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Modeling\uff08MDM\uff0c\u63a9\u7801\u6df1\u5ea6\u5efa\u6a21\uff09\u5168\u65b0\u8303\u5f0f\u3002<\/p>\n<p>\u7b80\u5355\u6765\u8bf4\uff0cLingBot-Depth\u5728\u8bad\u7ec3\u7684\u8fc7\u7a0b\u4e2d\uff0c\u4f1a\u628a\u6df1\u5ea6\u56fe\u4e2d\u90a3\u4e9b\u5929\u7136\u7f3a\u5931\u7684\u533a\u57df\u4f5c\u4e3a\u63a9\u7801\uff0c\u7136\u540e\u8981\u6c42\u6a21\u578b\u4ec5\u51ed\u5b8c\u6574\u7684RGB\u5f69\u8272\u56fe\u50cf\u548c\u5269\u4f59\u7684\u6709\u6548\u6df1\u5ea6\u4fe1\u606f\uff0c\u53bb\u8111\u8865\u51fa\u88ab\u63a9\u7801\u906e\u4f4f\u7684\u90a3\u90e8\u5206\u6df1\u5ea6\u3002<\/p>\n<p>\u4f46\u8fd9\u4e2a\u8fc7\u7a0b\u4e5f\u662f\u975e\u5e38\u5177\u6709\u6311\u6218\u6027\u7684\u3002<\/p>\n<p>\u6a21\u578b\u5fc5\u987b\u5b66\u4f1a\u4eceRGB\u56fe\u50cf\u4e2d\u6316\u6398\u51fa\u6781\u5176\u7ec6\u5fae\u7684\u7ebf\u7d22\uff0c\u6bd4\u5982\u73bb\u7483\u8fb9\u7f18\u7684\u6298\u5c04\u7578\u53d8\u3001\u53cd\u5149\u8868\u9762\u7684\u73af\u5883\u5012\u5f71\u3001\u7269\u4f53\u7684\u8f6e\u5ed3\u548c\u9634\u5f71\uff0c\u7136\u540e\u5c06\u8fd9\u4e9b\u89c6\u89c9\u4e0a\u4e0b\u6587\u4e0e\u5df2\u77e5\u7684\u51e0\u4f55\u4fe1\u606f\u8fdb\u884c\u6df1\u5ea6\u878d\u5408\uff0c\u624d\u80fd\u505a\u51fa\u51c6\u786e\u7684\u63a8\u65ad\u3002<\/p>\n<p>\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\uff0cLingBot-Depth\u5728\u6280\u672f\u67b6\u6784\u4e0a\u4e5f\u662f\u505a\u4e86\u4e00\u4e9b\u5c0f\u5de7\u601d\uff1a<\/p>\n<p>\u9996\u5148\u662f\u8054\u5408\u5d4c\u5165\u7684ViT\u67b6\u6784\u3002<\/p>\n<p>\u6a21\u578b\u91c7\u7528\u89c6\u89c9Transformer\uff08ViT-Large\uff09\u4f5c\u4e3a\u4e3b\u5e72\u7f51\u7edc\uff0c\u5b83\u4f1a\u5bf9\u8f93\u5165\u7684RGB\u56fe\u50cf\u548c\u6df1\u5ea6\u56fe\u5206\u522b\u8fdb\u884c\u5206\u5757\uff08Patch Embedding\uff09\uff0c\u751f\u6210\u4e24\u7ec4Tokens\u3002<\/p>\n<p>\u4e3a\u4e86\u533a\u5206\u8fd9\u4e24\u79cd\u6a21\u6001\uff0c\u6a21\u578b\u8fd8\u5f15\u5165\u4e86\u6a21\u6001\u7f16\u7801\uff08Modality 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