{"id":1155011,"date":"2025-11-06T18:18:46","date_gmt":"2025-11-07T02:18:46","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1155011"},"modified":"2025-12-11T20:25:13","modified_gmt":"2025-12-12T04:25:13","slug":"phi-ground","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/phi-ground\/","title":{"rendered":"Phi-Ground\u6a21\u578b\uff1a\u8ba9AI\u5b66\u4f1a\u201c\u770b\u5c4f\u5e55\u201d"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1a\u968f\u7740\u591a\u6a21\u6001\u548c\u63a8\u7406\u6a21\u578b\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u80fd\u591f\u81ea\u4e3b\u7406\u89e3\u5e76\u64cd\u4f5c\u8ba1\u7b97\u673a\u754c\u9762\u7684\u667a\u80fd\u4f53\uff08Computer Use Agent, CUA\uff09\u6b63\u9010\u6e10\u6210\u4e3a\u73b0\u5b9e\u3002\u5176\u4e2d\uff0c\u56fe\u5f62\u754c\u9762\u5b9a\u4f4d\uff08GUI 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\u6a21\u578b\u90fd\u53d6\u5f97\u4e86\u540c\u7c7b\u89c4\u6a21\u6a21\u578b\u7684\u6700\u4f73\u8868\u73b0\uff0c\u4e3a\u63a8\u52a8\u53ef\u7528\u667a\u80fd\u4f53\u7684\u53d1\u5c55\u63d0\u4f9b\u4e86\u575a\u5b9e\u7684\u57fa\u7840\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u5728\u5982\u4eca\u7684\u65e5\u5e38\u64cd\u4f5c\u4ee5\u53ca\u6570\u5b57\u5316\u529e\u516c\u7684\u8fc7\u7a0b\u4e2d\uff0c\u4eba\u4eec\u5e38\u5e38\u5e0c\u671b\u8ba1\u7b97\u673a\u4e0d\u4ec5\u4ec5\u662f\u88ab\u52a8\u6267\u884c\u547d\u4ee4\uff0c\u800c\u80fd\u50cf\u4eba\u7c7b\u52a9\u624b\u4e00\u6837\u4e3b\u52a8\u534f\u52a9\u6211\u4eec\u5b8c\u6210\u4efb\u52a1\u3002\u5728\u591a\u6a21\u6001 AI \u548c\u667a\u80fd\u4f53\u6280\u672f\u4e0d\u65ad\u589e\u5f3a\u7684\u80cc\u666f\u4e0b\uff0c\u8ba1\u7b97\u673a\u4f7f\u7528\u667a\u80fd\u4f53\uff08Computer Use Agent\uff0cCUA\uff09\u5e94\u8fd0\u800c\u751f\uff0c\u8ba9\u8fd9\u4e00\u613f\u666f\u9010\u6b65\u6210\u4e3a\u73b0\u5b9e\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u8bf4\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\uff0c\u6211\u4eec\u671f\u5f85\u4eba\u5f62\u673a\u5668\u4eba\u80fd\u5e2e\u52a9\u6211\u4eec\u642c\u8fd0\u91cd\u7269\uff0c\u90a3\u4e48\u865a\u62df\u4e16\u754c\u4e2d\uff0c\u57fa\u4e8e\u56fe\u5f62\u754c\u9762\uff08GUI\uff09\u7684 CUA \u5219\u662f\u6211\u4eec\u5177\u6709\u201c\u52a8\u624b\u80fd\u529b\u201d\u7684\u6570\u5b57\u5206\u8eab\u3002\u8fd9\u4e9b CUA \u53ef\u4ee5\u76f4\u63a5\u4e0e\u64cd\u4f5c\u7cfb\u7edf\u4ea4\u4e92\uff0c\u4e0d\u4f9d\u8d56\u7279\u5b9a\u5e94\u7528\u7684 API\uff0c\u540c\u65f6\u8fd8\u4fbf\u4e8e\u4eba\u7c7b\u76d1\u7763\u3002\u8fd9\u5c31\u662f\u4eba\u5f62\u673a\u5668\u4eba\u548c CUA\uff0c\u76f8\u6bd4\u4e8e\u4f20\u7edf\u673a\u68b0\u81c2\u548c\u7f51\u9875\/\u5e94\u7528\u667a\u80fd\u4f53\u5177\u6709\u66f4\u5e7f\u9614\u4e0a\u9650\u7684\u539f\u56e0\u3002\u800c\u56fe\u5f62\u754c\u9762\u5b9a\u4f4d\uff08GUI Grounding\uff09\u5982\u540c CUA \u7684\u624b\u8db3\uff0c\u627f\u62c5\u7740\u76f4\u63a5\u4e0e\u73b0\u5b9e\u4ea4\u4e92\u3001\u5f71\u54cd\u7cfb\u7edf\u6210\u8d25\u7684\u8d23\u4efb\uff0c\u51b3\u5b9a\u4e86\u667a\u80fd\u4f53\u201c\u770b\u5f97\u61c2\u201d\u548c\u201c\u70b9\u5f97\u51c6\u201d\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"558\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/phi-ground-1-1024x558.png\" alt=\"graphical user interface, application\" class=\"wp-image-1155015\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/phi-ground-1-1024x558.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/phi-ground-1-300x163.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/phi-ground-1-768x418.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/phi-ground-1-1536x837.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/phi-ground-1-240x131.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/phi-ground-1.png 2029w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1a\u667a\u80fd\u4f53\u5728\u7269\u7406\u4e16\u754c\u548c\u865a\u62df\u4e16\u754c\u7684\u53d1\u5c55<\/figcaption><\/figure>\n\n\n\n<p>\u5728\u6700\u65b0\u7684\u7814\u7a76\u4e2d\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u8003\u5bdf\u4e86 GUI Grounding \u4ece\u6570\u636e\u6536\u96c6\u5230\u6a21\u578b\u8bad\u7ec3\u7684\u5404\u4e2a\u7ec6\u8282\uff0c\u63d0\u51fa\u4e86 Phi-Ground \u7cfb\u5217\u6a21\u578b\uff0c\u80fd\u591f\u6839\u636e\u7528\u6237\u6307\u4ee4\u51c6\u786e\u5730\u5728\u7535\u8111\u5c4f\u5e55\u4e2d\u5b9a\u4f4d\u5230\u6240\u9700\u4f4d\u7f6e\u3002<\/p>\n\n\n\n<p>\u5728\u6280\u672f\u62a5\u544a Phi-Ground Tech Report: Advancing Perception in GUI Grounding \u4e2d\uff0c\u7814\u7a76\u5458\u4eec\u7cfb\u7edf\u6027\u5730\u4ecb\u7ecd\u4e86\u8fd9\u4e00\u6a21\u578b\u7684\u7b97\u6cd5\u8bbe\u8ba1\u4e0e\u5de5\u7a0b\u5b9e\u73b0\u3002<\/p>\n\n\n\n<p><strong><em>Phi-Ground Tech Report: Advancing Perception in GUI Grounding<\/em><\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><em>\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2507.23779\">https:\/\/arxiv.org\/abs\/2507.23779<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/em><\/li>\n\n\n\n<li><em>GitHub\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/github.com\/microsoft\/Phi-Ground\">https:\/\/github.com\/microsoft\/Phi-Ground<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/em><\/li>\n\n\n\n<li><em>Hugging Face\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/huggingface.co\/microsoft\/Phi-Ground\">https:\/\/huggingface.co\/microsoft\/Phi-Ground<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/em><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u7ec6\u8282\u51b3\u5b9a\u6210\u8d25-\u8bad\u7ec3gui\u5b9a\u4f4d\u6a21\u578b\u7684\u8be6\u7ec6\u914d\u65b9\">\u7ec6\u8282\u51b3\u5b9a\u6210\u8d25\uff1a\u8bad\u7ec3GUI\u5b9a\u4f4d\u6a21\u578b\u7684\u8be6\u7ec6\u914d\u65b9<\/h2>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u4ece\u6570\u636e\u3001\u67b6\u6784\u5230\u8bad\u7ec3\u3001\u8bc4\u6d4b\uff0c\u6784\u5efa\u4e86\u4e00\u6574\u5957\u53ef\u590d\u73b0\u3001\u53ef\u6269\u5c55\u7684 GUI Grounding \u65b9\u6848\uff0c\u4ee5\u63d0\u5347\u201c\u770b-\u5b9a\u4f4d-\u70b9\u9009\u201d\u7684\u53ef\u9760\u6027\u3002<\/p>\n\n\n\n<p>\u5728\u6570\u636e\u5c42\u9762\uff0c\u7814\u7a76\u5458\u4eec\u6784\u5efa\u5e76\u5747\u8861\u91c7\u6837\u4e86\u5927\u89c4\u6a21\u8bad\u7ec3\u96c6\u3002\u5bf9\u6b64\uff0c\u56e2\u961f\u8bbe\u8ba1\u4e86\u4ece CommonCrawl 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\u573a\u666f\uff09\u622a\u56fe\uff0c\u6700\u7ec8\u5f62\u6210\u4e864000\u4e07\u6761\u8bad\u7ec3\u6570\u636e\u3002\u800c\u4e14\uff0c\u56e2\u961f\u8fd8\u8bbe\u8ba1\u4e86\u4e13\u95e8\u7684\u91cd\u91c7\u6837\u7b56\u7565\uff0c\u6765\u6539\u5584\u70b9\u51fb\u4f4d\u7f6e\u5206\u5e03\uff0c\u4ece\u6570\u636e\u4e0a\u4fdd\u8bc1\u4e86\u9ad8\u5206\u8fa8\u7387\u573a\u666f\u7684\u6cdb\u5316\u80fd\u529b\u3002\u5176\u4e2d\u5927\u90e8\u5206\u6b65\u9aa4\u548c\u7ec6\u8282\u90fd\u5df2\u7ecf\u8fc7\u5bf9\u6bd4\u5b9e\u9a8c\u4e0e\u8c03\u4f18\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"508\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/phi-ground-2-1024x508.png\" alt=\"diagram\" class=\"wp-image-1155016\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/phi-ground-2-1024x508.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/phi-ground-2-300x149.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/phi-ground-2-768x381.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/phi-ground-2-1536x762.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/phi-ground-2-240x119.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/phi-ground-2.png 1738w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1aCommonCrawl \u6570\u636e\u7684\u5904\u7406\u6d41\u7a0b<\/figcaption><\/figure>\n\n\n\n<p>\u5728\u4efb\u52a1\u7ed3\u6784\u4e0a\uff0c\u7814\u7a76\u5458\u4eec\u5c06\u6574\u4f53\u4efb\u52a1\u62c6\u5206\u4e3a\u4e24\u4e2a\u5c42\u6b21\uff1a<\/p>\n\n\n\n<ul 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DPO\uff09\u7b49\uff0c\u5e76\u7531\u6b64\u53d1\u73b0\u4e86\u4e00\u4e9b\u7b80\u5355\u3001\u6709\u6548\u7684\u65b9\u6cd5\u3002\u4f8b\u5982\uff0c\u4ec5\u4ec5\u8c03\u6574\u6a21\u578b\u8f93\u5165\u65f6\u56fe\u50cf\u548c\u6587\u672c\uff08\u53c2\u8003\u63cf\u8ff0\uff09\u7684\u987a\u5e8f\uff0c\u5c31\u80fd\u5927\u5927\u5f71\u54cd\u6a21\u578b\u7684\u611f\u77e5\u548c\u5b9a\u4f4d\u80fd\u529b\u3002\u5206\u6790\u8ba4\u4e3a\uff0c\u6587\u672c\u5148\u3001\u56fe\u50cf\u540e\u7684\u597d\u5904\u53ef\u80fd\u6765\u6e90\u4e8e GPT 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\u6570\u91cf\u4e5f\u7eb3\u5165\u4e86\u8003\u8651\u8303\u56f4\uff0c\u8bad\u7ec3\u4e866\u4e2a\u4e0d\u540c\u914d\u7f6e\u4e0b\u7684\u6a21\u578b\uff0c\u5f97\u5230\u4e86\u5982\u4e0b\u7f29\u653e\u66f2\u7ebf\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"933\" height=\"447\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/phi-ground-3.png\" alt=\"chart\" class=\"wp-image-1155017\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/phi-ground-3.png 933w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/phi-ground-3-300x144.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/phi-ground-3-768x368.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/phi-ground-3-240x115.png 240w\" sizes=\"auto, (max-width: 933px) 100vw, 933px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1a\u8bad\u7ec3\u6837\u672c\u7684\u8ba1\u7b97\u91cf\u548c\u51c6\u786e\u7387\u7684\u5173\u7cfb<\/figcaption><\/figure>\n\n\n\n<p>\u4e0a\u8ff0\u7ed3\u679c\u53ef\u4ee5\u6307\u5bfc\u5f00\u53d1\u8005\u5728\u5b9e\u9645\u5e94\u7528\u65f6\u91c7\u53d6\u66f4\u9ad8\u6548\u7684\u914d\u7f6e\u9009\u62e9\uff0c\u4e3a\u540e\u7eed\u7814\u7a76\u4e0e\u5e94\u7528\u63d0\u4f9b\u4e86\u5b9e\u8df5\u53c2\u8003\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u8ba9\u8bc4\u6d4b\u66f4\u5168\u9762-\u8ba9\u6a21\u578b\u66f4\u9ad8\u6548\">\u8ba9\u8bc4\u6d4b\u66f4\u5168\u9762\uff0c\u8ba9\u6a21\u578b\u66f4\u9ad8\u6548<\/h2>\n\n\n\n<p>\u5728\u591a\u9879\u516c\u5f00\u4e0e\u5185\u90e8\u7684\u8bc4\u6d4b\u4e2d\uff0cPhi-Ground \u7cfb\u5217\u5728 agent \u8bbe\u5b9a\u4e0b\u8868\u73b0\u51fa\u8272\uff1a\u5728 ScreenSpot-pro\u3001UI-Vision \u7b49\u5173\u952e\u57fa\u51c6\u4e0a\u5206\u522b\u53d6\u5f97\u7ea655.0\u4e0e36.2\u7684\u9ad8\u5206\uff1b\u5728\u7aef\u5230\u7aef\u8bbe\u5b9a\u4e0b\u83b7\u5f97\u884c\u4e1a\u6700\u4f18\uff08\u5982 ScreenSpot-pro \u2248 43.2\uff0cUI-Vision \u2248 27.2\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"392\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/phi-ground-4-1024x392.png\" alt=\"chart, bar chart\" class=\"wp-image-1155018\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/phi-ground-4-1024x392.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/phi-ground-4-300x115.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/phi-ground-4-768x294.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/phi-ground-4-1536x588.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/phi-ground-4-2048x784.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/phi-ground-4-240x92.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe4\uff1aPhi-Ground \u6a21\u578b\u5728\u591a\u4e2a\u8bc4\u6d4b\u96c6\u4e0a\u7684\u6027\u80fd\u8868\u73b0<\/figcaption><\/figure>\n\n\n\n<p>\u6b64\u5916\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u8003\u5bdf\u4e86\u6027\u80fd\u4e0e\u8ba1\u7b97\u6210\u672c\u4e4b\u95f4\u7684\u6298\u4e2d\uff0c\u7ed3\u679c\u663e\u793a Phi-Ground \u8fbe\u5230\u8fd1\u4f3c Pareto \u6700\u524d\u6cbf\u7684\u6548\u7387\/\u6548\u679c\u6743\u8861\u3002\u8be5\u8868\u73b0\u8bf4\u660e\u5176\u5728\u4fdd\u8bc1\u7cbe\u5ea6\u7684\u540c\u65f6\u4e5f\u5177\u5907\u5b9e\u7528\u90e8\u7f72\u7684\u6f5c\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"491\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/phi-ground-5-1024x491.png\" alt=\"\u6a21\u578b\u5728 ScreenSpot-pro \u4e0a\u7684\u9519\u8bef\u6837\u672c\u7c7b\u578b\u548c\u6bd4\u4f8b\" class=\"wp-image-1155019\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/phi-ground-5-1024x491.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/phi-ground-5-300x144.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/phi-ground-5-768x369.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/phi-ground-5-1536x737.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/phi-ground-5-240x115.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/phi-ground-5.png 1690w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe5\uff1a\u6a21\u578b\u5728 ScreenSpot-pro \u4e0a\u7684\u9519\u8bef\u6837\u672c\u7c7b\u578b\u548c\u6bd4\u4f8b<\/figcaption><\/figure>\n\n\n\n<p>\u9664\u4e86\u6d4b\u8bd5\u7ed3\u679c\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u8fdb\u884c\u4e86\u5927\u91cf\u7684\u4eba\u5de5\u6837\u4f8b\u5b66\u4e60\u3002\u901a\u8fc7\u5bf9 ScreenSpot-pro \u6570\u636e\u96c6\u4e2d\u9519\u8bef\u7684\u6837\u672c\u8fdb\u884c\u5206\u7c7b\uff0c\u7814\u7a76\u5458\u4eec\u53d1\u73b0\uff1a\u6a21\u578b\u5728\u7eaf\u5b9a\u4f4d\u4efb\u52a1\u4e2d\u8868\u73b0\u8f83\u4f18\uff0c\u800c\u4e3b\u8981\u9519\u8bef\u96c6\u4e2d\u5728\u77e5\u8bc6\u6027\u6216\u8005\u89c4\u5212\u5c42\u9762\u3002\u8fd9\u8bf4\u660e\uff0c\u73b0\u5728\u7684\u8bc4\u6d4b\u96c6\u53ef\u80fd\u504f\u5411\u4e8e\u89c4\u5212\u5c42\u9762\u3002\u5982\u679c\u6a21\u578b\u4e0d\u719f\u6089\u67d0\u4e2a\u8f6f\u4ef6\uff08\u5982 MATLAB\uff09\u4e2d\u67d0\u4e2a\u6309\u94ae\u7684\u542b\u4e49\uff0c\u90a3\u4e48\u5b83\u81ea\u7136\u65e0\u6cd5\u5b9a\u4f4d\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e00\u73b0\u8c61\u53cd\u6620\u4e86 ScreenSpot-pro \u66f4\u63a5\u8fd1\u667a\u80fd\u4f53\u5b9e\u9645\u9700\u6c42\u7684\u7279\u8d28\uff0c\u4f46\u540c\u65f6\u4e5f\u589e\u52a0\u4e86\u5b9a\u4f4d\u6a21\u578b\u8fc7\u62df\u5408\u7684\u98ce\u9669\uff0c\u5373\u66f4\u9ad8\u7684\u70b9\u6570\u4ee3\u8868\u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5b66\u4e60\u8fc7\u66f4\u591a\u7684\u76ee\u6807\u8f6f\u4ef6\u77e5\u8bc6\uff0c\u4ece\u800c\u63a9\u76d6\u4e86\u5bf9\u5b9a\u4f4d\u51c6\u786e\u5ea6\u7684\u5f71\u54cd\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u8ba9copilot\u770b\u5f97\u61c2\u5c4f\u5e55\">\u8ba9Copilot\u770b\u5f97\u61c2\u5c4f\u5e55<\/h2>\n\n\n\n<p>Phi-Ground\u6a21\u578b\u7684\u6838\u5fc3\u6280\u672f\u73b0\u5df2\u96c6\u6210\u5230 Windows Copilot \u4ea7\u54c1\u7684 Vision Highlighting \u529f\u80fd\u4e2d\u3002\u5982\u4e0b\u56fe\u6240\u793a\uff0cCopilot \u53ef\u4ee5\u9010\u6b65\u5f15\u5bfc\u7528\u6237\u5b8c\u6210\u53ef\u89c6\u5316\u4efb\u52a1\uff0c\u6bd4\u5982\u5e2e\u52a9\u7528\u6237\u6784\u5efa\u4e00\u4e2a\u5bf9\u8bdd\u6c14\u6ce1\u56fe\u5f62\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"533\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/phi-ground-6.gif\" alt=\"Windows Copilot demo\" class=\"wp-image-1155020\"\/><\/figure>\n\n\n\n<p>\u672a\u6765\uff0c\u968f\u7740 GUI Grounding \u7b49\u5173\u952e\u80fd\u529b\u7684\u6301\u7eed\u7a81\u7834\uff0c\u6211\u4eec\u79bb\u90a3\u4e2a\u80fd\u7406\u89e3\u3001\u80fd\u64cd\u4f5c\u3001\u80fd\u534f\u4f5c\u7684\u667a\u80fd\u52a9\u624b\uff0c\u6216\u8bb8\u4e0d\u518d\u9065\u8fdc\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7f16\u8005\u6309\uff1a\u968f\u7740\u591a\u6a21\u6001\u548c\u63a8\u7406\u6a21\u578b\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u80fd\u591f\u81ea\u4e3b\u7406\u89e3\u5e76\u64cd\u4f5c\u8ba1\u7b97\u673a\u754c\u9762\u7684\u667a\u80fd\u4f53\uff08Computer Use Agent, CUA\uff09\u6b63\u9010\u6e10\u6210\u4e3a\u73b0\u5b9e\u3002\u5176\u4e2d\uff0c\u56fe\u5f62\u754c\u9762\u5b9a\u4f4d\uff08GUI Grounding\uff09\u662f\u5b9e\u73b0\u8fd9\u4e00\u80fd\u529b\u7684\u6838\u5fc3\u73af\u8282\uff0c\u5b83\u51b3\u5b9a\u4e86\u667a\u80fd\u4f53\u80fd\u5426\u51c6\u786e\u5730\u5b8c\u6210\u70b9\u51fb\u3001\u8f93\u5165\u7b49\u5177\u4f53\u64cd\u4f5c\u3002\u7136\u800c\uff0c\u73b0\u6709\u6a21\u578b\u5728\u5173\u952e\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u51c6\u786e\u7387\u4ecd\u8f83\u4f4e\uff0c\u8ddd\u79bb\u5b9e\u9645\u5e94\u7528\u5c1a\u6709\u5dee\u8ddd\u3002\u5bf9\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u8fd1\u671f\u53d1\u5e03\u4e86\u6280\u672f\u62a5\u544a\u7cfb\u7edf\u5206\u6790\u4e86 GUI Grounding \u6a21\u578b\u7684\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u5e76\u63d0\u51fa\u4e86 Phi-Ground \u7cfb\u5217\u6a21\u578b\u3002\u5728\u4e94\u4e2a\u4e3b\u6d41\u57fa\u51c6\u4e0a\uff0cPhi-Ground 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