\u8d1f\u6837\u672c\u8fdb\u884c\u5982\u4e0b\u5904\u7406\uff1a<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u5176\u4e2d\u8868\u793a\u6240\u6709\u56f0\u96be\u8d1f\u4f8b\u7684\u96c6\u5408\uff0c\u662f\u4e00\u4e2a\u6e29\u5ea6\u8d85\u53c2\u6570\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u8bad\u7ec3\u98df\u8c31<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7b2c\u4e00\u9636\u6bb5\uff1a\u6587\u672c\u5224\u522b\u77e5\u8bc6\u84b8\u998f<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"has-medium-font-size\">\u56e2\u961f\u91c7\u7528QLoRA\u5bf9\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7ec4\u4ef6\u8fdb\u884c\u53c2\u6570\u9ad8\u6548\u7684\u5fae\u8c03\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u8fd9\u4e00\u9636\u6bb5\u4ec5\u4f7f\u7528\u7eaf\u6587\u672c\u8f93\u5165\u5e76\u4ec5\u8bad\u7ec3\u6781\u5c11\u7684\u53c2\u6570<em>\uff08\u901a\u5e38\u4e0d\u8d85\u8fc7\u603b\u6570\u76845%\uff09<\/em>\uff0c\u5b8c\u6574\u8bad\u7ec3Phi3.5-V\u548cLLaVA-1.6\u5206\u522b\u9700\u8981\u5927\u7ea61\u5c0f\u65f6\u548c2\u5c0f\u65f6\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7b2c\u4e8c\u9636\u6bb5\uff1a\u56f0\u96be\u8d1f\u6837\u672c\u589e\u5f3a\u6307\u4ee4\u5fae\u8c03<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"has-medium-font-size\">\u4e3a\u4e86\u514b\u670d\u8f83\u5927\u6279\u91cfMLLM\u8bad\u7ec3\u65f6\u7684GPU\u5185\u5b58\u9650\u5236\uff0c\u7814\u7a76\u4eba\u5458\u91c7\u7528\u4e86\u4e24\u79cd\u7b56\u7565\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u53c2\u7167VLM2Vec\uff0c\u4f7f\u7528\u4e86GradCache\u68af\u5ea6\u7f13\u5b58\u6280\u672f\u5c06\u5bf9\u6bd4\u635f\u5931\u8ba1\u7b97\u548c\u7f16\u7801\u5668\u66f4\u65b0\u7684\u53cd\u5411\u4f20\u64ad\u5206\u79bb\uff1b<\/li>\n\n\n\n<li>\u91c7\u7528QLoRA\u5bf9MLLM\u5185\u6240\u6709\u53c2\u6570\u8fdb\u884c\u53c2\u6570\u9ad8\u6548\u7684\u5fae\u8c03\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"has-medium-font-size\">\u5c06\u8fd9\u4e24\u79cd\u7b56\u7565\u8fdb\u884c\u7ec4\u5408\u6709\u6548\u5730\u4fc3\u8fdb\u4e86\u8bad\u7ec3\u6548\u7387\u540c\u65f6\u663e\u8457\u964d\u4f4e\u8bad\u7ec3\u65f6\u7684\u5185\u5b58\u5f00\u9500\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9e\u6218\u6027\u80fd\u5168\u9a8c\u8bc1<\/h2>\n\n\n\n<h4 class=\"wp-block-heading\">\u8bad\u7ec3\u6570\u636e<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u7814\u7a76\u4eba\u5458\u5728\u7b2c\u4e00\u9636\u6bb5\u7684\u6587\u672c\u5224\u522b\u77e5\u8bc6\u84b8\u998f\u4e2d\u4f7f\u7528\u4e86Natural Language Inference<em>(NLI)<\/em>\u6570\u636e\u96c6\uff0c\u8be5\u6570\u636e\u96c6\u5305\u542b\u7ea6273k\u4e2a\u53e5\u5b50\u5bf9\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u5bf9\u4e8e\u56f0\u96be\u8d1f\u4f8b\u589e\u5f3a\u6307\u4ee4\u8c03\u4f18\u9636\u6bb5\uff0c\u4f7f\u7528\u4e86MMEB\u57fa\u51c6\u63d0\u4f9b\u7684\u8bad\u7ec3\u6570\u636e\u96c6\uff0c\u6db5\u76d6\u4e86\u56db\u4e2a\u6838\u5fc3\u591a\u6a21\u6001\u4efb\u52a1\uff1a\u5206\u7c7b\u3001\u89c6\u89c9\u95ee\u7b54\u3001\u591a\u6a21\u6001\u68c0\u7d22\u548c\u89c6\u89c9\u5b9a\u4f4d\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u8fd9\u4e00\u5168\u9762\u7684\u8bad\u7ec3\u8bed\u6599\u5e93\uff0c\u7ed3\u5408\u4e86\u5355\u6a21\u6001\u548c\u591a\u6a21\u6001\u8f93\u5165\u6570\u636e\uff0c\u5171\u8ba1662k\u7ecf\u8fc7\u7cbe\u5fc3\u7b56\u5212\u7684\u8bad\u7ec3\u5bf9\uff0c\u786e\u4fdd\u4e86\u6a21\u578b\u5728\u591a\u6837\u5316\u7684\u591a\u6a21\u6001\u4efb\u52a1\u4e2d\u7684\u7a33\u5065\u9002\u5e94\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e0b\u6e38\u8bc4\u6d4b<\/h4>\n\n\n\n<p class=\"has-medium-font-size\">\u56e2\u961f\u8bc4\u4f30\u4e86MMEB\u4e2d\u7684\u5206\u5e03\u5185<em>\uff0820\u4e2a\u6d4b\u8bd5\u96c6\uff09<\/em>\u548c\u5206\u5e03\u5916<em>\uff0816\u4e2a\u6d4b\u8bd5\u96c6\uff09<\/em>\u57fa\u51c6\uff0c\u4ee5\u8bc4\u4f30UniME\u5728\u591a\u6837\u5316\u68c0\u7d22\u4efb\u52a1\u4e2d\u7684\u591a\u6a21\u6001\u5d4c\u5165\u80fd\u529b\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u4e3a\u4e86\u8fdb\u4e00\u6b65\u68c0\u9a8cUniME\u7684\u5355\u6a21\u6001\u5d4c\u5165\u6027\u80fd\uff0c\u7814\u7a76\u4eba\u5458\u5728\u591a\u4e2a\u8de8\u6a21\u6001\u68c0\u7d22\u4efb\u52a1\u4e0a\u8fdb\u884c\u4e86\u5b9e\u9a8c\uff0c\u5305\u62ec\u77ed\u6807\u9898\u56fe\u6587\u68c0\u7d22<em>\uff08Flickr30K\u548cCOCO2014\uff09<\/em>\uff0c\u957f\u6807\u9898\u56fe\u6587\u68c0\u7d22<em>\uff08ShareGPT4V\u548cUrban1K\uff09<\/em>\uff0c\u4ee5\u53ca\u7ec4\u5408\u5f0f\u68c0\u7d22<em>\uff08SugarCrepe\uff09<\/em>\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u5b9e\u9a8c\u7ed3\u679c<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u591a\u6a21\u6001\u68c0\u7d22<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"has-medium-font-size\">\u5728\u88681\u4e2d\uff0c\u5c55\u793a\u4e86UniME\u4e0e\u73b0\u6709\u57fa\u7ebf\u6a21\u578b\u7684\u6027\u80fd\u5bf9\u6bd4\uff0c\u5176\u4e2dIND\u4ee3\u8868\u5206\u5e03\u5185\u6570\u636e\u96c6\uff0cOOD\u4ee3\u8868\u5206\u5e03\u5916\u6570\u636e\u96c6\uff0c\u62a5\u544a\u7684\u5206\u6570\u662f\u76f8\u5e94\u6570\u636e\u96c6\u4e0a\u5e73\u5747\u7cbe\u786e\u5ea6\uff0c\u6700\u4f73\u7ed3\u679c\u7528\u7c97\u4f53\u6807\u51fa\uff0c\u2020\u8868\u793a\u4ec5\u6587\u672c\u5224\u522b\u84b8\u998f\u7684UniME\uff0c\u2021\u8868\u793a\u6587\u672c\u5224\u522b\u84b8\u998f\u548c\u56f0\u96be\u8d1f\u6837\u672c\u589e\u5f3a\u6307\u4ee4\u8c03\u4f18\u7684UniME\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"487\" src=\"https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/640-8-1024x487.webp\" alt=\"\" class=\"wp-image-100\" srcset=\"https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/640-8-1024x487.webp 1024w, https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/640-8-300x143.webp 300w, https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/640-8-768x366.webp 768w, https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/640-8.webp 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"has-medium-font-size\"><\/p>\n\n\n\n<h6 class=\"wp-block-heading has-text-align-center\"><strong>\u25b3<\/strong>\u88681\uff1aMMEB\u57fa\u51c6\u6d4b\u8bd5\u7ed3\u679c<\/h6>\n\n\n\n<p class=\"has-medium-font-size\">\u5728\u76f8\u540c\u7684\u8bad\u7ec3\u6570\u636e\u548c\u914d\u7f6e\u8bbe\u7f6e\u4e0b\uff0cUniME\u76f8\u6bd4E5-V\u5728\u4e0d\u540c\u7684\u57fa\u7840\u6a21\u578b\u4e0a\u59cb\u7ec8\u5c55\u793a\u51fa\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u4f7f\u7528Phi3.5-V\u6a21\u578b\u65f6\uff0cUniME\u7684\u5e73\u5747\u6027\u80fd\u63d0\u9ad8\u4e864.2%\uff1b\u91c7\u7528LLaVA-1.6\u4f5c\u4e3a\u57fa\u7840\u6a21\u578b\u65f6\uff0cUniME\u7684\u5e73\u5747\u6027\u80fd\u8fdb\u4e00\u6b65\u63d0\u9ad8\u4e864.1%\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u8fd9\u4e9b\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\u4e3b\u8981\u5f52\u529f\u4e8e\u56e2\u961f\u63d0\u51fa\u7684\u6587\u672c\u5224\u522b\u77e5\u8bc6\u84b8\u998f\u65b9\u6cd5\u53ef\u4ee5\u66f4\u6709\u6548\u5730\u589e\u5f3aMLLM\u4e2dLLM\u8bed\u8a00\u7ec4\u4ef6\u7684\u5224\u522b\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"509\" height=\"236\" src=\"https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/640-1.png\" alt=\"\" class=\"wp-image-101\" srcset=\"https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/640-1.png 509w, https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/640-1-300x139.png 300w\" sizes=\"auto, (max-width: 509px) 100vw, 509px\" \/><\/figure>\n\n\n\n<p class=\"has-medium-font-size\"><\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u5982\u56fe\u6240\u793a\uff0c\u56e2\u961f\u968f\u673a\u4eceCOCO\u4e2d\u9009\u62e950\u4e2a\u6837\u672c\uff0c\u5e76\u53ef\u89c6\u5316\u8de8\u6a21\u6001\u4f59\u5f26\u76f8\u4f3c\u5ea6\u77e9\u9635\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u4e0eE5-V\u76f8\u6bd4\uff0cUniME\u77e9\u9635\u7684\u5bf9\u89d2\u7ebf\u6e05\u6670\u5ea6\u663e\u8457\u589e\u5f3a\uff0c\u8868\u660eUniME\u5b66\u4e60\u5230\u4e86\u66f4\u5177\u5224\u522b\u6027\u7684\u8868\u5f81\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u5728\u56f0\u96be\u8d1f\u6837\u672c\u589e\u5f3a\u6307\u4ee4\u5fae\u8c03\u4e4b\u540e\uff0cUniME\u7684\u5d4c\u5165\u5224\u522b\u80fd\u529b\u8fdb\u4e00\u6b65\u63d0\u9ad8\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u4e0eVLM2Vec\u76f8\u6bd4\uff0cUniME\u5728Phi3.5-V\u548cLLaVA-1.6\u57fa\u7840\u6a21\u578b\u4e0a\u5206\u522b\u5b9e\u73b0\u4e861.3%\u548c10.3%\u7684\u6027\u80fd\u63d0\u5347\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u77ed-\u957f\u6807\u9898\u8de8\u6a21\u6001\u68c0\u7d22<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"has-medium-font-size\">\u5982\u88682\u6240\u793a\uff0c\u56e2\u961f\u5728\u96f6\u6837\u672c\u8de8\u6a21\u6001\u68c0\u7d22\u4efb\u52a1\u4e0a\u8bc4\u4f30\u4e86UniME\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1004\" height=\"259\" src=\"https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/640-9.webp\" alt=\"\" class=\"wp-image-102\" srcset=\"https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/640-9.webp 1004w, https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/640-9-300x77.webp 300w, https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/640-9-768x198.webp 768w\" sizes=\"auto, (max-width: 1004px) 100vw, 1004px\" \/><\/figure>\n\n\n\n<p class=\"has-medium-font-size\"><\/p>\n\n\n\n<h6 class=\"wp-block-heading has-text-align-center\"><strong>\u25b3<\/strong>\u88682\uff1a\u96f6\u6837\u672c\u6587\u672c-\u56fe\u50cf\u68c0\u7d22\u7684\u7ed3\u679c<\/h6>\n\n\n\n<p class=\"has-medium-font-size\">\u9996\u5148\uff0c\u5728\u77ed\u6807\u9898\u6570\u636e\u96c6Flickr30K\u548cMSCOCO\u4e0a\u8fdb\u884c\u5b9e\u9a8c\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u5728\u6587\u672c\u5224\u522b\u77e5\u8bc6\u84b8\u998f\u9636\u6bb5\u4e4b\u540e\uff0cUniME\u7684\u68c0\u7d22\u6027\u80fd\u4e0eE5-V\u76f8\u5f53\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u968f\u540e\u7684\u56f0\u96be\u8d1f\u4f8b\u589e\u5f3a\u6307\u4ee4\u8c03\u4f18\u8fdb\u4e00\u6b65\u63d0\u5347\u4e86UniME\u7684\u8868\u73b0\uff0c\u76f8\u8f83\u4e8eVLM2Vec\u63d0\u9ad8\u4e865.2%-11.3%\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u5bf9\u4e8e\u5728ShareGPT4V\u548cUrban1K\u6570\u636e\u96c6\u4e0a\u7684\u957f\u6807\u9898\u68c0\u7d22\u4efb\u52a1\uff0cUniME\u5728\u6240\u6709\u6307\u6807\u4e0a\u5747\u8868\u73b0\u51fa\u4f18\u8d8a\u6027\u80fd\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u5728\u6587\u672c\u5224\u522b\u84b8\u998f\u9636\u6bb5\u540e\uff0c\u57fa\u4e8ePhi3.5-V\u6a21\u578bUniME\u5c55\u793a\u4e861.3%-3.8%\u7684\u6027\u80fd\u63d0\u5347\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u968f\u540e\u901a\u8fc7\u56f0\u96be\u8d1f\u4f8b\u589e\u5f3a\u6307\u4ee4\u8c03\u4f18\u7684\u8fdb\u4e00\u6b65\u589e\u5f3a\uff0cUniME\u76f8\u8f83\u4e8eVLM2Vec\u63d0\u9ad8\u4e862.0%-8.3%\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u4e0eEVA-CLIP<em>(8B)<\/em>\u76f8\u6bd4\uff0cUniME\u5728Urban1K\u6570\u636e\u96c6\u4e0a\u7684\u957f\u6807\u9898\u68c0\u7d22\u4e2d\uff0c\u6027\u80fd\u63d0\u5347\u4e8614.8%\u548c18.1%\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u8fd9\u4e00\u663e\u8457\u589e\u5f3a\u4e3b\u8981\u6e90\u4e8eEVA-CLIP<em>(8B)<\/em>\u53d777\u6587\u672c\u8f93\u5165\u4ee4\u724c\u957f\u5ea6\u7684\u9650\u5236\uff0c\u4ece\u800c\u4e25\u91cd\u963b\u788d\u4e86\u5176\u4f20\u8fbe\u957f\u6807\u9898\u5b8c\u6574\u8bed\u4e49\u4fe1\u606f\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8de8\u6a21\u6001\u7ec4\u5408\u68c0\u7d22<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"has-medium-font-size\">\u56e2\u961f\u5728\u7ec4\u5408\u7406\u89e3\u57fa\u51c6SugarCrepe\u4e0a\u8bc4\u4f30\u4e86UniME\u6a21\u578b\u533a\u5206\u56f0\u96be\u8d1f\u6837\u672c\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u5982\u88682\u6240\u793a\uff0cUniME\u5728\u6240\u6709\u8bc4\u4f30\u6307\u6807\u4e0a\u5747\u5c55\u793a\u51fa\u6700\u4f73\u7ed3\u679c\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u5728\u6587\u672c\u5224\u522b\u77e5\u8bc6\u84b8\u998f\u540e\uff0c\u57fa\u4e8ePhi3.5-V\u7684UniME\u5728\u5173\u7cfb\u66ff\u6362\u3001\u5bf9\u8c61\u4ea4\u6362\u548c\u5c5e\u6027\u6dfb\u52a0\u4efb\u52a1\u4e2d\u5206\u522b\u6bd4E5-V\u8868\u73b0\u51fa2.0%\u30011.0%\u548c15.9%\u7684\u6027\u80fd\u63d0\u5347\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u5728\u7b2c\u4e8c\u9636\u6bb5\u56f0\u96be\u8d1f\u4f8b\u589e\u5f3a\u6307\u4ee4\u5fae\u8c03\u540e\uff0cUniME\u7684\u7ec4\u5408\u7406\u89e3\u80fd\u529b\u5f97\u5230\u8fdb\u4e00\u6b65\u589e\u5f3a\uff0c\u4e0eVLM2Vec\u76f8\u6bd4\u5206\u522b\u5b9e\u73b0\u4e863.9%\u30014.2%\u548c9.1%\u7684\u6027\u80fd\u63d0\u5347\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u6b64\u5916\uff0c\u4e0eEVA-CLIP<em>(8B)<\/em>\u76f8\u6bd4\uff0cUniME\u5728\u8fd9\u4e9b\u4efb\u52a1\u4e0a\u4e5f\u663e\u793a\u51fa\u4e864.2%\u30010.6%\u548c6.6%\u7684\u63d0\u5347\uff0c\u51f8\u663e\u4e86\u5176\u5728\u533a\u5206\u56f0\u96be\u8d1f\u4f8b\u65b9\u9762\u7684\u5f3a\u5927\u80fd\u529b\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u6d88\u878d\u5b9e\u9a8c<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u56f0\u96be\u8d1f\u6837\u672c\u5206\u6790<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"has-medium-font-size\">\u5728\u4e0b\u56fe\u4e2d\uff0c\u5c55\u793a\u4e86\u4e09\u79cd\u7c7b\u578b\u8d1f\u6837\u672c\u7684\u8bad\u7ec3\u635f\u5931\u548c\u88c1\u526a\u524d\u68af\u5ea6\u8303\u6570\uff1a\u7b80\u5355\u8d1f\u6837\u672c<em>\uff08\u6279\u6b21\u4e2d\u6700\u4e0d\u76f8\u4f3c\u7684\u6837\u672c\uff09<\/em>\uff0c\u968f\u673a\u8d1f\u6837\u672c<em>\uff08\u6279\u6b21\u4e2d\u968f\u673a\u91c7\u6837\u7684\u8d1f\u6837\u672c\uff09<\/em>\uff0c\u4ee5\u53ca\u56f0\u96be\u8d1f\u6837\u672c<em>\uff08\u5728\u79fb\u9664\u6b63\u4f8b\u548c\u5047\u8d1f\u4f8b\u540e\u6279\u6b21\u4e2d\u6700\u76f8\u4f3c\u7684\u8d1f\u6837\u672c\uff09<\/em>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"519\" height=\"239\" src=\"https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/Easy-Negatives-1.webp\" alt=\"\" class=\"wp-image-103\" srcset=\"https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/Easy-Negatives-1.webp 519w, https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/Easy-Negatives-1-300x138.webp 300w\" sizes=\"auto, (max-width: 519px) 100vw, 519px\" \/><\/figure>\n\n\n\n<p class=\"has-medium-font-size\"><\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u7531\u4e8e\u5c31\u7b80\u5355\u8d1f\u6837\u672c\u5bb9\u6613\u533a\u5206\uff0c\u6a21\u578b\u901a\u8fc7\u5b66\u4e60\u8fd9\u7c7b\u6570\u636e\u5f88\u96be\u589e\u5f3a\u5176\u5224\u522b\u80fd\u529b\uff0c\u56e0\u6b64\u8bad\u7ec3\u635f\u5931\u8fc5\u901f\u6536\u655b\u5230\u63a5\u8fd1\u96f6\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u4f7f\u7528\u968f\u673a\u8d1f\u6837\u672c\uff0c\u8bad\u7ec3\u635f\u5931\u6bd4\u7b80\u5355\u8d1f\u6837\u672c\u6536\u655b\u66f4\u6162\uff0c\u4f46\u6700\u7ec8\u63a5\u8fd1\u96f6\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u56f0\u96be\u8d1f\u6837\u672c\u5e26\u6765\u66f4\u5927\u7684\u6311\u6218\uff0c\u4f7f\u5f97\u8bad\u7ec3\u635f\u5931\u59cb\u7ec8\u4fdd\u6301\u5728\u8f83\u9ad8\u6c34\u5e73\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u76f8\u5e94\u5730\uff0c\u7b80\u5355\u8d1f\u6837\u672c\u7684\u68af\u5ea6\u8303\u6570\u6700\u5c0f\uff0c\u800c\u56f0\u96be\u8d1f\u6837\u672c\u7684\u68af\u5ea6\u8303\u6570\u660e\u663e\u66f4\u9ad8\uff0c\u76f8\u5dee\u6570\u4e2a\u6570\u91cf\u7ea7\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8bad\u7ec3\u9636\u6bb5\u7684\u6d88\u878d<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"has-medium-font-size\">\u56e2\u961f\u57fa\u4e8ePhi3.5-V\u6765\u5bf9\u4e0d\u540c\u8bad\u7ec3\u9636\u6bb5\u8fdb\u884c\u4e86\u6d88\u878d\u7814\u7a76\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"450\" height=\"123\" src=\"https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/640-10.webp\" alt=\"\" class=\"wp-image-104\" srcset=\"https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/640-10.webp 450w, https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/640-10-300x82.webp 300w\" sizes=\"auto, (max-width: 450px) 100vw, 450px\" \/><\/figure>\n\n\n\n<p class=\"has-medium-font-size\"><\/p>\n\n\n\n<h6 class=\"wp-block-heading has-text-align-center\"><strong>\u25b3<\/strong>\u88683\uff1a\u4e0d\u540c\u8bad\u7ec3\u9636\u6bb5\u7684\u6d88\u878d\u7814\u7a76<\/h6>\n\n\n\n<p class=\"has-medium-font-size\">\u5982\u88683\u6240\u793a\uff0cPhi3.5-V\u7684\u521d\u59cb\u5d4c\u5165\u5224\u522b\u80fd\u529b\u5f88\u5f31\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u5728\u7ecf\u8fc7\u6587\u672c\u5224\u522b\u77e5\u8bc6\u84b8\u998f\u540e\uff0c\u6a21\u578b\u5728MMEB\u57fa\u51c6\u3001\u77ed\u957f\u6807\u9898\u8de8\u6a21\u6001\u68c0\u7d22\u548c\u7ec4\u5408\u68c0\u7d22\u4efb\u52a1\u4e0a\u5206\u522b\u83b7\u5f97\u4e8615\uff05\u300119.5\uff05\u300124.9\uff05\u548c19.9\uff05\u7684\u6027\u80fd\u63d0\u5347\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u5982\u679c\u4ec5\u8fdb\u884c\u7b2c\u4e8c\u9636\u6bb5\u8d1f\u6837\u672c\u589e\u5f3a\u6307\u4ee4\u5fae\u8c03\uff0c\u540c\u4e00\u4efb\u52a1\u7684\u6027\u80fd\u63d0\u5347\u5206\u522b\u4e3a38.5\uff05\u300117.3\uff05\u300121.3\uff05\u548c14.0\uff05\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u7b2c\u4e8c\u9636\u6bb5\u5728MMEB\u57fa\u51c6\u7684\u6027\u80fd\u63d0\u5347\u660e\u663e\u8d85\u8fc7\u7b2c\u4e00\u9636\u6bb5\uff0c\u4e3b\u8981\u662f\u7531\u4e8e\u6a21\u578b\u5728\u9075\u5faa\u4e0b\u6e38\u4efb\u52a1\u590d\u6742\u6307\u4ee4\u65b9\u9762\u7684\u80fd\u529b\u5f97\u5230\u4e86\u6539\u5584\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u901a\u8fc7\u6574\u5408\u4e24\u4e2a\u8bad\u7ec3\u9636\u6bb5\uff0cUniME\u6a21\u578b\u5728\u6240\u6709\u8bc4\u4f30\u7684\u4e0b\u6e38\u4efb\u52a1\u4e2d\u5b9e\u73b0\u4e86\u6700\u4f73\u6027\u80fd\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8f93\u51fa\u5206\u5e03\u7684\u53ef\u89c6\u5316<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"has-medium-font-size\">\u4e3a\u4e86\u8fdb\u4e00\u6b65\u63a2\u7d22UniME\u5d4c\u5165\u6355\u83b7\u7684\u8bed\u4e49\u8868\u8fbe\uff0c\u4f7f\u7528\u6b64\u63d0\u793a\u201c&lt;Image&gt;&nbsp;Summary above image in one word: \\n\u201d\uff0c\u5e76\u5728\u4e0b\u56fe\u4e2d\u5c55\u793a\u4e86\u4e0d\u540c\u8bad\u7ec3\u9636\u6bb5\u4e4b\u524d\u548c\u4e4b\u540e\uff0ctop-k\u4e0b\u4e00\u4e2a\u9884\u6d4b\u8bcd\u6c47\u7684\u9884\u6d4b\u6982\u7387\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1004\" height=\"197\" src=\"https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/640-11.webp\" alt=\"\" class=\"wp-image-105\" srcset=\"https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/640-11.webp 1004w, https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/640-11-300x59.webp 300w, https:\/\/glint-mvt.com\/blog\/wp-content\/uploads\/2025\/08\/640-11-768x151.webp 768w\" sizes=\"auto, (max-width: 1004px) 100vw, 1004px\" \/><\/figure>\n\n\n\n<p class=\"has-medium-font-size\"><\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u56e2\u961f\u89c2\u5bdf\u5230\uff0c\u5728\u8bad\u7ec3\u4e4b\u524d\uff0c\u9884\u6d4b\u7684\u8bcd\u6c47\u66f4\u62bd\u8c61\uff0c\u5982\u201cPastoral\u201d\u548c\u201cPeaceful\u201d\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u7ecf\u8fc7\u6587\u672c\u5224\u522b\u77e5\u8bc6\u84b8\u998f\u540e\uff0c\u8bcd\u6c47\u8f6c\u5411\u66f4\u5177\u4f53\u7684\u8bed\u4e49\uff0c\u5305\u62ec\u201ccow\u201d\u3001\u201cwaterfront\u201d\u548c\u201chouse\u201d\uff0c\u5c3d\u7ba1\u6982\u7387\u5206\u5e03\u4ecd\u4e3b\u8981\u96c6\u4e2d\u5728\u201cFarm\u201d\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u5728\u7b2c\u4e8c\u9636\u6bb5\u56f0\u96be\u8d1f\u6837\u672c\u589e\u5f3a\u6307\u4ee4\u5fae\u8c03\u540e\uff0c\u6982\u7387\u5206\u5e03\u5728\u4e0e\u56fe\u50cf\u8bed\u4e49\u4e00\u81f4\u7684\u591a\u4e2a\u8bcd\u6c47\u4e0a\u53d8\u5f97\u66f4\u52a0\u5747\u5300\uff0c\u4ece\u800c\u4f7f\u5d4c\u5165\u80fd\u591f\u66f4\u51c6\u786e\u5730\u8868\u8fbe\u56fe\u50cf\u7684\u8bed\u4e49\u5185\u5bb9\uff0c\u5e76\u589e\u5f3a\u5176\u5224\u522b\u80fd\u529b\u3002<\/p>\n\n\n\n<p class=\"has-small-font-size\">\n  <em>\u8bba\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/arxiv.org\/pdf\/2504.17432\" target=\"_blank\">https:\/\/arxiv.org\/pdf\/2504.17432<\/a><\/em><br>\n  <em>\u4ee3\u7801\u94fe\u63a5\uff1a<a href=\"https:\/\/github.com\/deepglint\/UniME\" target=\"_blank\">https:\/\/github.com\/deepglint\/UniME<\/a><\/em><br>\n  <em>\u9879\u76ee\u94fe\u63a5\uff1a<a href=\"https:\/\/garygutc.github.io\/UniME\" target=\"_blank\">https:\/\/garygutc.github.io\/UniME<\/a><\/em><br>\n  <em>\u6a21\u578b\u94fe\u63a5\uff1a<a href=\"https:\/\/huggingface.co\/DeepGlint-AI\/UniME-LLaVA-OneVision-7B\" target=\"_blank\">https:\/\/huggingface.co\/DeepGlint-AI\/UniME-LLaVA-OneVision-7B<\/a><\/em><br>\n  <em>\u9b54\u642d\u793e\u533a\uff1a<a href=\"https:\/\/www.modelscope.cn\/models\/deepglint\/UniME\" target=\"_blank\">https:\/\/www.modelscope.cn\/models\/deepglint\/UniME<\/a><\/em>\n<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u544a\u522bCLIP\u75db\u70b9\uff0c\u66f4\u61c2\u8bed\u4e49\u5173\u8054\u7684\u8de8\u6a21\u6001\u7406\u89e3\u65b0SOTA\u6765\u4e86\uff01<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-15","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/glint-mvt.com\/blog\/wp-json\/wp\/v2\/posts\/15","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/glint-mvt.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/glint-mvt.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/glint-mvt.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/glint-mvt.com\/blog\/wp-json\/wp\/v2\/comments?post=15"}],"version-history":[{"count":12,"href":"https:\/\/glint-mvt.com\/blog\/wp-json\/wp\/v2\/posts\/15\/revisions"}],"predecessor-version":[{"id":218,"href":"https:\/\/glint-mvt.com\/blog\/wp-json\/wp\/v2\/posts\/15\/revisions\/218"}],"wp:attachment":[{"href":"https:\/\/glint-mvt.com\/blog\/wp-json\/wp\/v2\/media?parent=15"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/glint-mvt.com\/blog\/wp-json\/wp\/v2\/categories?post=15"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/glint-mvt.com\/blog\/wp-json\/wp\/v2\/tags?post=15"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}