{"id":37981,"date":"2025-02-07T18:00:54","date_gmt":"2025-02-07T10:00:54","guid":{"rendered":"https:\/\/17aitech.com\/?p=37981"},"modified":"2025-02-07T18:00:54","modified_gmt":"2025-02-07T10:00:54","slug":"video-depth-anything%e6%9d%a5%e4%ba%86%ef%bc%81%e5%ad%97%e8%8a%82%e5%bc%80%e6%ba%90%e9%a6%96%e6%ac%be10%e5%88%86%e9%92%9f%e7%ba%a7%e9%95%bf%e8%a7%86%e9%a2%91%e6%b7%b1%e5%ba%a6%e4%bc%b0%e8%ae%a1","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37981","title":{"rendered":"Video Depth Anything\u6765\u4e86\uff01\u5b57\u8282\u5f00\u6e90\u9996\u6b3e10\u5206\u949f\u7ea7\u957f\u89c6\u9891\u6df1\u5ea6\u4f30\u8ba1\u6a21\u578b\uff0c\u6027\u80fdSOTA"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-27-6\" target=\"_blank\">Video Depth Anything\u6765\u4e86\uff01\u5b57\u8282\u5f00\u6e90\u9996\u6b3e10\u5206\u949f\u7ea7\u957f\u89c6\u9891\u6df1\u5ea6\u4f30\u8ba1\u6a21\u578b\uff0c\u6027\u80fdSOTA<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-a7dae0fd07bd0445ac22f4bda980c2ae.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-a7dae0fd07bd0445ac22f4bda980c2ae.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>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<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section><strong>Video Depth Anything \u5de5\u4f5c\u6765\u81ea\u5b57\u8282\u8df3\u52a8\u667a\u80fd\u521b\u4f5c AR \u56e2\u961f\u4e0e\u8c46\u5305\u5927\u6a21\u578b\u56e2\u961f\u3002<\/strong><strong>\u5b57\u8282\u8df3\u52a8\u667a\u80fd\u521b\u4f5c AR \u56e2\u961f\u81f4\u529b\u4e8e\u5efa\u8bbe\u9886\u5148\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u97f3\u89c6\u9891\u7f16\u8f91\u3001\u7279\u6548\u5904\u7406\u30013D \u89c6\u89c9\u4e0e\u589e\u5f3a\u73b0\u5b9e\uff08AR\uff09\u7b49\u6280\u672f\u3002<\/strong><strong>\u8c46\u5305\u5927\u6a21\u578b\u56e2\u961f\u6210\u7acb\u4e8e 2023 \u5e74\uff0c\u81f4\u529b\u4e8e\u5f00\u53d1\u5148\u8fdb\u7684 AI \u5927\u6a21\u578b\u6280\u672f\uff0c\u6210\u4e3a\u4e1a\u754c\u4e00\u6d41\u7684\u7814\u7a76\u56e2\u961f\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u5355\u76ee\u6df1\u5ea6\u4f30\u8ba1\u6a21\u578b\uff0c\u53ef\u6839\u636e\u4e8c\u7ef4 RGB \u56fe\u50cf\u4f30\u8ba1\u6bcf\u4e2a\u50cf\u7d20\u70b9\u7684\u6df1\u5ea6\u4fe1\u606f\uff0c\u5728\u589e\u5f3a\u73b0\u5b9e\u30013D \u91cd\u5efa\u3001\u81ea\u52a8\u9a7e\u9a76\u9886\u57df\u5e94\u7528\u5e7f\u6cdb\u3002\u4f5c\u4e3a\u6b64\u9886\u57df\u7684\u4ee3\u8868\u6027\u6210\u679c\uff0c<a data-itemshowtype=\"11\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzkzMDY5MzYxNg==&amp;mid=2247484993&amp;idx=1&amp;sn=10b3b6e1261b957de9391c72e7c401bc&amp;scene=21#wechat_redirect\" target=\"_blank\">Depth Anything \u7cfb\u5217<\/a>\u5728 Github \u5df2\u603b\u8ba1\u6536\u83b7 11.6k Stars\uff0c\u5e94\u7528\u8303\u56f4\u4e4b\u5e7f\u3001\u53d7\u6b22\u8fce\u7a0b\u5ea6\u4e4b\u9ad8\u4e5f\u53ef\u89c1\u4e00\u6591\u3002<\/section>\n<section><\/section>\n<section>\u4f46\u65f6\u95f4\u4e00\u81f4\u6027\u95ee\u9898\u9650\u5236\u4e86\u5355\u76ee\u6df1\u5ea6\u4f30\u8ba1\u6a21\u578b\u5728\u89c6\u9891\u9886\u57df\u7684\u5b9e\u9645\u5e94\u7528\u3002\u5982\u4f55\u6784\u5efa\u4e00\u4e2a\u53c8\u51c6\u53c8\u7a33\u53c8\u5feb\u7684\u957f\u89c6\u9891\u6df1\u5ea6\u6a21\u578b\uff0c\u6210\u4e3a\u5355\u76ee\u6df1\u5ea6\u4f30\u8ba1\u8fdb\u4e00\u6b65\u6269\u5927\u5e94\u7528\u8303\u56f4\u7684\u5173\u952e\u3002<\/section>\n<section><\/section>\n<section><strong>\u8fd1\u671f\uff0c\u5b57\u8282\u667a\u80fd\u521b\u4f5c AR \u56e2\u961f\u8054\u5408\u8c46\u5305\u5927\u6a21\u578b\u56e2\u961f\u5f00\u53d1\u7684 Video Depth Anything\uff08VDA\uff09 \u6210\u529f\u89e3\u51b3\u8fd9\u4e00\u96be\u9898\u3002<\/strong><\/section>\n<section><\/section>\n<section>VDA \u57fa\u4e8e Depth Anything V2\uff0c\u5b83\u878d\u5408\u4e86\u9ad8\u6548\u7684\u65f6\u7a7a\u5934\u3001\u7cbe\u7b80\u7684\u65f6\u57df\u4e00\u81f4\u6027\u635f\u5931\u51fd\u6570\uff0c\u4ee5\u53ca\u65b0\u9896\u7684\u57fa\u4e8e\u5173\u952e\u5e27\u957f\u89c6\u9891\u63a8\u7406\u7b56\u7565\uff0c\u751a\u81f3\u53ef\u9762\u5411 10 \u5206\u949f\u7ea7\u7684\u89c6\u9891\uff0c\u5b8c\u6210\u6df1\u5ea6\u4f30\u8ba1\u4efb\u52a1\u3002<\/section>\n<section><\/section>\n<section>\u5728\u4e0d\u727a\u7272\u6cdb\u5316\u80fd\u529b\u3001\u7ec6\u8282\u751f\u6210\u80fd\u529b\u548c\u8ba1\u7b97\u6548\u7387\u524d\u63d0\u4e0b\uff0cVDA \u5b9e\u73b0\u4e86\u65f6\u5e8f\u7a33\u5b9a\u7684\u6df1\u5ea6\u4f30\u8ba1\uff0c\u4e14\u65e0\u9700\u5f15\u5165\u590d\u6742\u89c6\u9891\u751f\u6210\u5148\u9a8c\u77e5\u8bc6\uff0c\u4e3a\u5355\u76ee\u6df1\u5ea6\u4f30\u8ba1\u5728\u89c6\u9891\u9886\u57df\u5e94\u7528\u63d0\u4f9b\u5168\u65b0\u89e3\u51b3\u65b9\u6848\u3002<a href=\"https:\/\/mp.weixin.qq.com\/s\/Pd2UyOiLmy0aBJwaEPEGDQ?token=1356819023&amp;lang=zh_CN\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-2f927567f96f95f389eaa208e3df30e9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-2f927567f96f95f389eaa208e3df30e9.png\"><\/a><\/a><\/section>\n<section>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cVDA \u5728\u89c6\u9891\u6570\u636e\u96c6\u7684\u7cbe\u5ea6\u548c\u7a33\u5b9a\u6027\u6307\u6807\u5747\u53d6\u5f97 SOTA\uff0c\u5c24\u5176\u7cbe\u5ea6\u63d0\u5347\u8d85\u8fc7 10 \u4e2a\u767e\u5206\u70b9\uff0c\u4e14\u63a8\u7406\u901f\u5ea6\u5747\u8fdc\u5feb\u4e8e\u6b64\u524d\u540c\u7c7b\u6a21\u578b\uff0c\u5176\u901f\u5ea6\u662f\u6b64\u524d\u6700\u9ad8\u7cbe\u5ea6\u6a21\u578b\u7684 10 \u500d\u4ee5\u4e0a\u3002\u5728 V100 \u4e0b\uff0c\u8f83\u5c0f\u7248\u672c VDA \u6a21\u578b\u63a8\u7406\u901f\u5ea6\u751a\u81f3\u53ef\u8fbe 30FPS\uff08\u6bcf\u79d2 30 \u5e27\uff09\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-06cd1285734173a602a8b8e7dd8bf1c9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-06cd1285734173a602a8b8e7dd8bf1c9.png\"><\/a><\/section>\n<section>\u76ee\u524d\uff0c\u8be5\u8bba\u6587\u6210\u679c\u548c\u4ee3\u7801\u4ed3\u5e93\u5747\u5df2\u5bf9\u5916\u516c\u5f00\uff0c\u9879\u76ee\u4e0a\u7ebf\u6570\u5929\u5df2\u6536\u83b7 300+ Stars\uff0cX \u539f\u8d34\u9605\u8bfb\u91cf\u4e5f\u8d85\u8fc7 2 \u4e07\uff0c\u53e6\u6709\u591a\u4e2a\u8f6c\u53d1\u9605\u8bfb\u91cf\u8d85 1 \u4e07\uff0c\u5305\u62ec Gradio \u5b98\u53f7\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-cebba0a0e87f5da814773bea7e7c5f94.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-cebba0a0e87f5da814773bea7e7c5f94.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-794a6af89da62c83dcd28b34c3ad20cc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-794a6af89da62c83dcd28b34c3ad20cc.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2501.12375<\/section>\n<\/li>\n<li>\n<section>\u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/videodepthanything.github.io\/<\/section>\n<\/li>\n<li>\n<section>\u4ee3\u7801\u4ed3\u5e93\uff1ahttps:\/\/github.com\/DepthAnything\/Video-Depth-Anything<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u89c6\u9891\u6df1\u5ea6\u4f30\u8ba1\u7684\u6311\u6218<\/strong><\/section>\n<section><\/section>\n<section>\u8fd1\u5e74\u6765\u5355\u76ee\u6df1\u5ea6\u4f30\u8ba1\uff08MDE\uff09\u53d6\u5f97\u663e\u8457\u8fdb\u5c55\u3002\u4ee5 Depth Anything V2 \u4e3a\u4f8b\uff0c\u8be5\u6a21\u578b\u5728\u591a\u79cd\u573a\u666f\u4e0b\u5747\u80fd\u5c55\u73b0\u5f3a\u6cdb\u5316\u80fd\u529b\uff0c\u53ef\u751f\u6210\u7ec6\u8282\u4e30\u5bcc\u7684\u6df1\u5ea6\u9884\u6d4b\u7ed3\u679c\uff0c\u540c\u65f6\uff0c\u5177\u5907\u8f83\u9ad8\u7684\u8ba1\u7b97\u6548\u7387\u3002<\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0c\u8be5\u7cfb\u5217\u6a21\u578b\u5b58\u5728\u4e00\u5b9a\u5c40\u9650\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u6765\u8bf4\uff0c\u6a21\u578b\u4e3b\u8981\u9488\u5bf9\u9759\u6001\u56fe\u50cf\u8bbe\u8ba1\uff0c\u7528\u4e8e\u89c6\u9891\u573a\u666f\u65f6\uff0c\u5f88\u5bb9\u6613\u56e0\u753b\u9762\u5267\u70c8\u53d8\u5316\u548c\u8fd0\u52a8\u6a21\u7cca\u7b49\u56e0\u7d20\uff0c\u9020\u6210\u6df1\u5ea6\u9884\u6d4b\u51c6\u786e\u6027\u548c\u7a33\u5b9a\u6027\u4e0b\u964d\u3002<\/section>\n<section><\/section>\n<section>\u5728\u4e00\u4e9b\u5bf9\u65f6\u95f4\u4e00\u81f4\u6027\u8981\u6c42\u8f83\u9ad8\u7684\u5e94\u7528\u9886\u57df\uff0c\u5982\u673a\u5668\u4eba\u3001\u589e\u5f3a\u73b0\u5b9e\u4ee5\u53ca\u9ad8\u7ea7\u89c6\u9891\u7f16\u8f91\u7b49\uff0c\u4e25\u91cd\u5236\u7ea6\u4e86\u6a21\u578b\u7684\u5e94\u7528\u3002<\/section>\n<section><\/section>\n<section>\u8fd1\u671f\u6709\u4e00\u4e9b\u65b9\u6cd5\u5982 DepthCrafter\u3001Depth Any Video\uff0c\u5c06\u9884\u8bad\u7ec3\u89c6\u9891\u6269\u6563\u6a21\u578b\uff08 Video Diffusion Models\uff09\u5e94\u7528\u4e8e\u89c6\u9891\u6df1\u5ea6\u4f30\u8ba1\u3002<\/section>\n<section><\/section>\n<section>\u5c3d\u7ba1\u5b83\u4eec\u5728\u751f\u6210\u7ec6\u8282\u65b9\u9762\u8868\u73b0\u826f\u597d\uff0c\u4f46\u8ba1\u7b97\u6548\u7387\u8f83\u4f4e\uff0c\u65e0\u6cd5\u5145\u5206\u5229\u7528\u73b0\u6709\u6df1\u5ea6\u57fa\u7840\u6a21\u578b\uff0c\u7cbe\u5ea6\u4e5f\u6709\u5f85\u63d0\u5347\uff0c\u5904\u7406\u89c6\u9891\u957f\u5ea6\u8fd8\u5b58\u5728\u9650\u5236\uff0c\u96be\u4ee5\u6ee1\u8db3\u5b9e\u9645\u5e94\u7528\u4e2d\u5bf9\u957f\u89c6\u9891\u7684\u5904\u7406\u9700\u6c42\u3002<\/section>\n<section><\/section>\n<section><strong>VDA \u6a21\u578b\u8bbe\u8ba1\uff1a\u517c\u987e\u9884\u6d4b\u7cbe\u5ea6\u4e0e\u6548\u7387<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section><strong>\u4ece\u5355\u56fe\u6df1\u5ea6\u6a21\u578b\u5230\u89c6\u9891\u6df1\u5ea6\u6a21\u578b<\/strong><\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>VDA \u4f7f\u7528\u8bad\u597d\u7684 Depth Anything V2 \u6a21\u578b\u4f5c\u4e3a\u7f16\u7801\u5668\uff0c\u5e76\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u56fa\u5b9a\u7f16\u7801\u5668\u53c2\u6570\uff0c\u964d\u4f4e\u8bad\u7ec3\u6210\u672c\u5e76\u4fdd\u7559\u5df2\u5b66\u4e60\u5230\u7684\u7279\u5f81\u3002<\/section>\n<section><\/section>\n<section>VDA \u8bbe\u8ba1\u4e86\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u65f6\u7a7a\u5934\uff08Spatio-Temporal Head\uff0cSTH\uff09\uff0c\u5305\u542b\u56db\u4e2a\u65f6\u95f4\u6ce8\u610f\u529b\u5c42\uff0c\u8fd9\u4e9b\u5c42\u5728\u6bcf\u4e2a\u7a7a\u95f4\u4f4d\u7f6e\u4e0a\u72ec\u7acb\u8fdb\u884c\u65f6\u95f4\u7ef4\u5ea6\u4fe1\u606f\u878d\u5408\u3002<\/section>\n<section><\/section>\n<section>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cVDA \u4ec5\u5728\u5934\u90e8\u5f15\u5165\u65f6\u95f4\u6ce8\u610f\u529b\u673a\u5236\uff0c\u540c\u65f6\u5f15\u5165\u56fe\u50cf\u548c\u89c6\u9891\u8bad\u7ec3\uff0c\u907f\u514d\u5728\u6709\u9650\u89c6\u9891\u6570\u636e\u4e0a\u8bad\u7ec3\uff0c\u7834\u574f\u539f\u6709\u6a21\u578b\u7279\u5f81\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-fc4d65294bbbe05e75715a4a4fb20fd6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-fc4d65294bbbe05e75715a4a4fb20fd6.png\"><\/a><\/section>\n<ul>\n<li>\n<section><strong>\u65f6\u7a7a\u4e00\u81f4\u6027\u7ea6\u675f<\/strong><\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u4e3a\u4e86\u7ea6\u675f\u65f6\u5e8f\u4e00\u81f4\u6027\uff0c\u5e76\u53bb\u9664\u4ee5\u5f80\u89c6\u9891\u6df1\u5ea6\u6a21\u578b\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5bf9\u5149\u6d41\u4fe1\u606f\u7684\u4f9d\u8d56\uff0cVDA \u63d0\u51fa\u65f6\u5e8f\u68af\u5ea6\u5339\u914d\u635f\u5931\uff08Temporal Gradient Matching Loss\uff09\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u5177\u4f53\u6765\u8bf4\uff0c\u4e0d\u518d\u4ece\u5149\u6d41\u4e2d\u83b7\u5f97\u5bf9\u5e94\u70b9\uff0c\u76f4\u63a5\u4f7f\u7528\u76f8\u90bb\u5e27\u4e2d\u76f8\u540c\u5750\u6807\u6df1\u5ea6\u6765\u8ba1\u7b97\u635f\u5931\uff0c\u5047\u8bbe\u76f8\u90bb\u5e27\u4e2d\u76f8\u540c\u56fe\u50cf\u4f4d\u7f6e\u7684\u6df1\u5ea6\u53d8\u5316\u5e94\u4e0e\u771f\u5b9e\u503c\u53d8\u5316\u4e00\u81f4\uff0c\u7c7b\u4f3c\u4e8e\u8ba1\u7b97\u65f6\u95f4\u7ef4\u5ea6\u4e0a\u7684\u68af\u5ea6\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-86efe66a7f9d840f93d632ca52ddcdde.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-86efe66a7f9d840f93d632ca52ddcdde.png\"><\/a><\/section>\n<ul>\n<li>\n<section><strong>\u8d85\u957f\u89c6\u9891\u63a8\u7406\u7b56\u7565<\/strong><\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u4e3a\u4e86\u5904\u7406\u4efb\u610f\u89c6\u9891\u957f\u5ea6\uff0cVDA \u63d0\u51fa\u5173\u952e\u5e27\u5bf9\u9f50\u548c\u91cd\u53e0\u533a\u57df\u63d2\u503c\u65b9\u6cd5\uff0c\u4ee5\u5bf9\u9f50\u5168\u5c40\u5c3a\u5ea6\u548c\u504f\u79fb\uff0c\u5e76\u786e\u4fdd\u5c40\u90e8\u7a97\u53e3\u4e4b\u95f4\u7684\u5e73\u6ed1\u63a8\u7406\u3002<\/section>\n<section><\/section>\n<section>\u7528\u4e8e\u63a8\u7406\u7684\u540e\u7eed\u89c6\u9891\u7247\u6bb5\u7531<strong>\u672a\u6765\u5e27\u3001\u91cd\u53e0\u5e27\u548c\u5173\u952e\u5e27<\/strong>\u7ec4\u6210\uff0c\u5176\u4e2d\uff0c\u5173\u952e\u5e27\u4ece\u4e4b\u524d\u7684\u5e27\u4e2d\u5b50\u91c7\u6837\u5f97\u5230\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u79cd\u65b9\u6cd5\u5c06\u65e9\u671f\u7a97\u53e3\u5185\u5bb9\u5f15\u5165\u5f53\u524d\u7a97\u53e3\uff0c\u4fdd\u6301\u8ba1\u7b97\u8d1f\u62c5\u6700\u5c0f\uff0c\u53ef\u663e\u8457\u51cf\u5c11\u7d2f\u79ef\u7684\u5c3a\u5ea6\u6f02\u79fb\uff0c\u5c24\u5176\u5229\u4e8e\u957f\u89c6\u9891\u5904\u7406\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-4ae6b34aa55f4033bee270f60e1fba2e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-4ae6b34aa55f4033bee270f60e1fba2e.png\"><\/a><\/section>\n<section><strong>\u5b9e\u9a8c\u7ed3\u679c\uff1a<\/strong><\/section>\n<section><strong>VDA \u7cbe\u5ea6\u3001\u901f\u5ea6\u3001\u7a33\u5b9a\u6027\u5747\u5237\u65b0 SOTA<\/strong><\/section>\n<section><\/section>\n<section>VDA \u5728 6 \u4e2a\u5305\u542b\u5ba4\u5185\u5916\u573a\u666f\u7684 Benchmark \u4e0a\uff0c\u4ece\u51e0\u4f55\u7cbe\u5ea6\u3001\u65f6\u5e8f\u7a33\u5b9a\u6027\u3001\u8017\u65f6\u4e09\u4e2a\u65b9\u9762\u548c\u5b66\u754c SOTA \u65b9\u6848\u8fdb\u884c\u5bf9\u6bd4\u3002<\/section>\n<section><\/section>\n<section>\u5176\u4e2d\uff0c\u957f\u89c6\u9891 Benchmark \u7cbe\u5ea6\u548c\u65f6\u5e8f\u7a33\u5b9a\u6027\u8bef\u5dee\u5747\u4e3a\u6700\u4f18\u3002\u5176\u4e2d\uff0cVDA-L \u5728\u591a\u9879\u8bc4\u4f30\u6307\u6807\u4e0a\u9762\u83b7\u5f97\u6700\u4f73\uff0cVDA-S \u7684\u6548\u679c\u6b21\u4e4b\uff0c\u53cc\u53cc\u5927\u5e45\u4f18\u4e8e DepthCrafter \u548c DAv2-L\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-d2a10dcb2c50a9a87c380a5de134d889.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-d2a10dcb2c50a9a87c380a5de134d889.png\"><\/a><\/section>\n<section>\u7814\u7a76\u8005\u8fd8\u53d1\u73b0\uff0c\u968f\u7740\u89c6\u9891\u957f\u5ea6\u589e\u957f\uff0cVDA \u6bd4\u5bf9 DepthCrafter \u548c DepthAnyVideo \u6307\u6807\u6ca1\u6709\u660e\u663e\u4e0b\u964d\uff0c\u8fd9\u4e5f\u662f\u5b83\u5728\u8d85\u957f\u89c6\u9891\u4e0a\u5b9e\u73b0\u7a33\u5b9a\u6df1\u5ea6\u4f30\u8ba1\u7684\u6709\u529b\u8bc1\u660e\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-333e0d8ddfaeb506ec5183ee71f6c26d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-333e0d8ddfaeb506ec5183ee71f6c26d.png\"><\/a><\/section>\n<section>\u6700\u540e\uff0c\u56e2\u961f\u5b9e\u9a8c\u8fd8\u8bc1\u660e\u4e86 VDA \u6a21\u578b\u8017\u65f6\u8fdc\u5c0f\u4e8e\u5176\u4ed6\u89c6\u9891\u6df1\u5ea6\u6a21\u578b\uff0c\u5373\u4f7f\u76f8\u6bd4\u5355\u5e27\u6a21\u578b Depth Anything V2\uff0c\u8017\u65f6\u4e5f\u53ea\u589e\u52a0\u7ea6 10%\u3002\u5c24\u5176 DVA-S \u6a21\u578b\uff0c\u5355\u5e27\u63a8\u7406\u65f6\u95f4\u4ec5 9.1ms\uff0c\u9762\u5411\u5b9e\u65f6\u6027\u8981\u6c42\u8f83\u9ad8\u7684\u573a\u666f\uff0c\u5177\u6709\u8f83\u5927\u5e94\u7528\u6f5c\u529b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-72918ca6fee77fee3497da4c2d0e5ca2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-72918ca6fee77fee3497da4c2d0e5ca2.png\"><\/a><\/section>\n<section>\u66f4\u591a\u5b9e\u9a8c\u914d\u7f6e\u548c\u6d4b\u8bd5\u7ec6\u8282\u8bf7\u79fb\u6b65\u5b8c\u6574\u8bba\u6587\uff08https:\/\/arxiv.org\/abs\/2501.12375\uff09<\/section>\n<section><\/section>\n<section><strong>\u76f8\u5173\u5de5\u4f5c Prompt Depth Anything \u4e5f\u5df2\u5f00\u6e90<\/strong><\/section>\n<section><\/section>\n<section>\u9664\u4e86\u89c6\u9891\u6df1\u5ea6\u6a21\u578b\u5916\uff0c\u8c46\u5305\u5927\u6a21\u578b\u56e2\u961f\u4e8e\u8fd1\u671f\u540c\u6d59\u6c5f\u5927\u5b66\u5408\u4f5c\u5f00\u6e90\u4e86 <strong>Prompt Depth Anything \u6280\u672f<\/strong>\uff0c\u5b9e\u73b0\u4e86 4K \u5206\u8fa8\u7387\u4e0b\u7684\u9ad8\u7cbe\u7edd\u5bf9\u6df1\u5ea6\u4f30\u8ba1\uff08Metric Depth\uff09\uff0c\u4e00\u4f5c\u8c46\u5305\u5927\u6a21\u578b\u56e2\u961f\u5b9e\u4e60\u751f\u540c\u5b66\u3002<\/section>\n<section><\/section>\n<section>\u7edd\u5bf9\u6df1\u5ea6\u4f30\u8ba1\uff0c\u6307\u4f9d\u9760\u6a21\u578b\uff0c\u9884\u6d4b\u573a\u666f\u4e2d\u6bcf\u4e2a\u50cf\u7d20\u70b9\u5230\u6444\u50cf\u673a\u7684\u771f\u5b9e\u7269\u7406\u8ddd\u79bb\uff08\u4ee5\u7c73\u3001\u6beb\u7c73\u7b49\u7269\u7406\u5355\u4f4d\u8868\u793a\uff09\u3002\u76f8\u6bd4\u5f53\u524d\u767e\u82b1\u9f50\u653e\u7684\u57fa\u7840\u6df1\u5ea6\u4f30\u8ba1\u6a21\u578b\uff08\u5982 Depth Anything V1&amp;V2\u3001Margold \u7b49\uff09\uff0c\u7edd\u5bf9\u6df1\u5ea6\u4f30\u8ba1\u4ecd\u9762\u4e34\u5de8\u5927\u6311\u6218\u3002<\/section>\n<section><\/section>\n<section>\u9762\u5411\u8be5\u95ee\u9898\uff0c\u8c46\u5305\u5927\u6a21\u578b\u56e2\u961f\u4e0e\u6d59\u6c5f\u5927\u5b66\u8054\u5408\u56e2\u961f\u53d7\u8bed\u8a00 \/ \u89c6\u89c9\u57fa\u7840\u6a21\u578b\u4e2d\u63d0\u793a\u8bcd\u673a\u5236\u542f\u53d1\uff0c\u521b\u65b0\u6027\u5730\u63d0\u51fa\u4e86\u6df1\u5ea6\u4f30\u8ba1\u57fa\u7840\u6a21\u578b\u7684\u63d0\u793a\u673a\u5236 \u2014\u2014<\/section>\n<section><\/section>\n<section>\u901a\u8fc7\u4ee5 iPhone LiDAR \u4f20\u611f\u5668\u91c7\u96c6\u7684 24&#215;24 \u7edd\u5bf9\u6df1\u5ea6\u4f5c\u4e3a\u63d0\u793a\uff0c\u4fc3\u4f7f\u6a21\u578b\u6700\u591a\u53ef\u8f93\u51fa 3840&#215;2160 \u540c\u7cbe\u5ea6\u7ea7\u522b\u7684\u7edd\u5bf9\u6df1\u5ea6\u3002\u8be5\u65b9\u6cd5\u5177\u6709\u666e\u9002\u6027\uff0c\u53ef\u5e94\u7528\u4e8e\u4efb\u610f\u5f62\u5f0f\u7684\u63d0\u793a\u5185\u5bb9\uff0c\u6bd4\u5982\u8f66\u8f7d LiDAR\u3001\u53cc\u76ee\u5339\u914d\u6df1\u5ea6\u3001\u76f8\u673a\u5185\u53c2\u7b49\u3002<\/section>\n<section><\/section>\n<section>\u56e2\u961f\u8ba4\u4e3a\uff0c\u8be5\u6210\u679c\u5177\u5907\u5e7f\u6cdb\u7684\u4e0b\u6e38\u5e94\u7528\u7a7a\u95f4\uff0c\u6bd4\u5982 3D \u91cd\u5efa\uff1a<a href=\"https:\/\/mp.weixin.qq.com\/s\/Pd2UyOiLmy0aBJwaEPEGDQ?token=1356819023&amp;lang=zh_CN\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-961b9a9af665137bc1d3195ca3eb1739.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-961b9a9af665137bc1d3195ca3eb1739.png\"><\/a><\/a>\u81ea\u52a8\u9a7e\u9a76\uff1a\u00a0<a href=\"https:\/\/mp.weixin.qq.com\/s\/Pd2UyOiLmy0aBJwaEPEGDQ?token=1356819023&amp;lang=zh_CN\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-793b2bc646f8c25ee7a53c727e63f530.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-793b2bc646f8c25ee7a53c727e63f530.png\"><\/a><\/a>\u673a\u5668\u4eba\u6293\u53d6\u4efb\u52a1\u7b49\uff1a\u00a0<a href=\"https:\/\/mp.weixin.qq.com\/s\/Pd2UyOiLmy0aBJwaEPEGDQ?token=1356819023&amp;lang=zh_CN\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-5d4d2fee8ecf9b2e7481482cf277698e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-5d4d2fee8ecf9b2e7481482cf277698e.png\"><\/a><\/a>\u8be5\u9879\u76ee\u73b0\u5df2\u5f00\u6e90\uff0c\u66f4\u591a\u65b9\u6cd5\u4ecb\u7ecd\u4ee5\u53ca\u5b9e\u9a8c\u7ed3\u679c\u89c1\u8bba\u6587\u4e3b\u9875\uff08https:\/\/promptda.github.io\/\uff09\u3002\u00a0<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-27-6\" target=\"_blank\">Video Depth Anything\u6765\u4e86\uff01\u5b57\u8282\u5f00\u6e90\u9996\u6b3e10\u5206\u949f\u7ea7\u957f\u89c6\u9891\u6df1\u5ea6\u4f30\u8ba1\u6a21\u578b\uff0c\u6027\u80fdSOTA<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:Video Depth [&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 center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","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":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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