{"id":34496,"date":"2024-12-07T17:56:25","date_gmt":"2024-12-07T09:56:25","guid":{"rendered":"https:\/\/17aitech.com\/?p=34496"},"modified":"2024-12-07T17:56:25","modified_gmt":"2024-12-07T09:56:25","slug":"github-8k-star%ef%bc%8c%e4%b8%80%e4%bd%9c%e5%ae%9e%e4%b9%a0%e7%94%9f%ef%bc%8c%e5%ad%97%e8%8a%82%e8%bf%99%e4%b8%aa%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%88%90%e6%9e%9c%e8%a2%ab%e8%8b%b9%e6%9e%9c%e9%80%89","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34496","title":{"rendered":"GitHub 8k Star\uff0c\u4e00\u4f5c\u5b9e\u4e60\u751f\uff0c\u5b57\u8282\u8fd9\u4e2a\u5927\u6a21\u578b\u6210\u679c\u88ab\u82f9\u679c\u9009\u4e2d\u4e86"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-07-11-9\" target=\"_blank\">GitHub 8k Star\uff0c\u4e00\u4f5c\u5b9e\u4e60\u751f\uff0c\u5b57\u8282\u8fd9\u4e2a\u5927\u6a21\u578b\u6210\u679c\u88ab\u82f9\u679c\u9009\u4e2d\u4e86<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"154\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\n<p><mark data-type=\"institutions\" data-id=\"7092494f-e4a9-4175-8efe-b5ddb66a9878\">\u5b57\u8282\u8df3\u52a8<\/mark>\u5927\u6a21\u578b\u56e2\u961f\u6210\u679c Depth Anything V2 \u73b0\u5df2\u88ab\u82f9\u679c\u5b98\u65b9\u6536\u5165 Core ML \u6a21\u578b\u5e93\u3002\u672c\u6587\u4ecb\u7ecd\u4e86 Depth Anything \u7cfb\u5217\u6210\u679c\u7684\u7814\u53d1\u5386\u7a0b\u3001\u6280\u672f\u6311\u6218\u4e0e\u89e3\u51b3\u65b9\u6cd5\uff0c\u5206\u4eab\u4e86\u56e2\u961f\u5bf9\u4e8e Scaling Laws \u5728\u5355\u4e00\u89c6\u89c9\u4efb\u52a1\u65b9\u9762\u7684\u601d\u8003\u3002\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0cDepth Anything V1 \u4e0e V2 \u4e24\u4e2a\u7248\u672c\u8bba\u6587\u4e00\u4f5c\u662f\u56e2\u961f\u5b9e\u4e60\u751f\u3002<\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n<p><strong><strong>\u8fd1\u65e5\uff0c<\/strong><mark data-type=\"institutions\" data-id=\"7092494f-e4a9-4175-8efe-b5ddb66a9878\">\u5b57\u8282\u8df3\u52a8<\/mark><\/strong><strong>\u5927\u6a21\u578b<\/strong><strong>\u56e2\u961f\u5f00\u53d1\u7684\u6210\u679c Depth Anything V2 \uff0c\u5165\u9009\u82f9\u679c\u516c\u53f8 Core\u00a0<\/strong><strong>ML<\/strong><strong>\u00a0\u6a21\u578b\u5e93\uff0c\u76ee\u524d\u5df2\u5448\u73b0\u5728\u5f00\u53d1\u8005\u76f8\u5173\u9875\u9762\u4e2d\u3002<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-832305ae189ab638ebbb855811d53d0a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-832305ae189ab638ebbb855811d53d0a.png\"><\/a><\/p>\n<p>Depth Anything \u662f\u4e00\u79cd<mark data-type=\"tech_tasks\" data-id=\"9c495cbd-d411-4cd1-8448-190122f6f892\">\u5355\u76ee\u6df1\u5ea6\u4f30\u8ba1<\/mark>\u6a21\u578b\uff0cV1 \u7248\u672c\u53d1\u5e03\u4e8e 2024 \u5e74\u521d\uff0cV2 \u7248\u672c\u53d1\u5e03\u4e8e 2024 \u5e74 6 \u6708\uff0c\u5305\u542b 25M \u5230 1.3B <mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u7684\u4e0d\u540c\u5927\u5c0f\u6a21\u578b\uff0c\u53ef\u5e94\u7528\u4e8e\u89c6\u9891\u7279\u6548\u3001\u81ea\u52a8\u9a7e\u9a76\u30013D \u5efa\u6a21\u3001<mark data-type=\"tech_tasks\" data-id=\"04b05578-4fe7-446c-b7bd-893604f85d04\">\u589e\u5f3a\u73b0\u5b9e<\/mark>\u3001\u5b89\u5168\u76d1\u63a7\u4ee5\u53ca\u7a7a\u95f4\u8ba1\u7b97\u7b49\u9886\u57df\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-30bdba36534e2d4bdf8a43114807a786.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-30bdba36534e2d4bdf8a43114807a786.gif\"><\/a><\/p>\n<p>\u76f8\u6bd4\u4e0a\u4e00\u4ee3\u7248\u672c\uff0cV2 \u7248\u5728\u7ec6\u8282\u5904\u7406\u4e0a\u66f4\u7cbe\u7ec6\uff0c\u9c81\u68d2\u6027\u66f4\u5f3a\uff0c\u5e76\u4e14\u5bf9\u6bd4\u57fa\u4e8e Diffusion \u7684 SOTA \u6a21\u578b\uff0c\u901f\u5ea6\u4e0a\u6709\u663e\u8457\u63d0\u5347\u3002<\/p>\n<p><strong>\u76ee\u524d\u00a0<\/strong><strong>Github<\/strong><strong>\u00a0\u4e0a\u8be5\u7cfb\u5217\u6210\u679c\u603b\u8ba1\u6536\u83b7 8.7k Star\u3002\u5176\u4e2d\uff0cDepth Anything V2 \u53d1\u5e03\u4e0d\u4e45\uff0c\u5df2\u6709 2.3k star \uff0c\u66f4\u65e9\u7248\u672c Depth Anything V1 \u6536\u83b7 6.4k Star\u3002<strong>\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0cDepth Anything V1 \u4e0e V2 \u4e24\u4e2a\u7248\u672c\u8bba\u6587\u4e00\u4f5c\u662f\u56e2\u961f\u5b9e\u4e60\u751f\u3002<\/strong><\/strong><\/p>\n<p>\u66f4\u591a\u6a21\u578b\u6548\u679c\uff0c\u70b9\u51fb\u4e0b\u65b9\u89c6\u9891\u4e86\u89e3\uff1a<a href=\"https:\/\/mp.weixin.qq.com\/s\/yxs-bkCufC_wiyQgo9P71g\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-5c1477a9ff9e74d669af8f002d4fa659.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-5c1477a9ff9e74d669af8f002d4fa659.png\"><\/a><\/a><\/p>\n<div data-key=\"wxv_3539147281289445378\">\n<div data-v-318d01a6=\"\">\n<div data-v-0879b0a4=\"\" data-v-318d01a6=\"\"><\/div>\n<\/div>\n<\/div>\n<section>\u672c\u6b21\u82f9\u679c\u516c\u53f8\u6536\u5f55\u7684 Depth Anything V2 \u4e3a Core ML \u7248\u672c\u3002\u4f5c\u4e3a\u8be5\u516c\u53f8\u7684<mark data-type=\"tech_methods\" data-id=\"1a0e9c5e-6502-4cd7-8683-6b5ca6c48be2\">\u673a\u5668\u5b66\u4e60<\/mark>\u6846\u67b6\uff0cCore ML \u65e8\u5728\u5c06<mark data-type=\"tech_methods\" data-id=\"1a0e9c5e-6502-4cd7-8683-6b5ca6c48be2\">\u673a\u5668\u5b66\u4e60<\/mark>\u6a21\u578b\u96c6\u6210\u5230 iOS\uff0cMacOS \u7b49\u8bbe\u5907\u4e0a\u9ad8\u6548\u8fd0\u884c\uff0c\u53ef\u5728\u65e0\u4e92\u8054\u7f51\u8fde\u63a5\u60c5\u51b5\u4e0b\uff0c\u6267\u884c\u590d\u6742 AI \u4efb\u52a1\uff0c\u4ece\u800c\u589e\u5f3a\u7528\u6237\u9690\u79c1\u5e76\u51cf\u5c11\u5ef6\u8fdf\u3002<\/section>\n<section><\/section>\n<section>Core ML \u7248\u672c Depth Anything V2 \u91c7\u7528\u6700\u5c0f 25M \u6a21\u578b\uff0c\u7ecf HuggingFace \u5b98\u65b9\u5de5\u7a0b\u4f18\u5316\uff0c\u5728 iPhone 12 Pro Max \u4e0a\uff0c\u63a8\u7406\u901f\u5ea6\u8fbe\u5230 31.1 \u6beb\u79d2\u3002\u4e0e\u5176\u4e00\u540c\u5165\u9009\u7684\u6a21\u578b\u8fd8\u6709 FastViT \u3001ResNet50 \u3001<mark data-type=\"tech_methods\" data-id=\"65c756fa-374b-4a33-8447-c4f625d06f95\">YOLO<\/mark>v3 \u7b49\uff0c\u6db5\u76d6<mark data-type=\"tech_tasks\" data-id=\"c8ff5114-6cbb-49ca-8a89-3ee2826be0b4\">\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/mark>\u5230\u56fe\u50cf\u8bc6\u522b\u591a\u4e2a\u9886\u57df\u3002<\/section>\n<p><strong>\u76f8\u5173\u8bba\u6587\u4e0e\u66f4\u591a\u6548\u679c\u5c55\u793a\uff1a<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-a66001f0ded18c4ae3fb3d90a4ca467d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-a66001f0ded18c4ae3fb3d90a4ca467d.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aDepth Anything: Unleashing the Power of Large-Scale Unlabeled Data<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2401.10891<\/p>\n<\/li>\n<li>\n<p>\u6548\u679c\u5c55\u793a\uff1ahttps:\/\/depth-anything.github.io\/<\/p>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-691e6b09b4ae8e509b64c96f1dda423b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-691e6b09b4ae8e509b64c96f1dda423b.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aDepth Anything V2<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2406.09414<\/p>\n<\/li>\n<li>\n<p>\u6548\u679c\u5c55\u793a\uff1ahttps:\/\/depth-anything-v2.github.io\/<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u00a0\u4e00\u3001Scaling Laws \u5bf9\u5355\u4e00\u89c6\u89c9\u4efb\u52a1\u7684\u542f\u793a\u00a0<\/strong><\/p>\n<p>\u968f\u7740\u8fd1\u4e24\u5e74\u5927\u6a21\u578b\u6f6e\u6d8c\uff0cScaling Laws \u7684\u4ef7\u503c\u4e5f\u88ab\u8d8a\u6765\u8d8a\u591a\u4eba\u8ba4\u540c\u3002\u8eab\u5904\u5176\u4e2d\uff0c\u6709\u7684\u7814\u7a76\u56e2\u961f\u81f4\u529b\u4e8e\u7814\u53d1\u4e00\u4e2a\u6a21\u578b\uff0c\u4ee5\u5b9e\u73b0<mark data-type=\"tech_tasks\" data-id=\"f181e2bb-a801-4bd4-8c02-469e43aa5411\">\u76ee\u6807\u68c0\u6d4b<\/mark>\u3001<mark data-type=\"tech_tasks\" data-id=\"0871915d-52eb-4ada-8bb8-6c9267f3816c\">\u56fe\u50cf\u5206\u5272<\/mark>\u7b49\u591a\u79cd\u89c6\u89c9\u4efb\u52a1\uff0cDepth Anything \u56e2\u961f\u9009\u62e9\u4e86\u53e6\u4e00\u4e2a\u65b9\u5411\u2014\u2014<\/p>\n<p><strong>\u4f9d\u6258 Scaling Laws \u601d\u8def\uff0c\u6784\u5efa\u4e00\u4e2a\u7b80\u5355\u4f46\u529f\u80fd\u5f3a\u5927\u7684\u57fa\u7840\u6a21\u578b\uff0c\u5728\u5355\u4e00\u4efb\u52a1\u4e0a\u5b9e\u73b0\u66f4\u597d\u6548\u679c\u3002<\/strong><\/p>\n<p>\u5bf9\u4e8e\u4e0a\u8ff0\u9009\u62e9\uff0c\u56e2\u961f\u540c\u5b66\u89e3\u91ca\u9053\uff0c\u6b64\u524d\u5927\u5bb6\u4e5f\u66fe\u8003\u8651\u7814\u7a76\u4e00\u4e2a\u5927\u6a21\u578b\u53bb\u89e3\u51b3\u591a\u4e2a\u4efb\u52a1\uff0c\u4f46\u4ece\u7ed3\u679c\u770b\uff0c\u5b9e\u9645\u6548\u679c\u53ea\u80fd\u8fbe\u5230 70 &#8211; 80 \u5206\u6c34\u5e73\uff0c\u4f46\u5728\u65f6\u95f4\u6210\u672c\u3001\u7b97\u529b\u6210\u672c\u65b9\u9762\u6d88\u8017\u91cf\u8f83\u5927\u3002<\/p>\n<p><strong>\u4ece\u843d\u5730\u89d2\u5ea6\u51fa\u53d1\uff0c\u56e2\u961f\u8ba4\u4e3a\uff0c\u5229\u7528 Scaling Laws \u89e3\u51b3\u4e00\u4e9b\u57fa\u7840\u95ee\u9898\u66f4\u5177\u5b9e\u9645\u4ef7\u503c\u3002<\/strong><\/p>\n<p>\u5173\u4e8e\u4e3a\u4ec0\u4e48\u9009\u62e9\u6df1\u5ea6\u4f30\u8ba1\u4efb\u52a1\uff0c\u6210\u5458\u4ecb\u7ecd\u9053\uff0c\u5982\u679c\u5c06<mark data-type=\"tech_tasks\" data-id=\"6e614199-9e49-450e-9078-61fb2b122da9\">\u8ba1\u7b97\u673a\u89c6\u89c9<\/mark>\u9886\u57df\u7684\u4efb\u52a1\u8fdb\u884c\u5206\u7c7b\uff0c\u6587\u672c\u63cf\u8ff0\u3001<mark data-type=\"tech_tasks\" data-id=\"eae04011-5c50-4f1d-9a84-60b9bbcc5e07\">\u56fe\u50cf\u5206\u7c7b<\/mark>\u7b49\u4efb\u52a1\u5747\u9700\u8981\u6709\u4eba\u53c2\u4e0e\uff0c\u624d\u6709\u610f\u4e49\u3002\u4e0e\u4e4b\u76f8\u5bf9\uff0c<mark data-type=\"tech_tasks\" data-id=\"b16fcc74-8dc2-4a94-8190-cc8878d5c2d4\">\u8fb9\u7f18\u68c0\u6d4b<\/mark>\u3001\u5149\u6d41\u6cd5\u8fd0\u52a8\u68c0\u6d4b\u7b49\u4efb\u52a1\u4e2d\uff0c\u76f8\u5173\u4fe1\u53f7\u672c\u8eab\u5c31\u5ba2\u89c2\u5b58\u5728\uff0c\u7ed3\u679c\u8bc4\u4ef7\u4e5f\u4e0d\u9700\u8981\u4eba\u7c7b\u53c2\u4e0e\u3002\u6df1\u5ea6\u4f30\u8ba1\uff08Depth Estimation\uff09\u4fbf\u53ef\u5f52\u4e3a\u6b64\u7c7b\uff0c\u76f8\u6bd4\u5176\u4ed6\u4efb\u52a1\uff0c\u8be5\u4efb\u52a1\u66f4\u4e3a\u201c\u57fa\u7840\u201d\uff0c\u5173\u8054\u843d\u5730\u573a\u666f\u4e5f\u8f83\u591a\u3002<\/p>\n<p>\u4f5c\u4e3a<mark data-type=\"tech_tasks\" data-id=\"6e614199-9e49-450e-9078-61fb2b122da9\">\u8ba1\u7b97\u673a\u89c6\u89c9<\/mark>\u9886\u57df\u4e2d\u7684\u91cd\u8981\u4efb\u52a1\u4e4b\u4e00\uff0c\u6df1\u5ea6\u4f30\u8ba1\u65e8\u5728\u4ece\u56fe\u50cf\u4e2d\u63a8\u65ad\u51fa\u573a\u666f\u5185\u7269\u4f53\u7684\u8ddd\u79bb\u4fe1\u606f\uff0c\u5e94\u7528\u5305\u62ec\u81ea\u52a8\u9a7e\u9a76\u30013D \u5efa\u6a21\u3001<mark data-type=\"tech_tasks\" data-id=\"04b05578-4fe7-446c-b7bd-893604f85d04\">\u589e\u5f3a\u73b0\u5b9e<\/mark>\u7b49\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u6df1\u5ea6\u4f30\u8ba1\u6a21\u578b\u8fd8\u53ef\u4ee5\u4f5c\u4e3a\u4e2d\u95f4\u4ef6\uff0c\u6574\u5408\u8fdb\u89c6\u9891\u5e73\u53f0\u6216\u526a\u8f91\u8f6f\u4ef6\u4e2d\uff0c\u4ee5\u652f\u6301\u7279\u6548\u5236\u4f5c\u3001\u89c6\u9891\u7f16\u8f91\u7b49\u529f\u80fd\u3002\u76ee\u524d\uff0c\u5df2\u6709\u4e0b\u6e38 B \u7aef\u7528\u6237\u5c06 Depth Anything V2 \u5185\u7f6e\u8fdb\u4ea7\u54c1\u5f53\u4e2d\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-ff62742b57500b750058882b67613178.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-ff62742b57500b750058882b67613178.gif\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u4e0b\u6e38\u7528\u6237 Quick Depth \u5c06 Depth Anything V2 \u5185\u7f6e\u8fdb\u4ea7\u54c1\u7684\u6548\u679c<\/sup><\/em><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_78 ez-toc-wrap-left-text counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/17aitech.com\/?p=34496\/#_%E4%BA%8C%E3%80%81Depth_Anything_V1_%E8%AE%AD%E7%BB%83%E8%BF%87%E7%A8%8B\" >\u00a0\u4e8c\u3001Depth Anything V1 \u8bad\u7ec3\u8fc7\u7a0b\u00a0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/17aitech.com\/?p=34496\/#%E4%B8%89%E3%80%81%E4%BC%98%E5%8C%96%E7%BB%86%E8%8A%82%E4%B8%8E%E6%A8%A1%E5%9E%8B%E8%A7%84%E6%A8%A1_Scaling-up\" >\u4e09\u3001\u4f18\u5316\u7ec6\u8282\u4e0e\u6a21\u578b\u89c4\u6a21 Scaling-up<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/17aitech.com\/?p=34496\/#%E5%9B%9B%E3%80%81%E8%AE%BA%E6%96%87%E4%B8%80%E4%BD%9C%E4%B8%BA%E5%AE%9E%E4%B9%A0%E7%94%9F\" >\u56db\u3001\u8bba\u6587\u4e00\u4f5c\u4e3a\u5b9e\u4e60\u751f<\/a><\/li><\/ul><\/nav><\/div>\n<h4 data-tool=\"mdnice\u7f16\u8f91\u5668\"><span class=\"ez-toc-section\" id=\"_%E4%BA%8C%E3%80%81Depth_Anything_V1_%E8%AE%AD%E7%BB%83%E8%BF%87%E7%A8%8B\"><\/span><strong>\u00a0\u4e8c\u3001Depth Anything V1 \u8bad\u7ec3\u8fc7\u7a0b\u00a0<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>Depth Anything \u4ece\u7acb\u9879\u5230 V2 \u7248\u672c\u53d1\u5e03\u5e76\u88ab\u82f9\u679c\u9009\u5165 Core ML\uff0c\u5386\u7ecf\u4e00\u5e74\u5de6\u53f3\u65f6\u95f4\u3002\u636e\u6210\u5458\u5206\u4eab\uff0c\u8fd9\u5f53\u4e2d\uff0c\u6700\u56f0\u96be\u90e8\u5206\u5728\u4e8e\u4e24\u65b9\u9762\uff1a<\/p>\n<ul>\n<li>\n<section>\u5982\u4f55\u8bad\u7ec3\u6a21\u578b\uff0c\u4ee5\u8fbe\u5230\u5e76\u8d85\u8fc7\u5df2\u6709\u6210\u679c\u6c34\u5e73\uff1b<\/section>\n<\/li>\n<li>\n<section>\u8ba9\u6a21\u578b\u5728\u7ec6\u8282\u65b9\u9762\u6709\u66f4\u597d\u8868\u73b0\uff1b<\/section>\n<\/li>\n<\/ul>\n<p><strong>\u4e0a\u8ff0\u4e24\u4e2a\u95ee\u9898\u5206\u522b\u5bfc\u51fa\u4e86 Depth Anything \u7684 V1 \u548c V2 \u7248\u672c\uff0c\u6211\u4eec\u4e0d\u59a8\u5148\u4ece\u8bad\u7ec3\u6a21\u578b\u8bf4\u8d77\u3002<\/strong><\/p>\n<p>\u4e8b\u5b9e\u4e0a\uff0cDepth Anything \u51fa\u73b0\u524d\uff0cMiDaS \u5df2\u80fd\u8f83\u597d\u89e3\u51b3\u6df1\u5ea6\u4f30\u8ba1\u95ee\u9898\u3002<\/p>\n<p>MiDaS \u662f\u4e00\u79cd\u7a33\u5065\u7684<mark data-type=\"tech_tasks\" data-id=\"9c495cbd-d411-4cd1-8448-190122f6f892\">\u5355\u76ee\u6df1\u5ea6\u4f30\u8ba1<\/mark>\u6a21\u578b\uff0c\u76f8\u5173\u8bba\u6587\u4e8e 2019 \u5e74\u9996\u6b21\u63d0\u4ea4 ArXiv \uff0c\u5f88\u5feb\u4e2d\u9009<mark data-type=\"tech_tasks\" data-id=\"6e614199-9e49-450e-9078-61fb2b122da9\">\u8ba1\u7b97\u673a\u89c6\u89c9<\/mark>\u548c<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u9886\u57df\u9876\u7ea7\u56fd\u9645\u671f\u520a TPAMI \u3002\u4f46\u8be5\u6a21\u578b\u53ea\u5f00\u6e90\u4e86\u6a21\u578b\u672c\u8eab\uff0c\u5374\u672a\u5f00\u6e90\u8bad\u7ec3\u65b9\u6cd5\u3002<\/p>\n<p>\u4e3a\u5b9e\u73b0\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u56e2\u961f\u4e3b\u8981\u505a\u4e86\u5982\u4e0b\u52aa\u529b\u3002<\/p>\n<p><strong>1. \u4e13\u95e8\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u6570\u636e\u5f15\u64ce\uff0c\u6536\u96c6\u5e76\u81ea\u52a8\u6807\u6ce8\u5927\u91cf\u6570\u636e<\/strong><\/p>\n<p>\u8be5\u65b9\u9762\u52aa\u529b\u5927\u5927\u6269\u5c55\u4e86\u6570\u636e\u8986\u76d6\u8303\u56f4\uff0c\u51cf\u5c0f\u6cdb\u5316\u8bef\u5dee\u3002\u6570\u636e\u589e\u5f3a\u5de5\u5177\u7684\u5f15\u5165\u4f7f\u5f97\u6a21\u578b\u53ef\u4e3b\u52a8\u5bfb\u6c42\u989d\u5916\u89c6\u89c9\u77e5\u8bc6\uff0c\u5e76\u83b7\u5f97\u7a33\u5065\u7684\u8868\u793a\u80fd\u529b\u3002<\/p>\n<p>\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u8d77\u521d\u6a21\u578b\u7684\u81ea\u8bad\u7ec3 Pipeline \u5e76\u672a\u83b7\u5f97\u8f83\u5927\u63d0\u5347\u3002\u56e2\u961f\u63a8\u6d4b\uff0c\u53ef\u80fd\u662f\u6240\u7528\u6807\u6ce8\u6570\u636e\u96c6\u5185\u5df2\u6709\u76f8\u5f53\u6570\u91cf\u7684\u56fe\u50cf\uff0c\u6a21\u578b\u6ca1\u80fd\u4ece\u672a\u6807\u6ce8\u6570\u636e\u83b7\u5f97\u5927\u91cf\u77e5\u8bc6\u3002<\/p>\n<p>\u4e8e\u662f\uff0c\u4ed6\u4eec\u8f6c\u800c\u4ee5\u4e00\u4e2a\u66f4\u56f0\u96be\u7684\u4f18\u5316\u76ee\u6807\u6311\u6218\u5b66\u751f\u6a21\u578b\uff1a\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u5bf9\u65e0\u6807\u6ce8\u56fe\u50cf\u52a0\u5165\u5f3a\u6270\u52a8\uff08\u989c\u8272\u5931\u771f\u548c\u7a7a\u95f4\u5931\u771f\uff09\uff0c\u8feb\u4f7f\u5b66\u751f\u6a21\u578b\u4e3b\u52a8\u5bfb\u6c42\u989d\u5916\u89c6\u89c9\u77e5\u8bc6\u3002<\/p>\n<p><strong>2. \u901a\u8fc7\u9884\u8bad\u7ec3\u7f16\u7801\u5668\uff0c\u4fc3\u4f7f\u6a21\u578b\u7ee7\u627f\u4e30\u5bcc\u7684\u8bed\u4e49<mark data-type=\"concepts\" data-id=\"98fefa6d-e6fc-4a62-abe6-944ed9833445\">\u5148\u9a8c\u77e5\u8bc6<\/mark><\/strong><\/p>\n<p>\u7406\u8bba\u4e0a\uff0c\u9ad8\u7ef4\u8bed\u4e49\u4fe1\u606f\u5bf9\u4e8e\u6df1\u5ea6\u4f30\u8ba1\u6a21\u578b\u6709\u76ca\uff0c\u6765\u81ea\u5176\u4ed6\u4efb\u52a1\u4e2d\u7684\u8f85\u52a9\u76d1\u7763\u4fe1\u53f7\u5bf9\u4e8e\u4f2a\u6df1\u5ea6\u6807\u7b7e\u6709\u5bf9\u6297\u4f5c\u7528\u3002\u4e8e\u662f\uff0c\u56e2\u961f\u4fbf\u5728\u4e00\u5f00\u59cb\u5c1d\u8bd5\u901a\u8fc7 RAM+GroundingDINO+HQ-SAM \u6a21\u578b\u7ec4\u5408\u4e3a\u65e0\u6807\u6ce8\u56fe\u50cf\u5206\u914d\u8bed\u4e49\u6807\u7b7e\uff0c\u4f46\u6548\u679c\u6709\u9650\u3002\u56e2\u961f\u63a8\u6d4b\uff0c\u8be5\u73b0\u8c61\u6e90\u4e8e\u56fe\u50cf\u89e3\u7801\u4e3a\u79bb\u6563\u7c7b\u7a7a\u95f4\u8fc7\u7a0b\u4e2d\uff0c\u635f\u5931\u4e86\u5927\u91cf\u8bed\u4e49\u4fe1\u606f\u3002<\/p>\n<p>\u7ecf\u8fc7\u4e00\u6bb5\u65f6\u95f4\u5c1d\u8bd5\uff0c\u56e2\u961f\u8f6c\u800c\u5f15\u5165\u4e86\u57fa\u4e8e\u9884\u8bad\u7ec3\u7f16\u7801\u5668\u7684<mark data-type=\"tech_methods\" data-id=\"da9f445a-9f12-49f7-a458-cbacfc40528f\">\u77e5\u8bc6\u84b8\u998f<\/mark>\uff0c\u4fc3\u4f7f\u6a21\u578b\u4ece\u4e2d\u7ee7\u627f\u4e30\u5bcc\u7684\u8bed\u4e49<mark data-type=\"concepts\" data-id=\"98fefa6d-e6fc-4a62-abe6-944ed9833445\">\u5148\u9a8c\u77e5\u8bc6<\/mark>\uff0c\u8fdb\u4e00\u6b65\u5f25\u8865\u6570\u636e\u6807\u6ce8\u91cf\u6bd4\u8f83\u5c11\u7684\u95ee\u9898\u3002<\/p>\n<p>\u8bad\u7ec3 Pipeline \u5982\u4e0b\u56fe\uff0c\u5b9e\u7ebf\u4e3a\u6709\u6807\u6ce8\u56fe\u50cf\u6d41\uff0c\u865a\u7ebf\u4e3a\u65e0\u6807\u6ce8\u7684\u56fe\u50cf\u6d41\uff0cS \u8868\u793a\u52a0\u5165\u7684\u5f3a\u6270\u52a8\u3002\u540c\u65f6\uff0c\u4e3a\u4e86\u8ba9\u6a21\u578b\u62e5\u6709\u4e30\u5bcc\u7684\u5148\u9a8c\u8bed\u4e49\u77e5\u8bc6\uff0c\u56e2\u961f\u5728\u51bb\u7ed3\u7f16\u7801\u5668\uff08Encoder\uff09\u4e0e\u5728\u7ebf\u5b66\u751f\u6a21\u578b\u4e4b\u95f4\u5f3a\u5236\u6267\u884c\u4e86\u8f85\u52a9\u7ea6\u675f\uff0c\u4ee5\u4fdd\u7559\u8bed\u4e49\u80fd\u529b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-10263144ef78561d9c43cfe6cb0015ee.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-10263144ef78561d9c43cfe6cb0015ee.png\"><\/a><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0Depth Anything Pipeline \u5c55\u793a<\/sup><\/em><\/p>\n<p>\u6700\u7ec8\uff0cDepth Anything \u4e0d\u4ec5\u8ddf\u4e4b\u524d\u6210\u679c\u540c\u7b49\u6548\u679c\uff0c\u5728\u4e00\u4e9b\u6307\u6807\u4e0a\uff0c\u8fd8\u8d85\u8d8a\u4e86\u53c2\u8003\u6a21\u578b\u3002\u5728\u4e0b\u56fe\u96f6\u6837\u672c\u76f8\u5bf9\u6df1\u5ea6\u4f30\u8ba1\u8868\u73b0\u4e2d\uff0cDepth Anything \u5bf9\u6bd4 MiDaS v3.1 \u9762\u5411 KITTI \u7b49\u4e3b<mark data-type=\"tech_methods\" data-id=\"8a259fbf-2436-4224-8156-2a67068cadc3\">\u6d41\u6570\u636e<\/mark>\u96c6\uff0c\u5747\u6709\u4e0d\u9519\u8868\u73b0\u3002\u5176\u4e2d AbsRel \u6570\u503c\u8d8a\u4f4e\u6548\u679c\u8d8a\u597d\uff0c\u03b41 \u00a0\u6570\u503c\u8d8a\u9ad8\u6548\u679c\u8d8a\u597d\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-bf353c93290209eccbbde33a60bcc081.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-bf353c93290209eccbbde33a60bcc081.png\"><\/a><\/p>\n<p>\u6b64\u5916\uff0c\u8be5\u6a21\u578b\u9762\u5411 6 \u4e2a\u516c\u5171\u6570\u636e\u96c6\u548c\u968f\u673a\u62cd\u6444\u7684\u7167\u7247\uff0c\u5728\u96f6\u6837\u672c\u80fd\u529b\u8bc4\u4f30\u65b9\u9762\u4e5f\u8868\u73b0\u51fa\u4e86\u5f88\u5f3a\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<h4 data-tool=\"mdnice\u7f16\u8f91\u5668\"><span class=\"ez-toc-section\" id=\"%E4%B8%89%E3%80%81%E4%BC%98%E5%8C%96%E7%BB%86%E8%8A%82%E4%B8%8E%E6%A8%A1%E5%9E%8B%E8%A7%84%E6%A8%A1_Scaling-up\"><\/span><strong> \u4e09\u3001\u4f18\u5316\u7ec6\u8282\u4e0e\u6a21\u578b\u89c4\u6a21 Scaling-up <\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u5b8c\u6210 V1 \u7248\u672c\u8bad\u7ec3\u540e\uff0c\u56e2\u961f\u5bf9\u6a21\u578b\u8fdb\u884c\u8fdb\u4e00\u6b65\u4f18\u5316\u5e76\u63d0\u5347\u9c81\u68d2\u6027\uff0c\u8fd8\u6bd4\u7167\u4e86\u5176\u5b83\u7c7b\u578b\u6a21\u578b\u7684\u6548\u679c\u3002<\/p>\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u57fa\u4e8e\u7a33\u5b9a\u6269\u6563\u7684\u00a0Marigold\u00a0\u5c5e\u4e8e\u751f\u6210\u5f0f<mark data-type=\"tech_tasks\" data-id=\"9c495cbd-d411-4cd1-8448-190122f6f892\">\u5355\u76ee\u6df1\u5ea6\u4f30\u8ba1<\/mark>\u6a21\u578b\uff0c\u5bf9\u4e8e\u7ec6\u8282\u95ee\u9898\uff0c\u4ee5\u53ca\u900f\u660e\u7269\u4f53\u3001\u53cd\u5c04\u8868\u9762<mark data-type=\"tech_tasks\" data-id=\"9c495cbd-d411-4cd1-8448-190122f6f892\">\u5355\u76ee\u6df1\u5ea6\u4f30\u8ba1<\/mark>\u95ee\u9898\u80fd\u5f88\u597d\u89e3\u51b3\uff0c\u4f46\u590d\u6742\u5ea6\u3001\u6548\u7387\u3001\u901a\u7528\u6027\u65b9\u9762\u6709\u6240\u4e0d\u8db3\u3002Depth Anything V1 \u7684\u7279\u5f81\u5219\u4e0e\u5176\u4e92\u8865\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-8c6fd1d24188bbb16f5cdf6137678b73.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-8c6fd1d24188bbb16f5cdf6137678b73.png\"><\/a><\/p>\n<p>\u4e3a\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\uff0c\u56e2\u961f\u5c1d\u8bd5\u4e86\u5404\u79cd\u65b9\u6cd5\u53ca\u63a2\u7d22\uff0c\u5305\u62ec\u8c03\u6574\u9884\u8bad\u7ec3\u6a21\u578b\u3001\u4fee\u6539 Loss \u3001\u6570\u636e\u589e\u5f3a\u7b49\u7b49\u3002<\/p>\n<p><strong>\u8fd9\u4e00\u8fc7\u7a0b\u4e2d\uff0c\u6709\u4e09\u70b9\u91cd\u8981\u53d1\u73b0\uff1a<\/strong><\/p>\n<p><strong>\u5176\u4e00\uff0c\u7cbe\u786e\u7684\u5408\u6210\u6570\u636e\u80fd\u5728\u7ec6\u8282\u65b9\u9762\u5e26\u6765\u66f4\u597d\u8868\u73b0\u3002<\/strong><\/p>\n<p>\u901a\u8fc7\u5bf9\u6bd4\u5176\u4ed6\u6a21\u578b\uff08\u6bd4\u5982\uff1aMarigold \uff09\uff0c\u56e2\u961f\u53d1\u73b0\uff0c\u5bf9\u4e8e\u7ec6\u8282\u95ee\u9898\uff0c\u7a33\u5b9a\u6269\u6563\u6a21\u578b\u5e76\u975e\u552f\u4e00\u89e3\u3002\u5224\u522b\u5f0f\u7684<mark data-type=\"tech_tasks\" data-id=\"9c495cbd-d411-4cd1-8448-190122f6f892\">\u5355\u76ee\u6df1\u5ea6\u4f30\u8ba1<\/mark>\u6a21\u578b\u5728\u7ec6\u8282\u95ee\u9898\u65b9\u9762\uff0c\u4f9d\u7136\u53ef\u4ee5\u6709\u5f88\u597d\u8868\u73b0\u80fd\u529b\u3002<strong>\u5173\u952e\u5728\u4e8e\u7528\u7cbe\u786e\u7684\u5408\u6210\u56fe\u50cf\u6570\u636e\u66ff\u6362\u5e26\u6807\u6ce8\u7684\u771f\u5b9e\u56fe\u50cf\u6570\u636e<\/strong><strong>\u3002<br \/><\/strong><br \/>\u56e2\u961f\u8ba4\u4e3a\uff0c\u771f\u5b9e\u5e26\u6807\u6ce8\u7684\u6570\u636e\u5b58\u5728\u4e24\u4e2a\u7f3a\u70b9\u3002\u5176\u4e00\u662f\u6807\u6ce8\u4fe1\u606f\u4e0d\u53ef\u907f\u514d\u5305\u542b\u4e0d\u51c6\u786e\u7684\u4f30\u8ba1\u7ed3\u679c\uff0c\u8fd9\u53ef\u80fd\u6e90\u81ea\u4f20\u611f\u5668\u65e0\u6cd5\u6355\u6349\uff0c\u4e5f\u53ef\u80fd\u6765\u81ea\u7b97\u6cd5\u5f71\u54cd\u3002\u5176\u4e8c\uff0c\u771f\u5b9e\u6570\u636e\u96c6\u5ffd\u7565\u4e86\u4e00\u4e9b\u6df1\u5ea6\u7ec6\u8282\uff0c\u6bd4\u5982\u5bf9\u4e8e\u6811\u6728\u3001\u6905\u5b50\u817f\u7b49\u8868\u793a\u8f83\u4e3a\u7c97\u7cd9\uff0c\u9020\u6210\u4e86\u6a21\u578b\u8868\u73b0\u4e0d\u4f73\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-b7d9ba143804b9ba51da84addb82d7ff.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-b7d9ba143804b9ba51da84addb82d7ff.png\"><\/a><\/p>\n<p><strong>\u5176\u4e8c\uff0c\u6b64\u524d\u5f88\u591a\u6210\u679c\u672a\u4f7f\u7528\u5408\u6210\u6570\u636e\uff0c\u6e90\u4e8e\u5408\u6210\u6570\u636e\u672c\u8eab\u5728\u4e4b\u524d\u5b58\u5728\u8f83\u5927\u7f3a\u9677\u3002<\/strong><\/p>\n<p>\u4ee5 DINOv2-G \u4e3a\u4f8b\uff0c\u6a21\u578b\u57fa\u4e8e\u7eaf\u5408\u6210\u6570\u636e\u8bad\u7ec3\u4f1a\u4ea7\u751f\u5f88\u5927\u8bef\u5dee\uff0c\u5176\u539f\u56e0\u5728\u4e8e\uff0c\u5408\u6210\u56fe\u50cf\u4e0e\u771f\u5b9e\u56fe\u50cf\u672c\u8eab\u5b58\u5728\u5dee\u5f02\uff0c\u6bd4\u5982\u989c\u8272\u8fc7\u4e8e\u201c\u5e72\u51c0\u201d\uff0c\u5e03\u5c40\u8fc7\u4e8e\u201c\u6709\u5e8f\u201d\uff0c\u800c\u771f\u5b9e\u56fe\u50cf\u5219\u6709\u66f4\u5f3a\u968f\u673a\u6027\u3002\u6b64\u5916\uff0c\u5408\u6210\u56fe\u50cf\u7684\u573a\u666f\u6709\u9650\uff0c\u52bf\u5fc5\u5f71\u54cd\u6a21\u578b\u901a\u7528\u6027\u3002<\/p>\n<p>\u56e2\u961f\u9488\u5bf9 BEiT\u3001SAM\u3001DINOv2 \u7b49\u6a21\u578b\u6cdb\u5316\u6027\u7684\u5bf9\u6bd4\uff0c\u7ed3\u679c\u53d1\u73b0\u53ea\u6709 DINOv2-G \u8fbe\u5230\u4e86\u6ee1\u610f\u6548\u679c\uff0c\u5176\u4ed6\u5747\u5b58\u5728\u4e25\u91cd\u6cdb\u5316\u95ee\u9898\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-00dcd51e992f541a63838e12c3a3ed2e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-00dcd51e992f541a63838e12c3a3ed2e.png\"><\/a><\/p>\n<p><strong>\u5176\u4e09\uff0c\u9488\u5bf9\u5408\u6210\u56fe\u50cf\u6570\u636e\u626c\u957f\u907f\u77ed\u7684\u65b9\u6cd5\uff1a<strong>\u7528<\/strong><strong>\u5408\u6210\u6570\u636e<\/strong><strong>\u8bad\u7ec3\u6559\u5e08\u6a21\u578b\u5e76\u6269\u5927\u6a21\u578b\u89c4\u6a21\uff0c<\/strong><\/strong><strong>\u63a5\u7740\uff0c\u4ee5\u5927\u89c4\u6a21\u7684\u4f2a\u6807\u6ce8\u771f\u5b9e\u56fe\u50cf\u4e3a\u6865\u6881\uff0c\u6559\u6388\u8f83\u5c0f\u7684\u5b66\u751f\u6a21\u578b\u3002<\/strong><\/p>\n<p>\u57fa\u4e8e\u4e0a\u8ff0\u601d\u8def\uff0c\u56e2\u961f\u6784\u5efa\u4e86\u8bad\u7ec3 Depth Anything V2 \u7684 Pipeline \uff0c\u5177\u4f53\u6765\u8bf4\uff0c\u5148\u57fa\u4e8e\u9ad8\u8d28\u91cf\u7684\u5408\u6210\u56fe\u50cf\uff0c\u8bad\u7ec3\u57fa\u4e8e DINOv2-G \u7684\u6559\u5e08\u6a21\u578b\uff0c\u518d\u5728\u5927\u91cf\u672a\u6807\u8bb0\u7684\u771f\u5b9e\u56fe\u50cf\u4e0a\u4ea7\u751f\u7cbe\u786e\u7684\u4f2a\u6807\u6ce8\u6df1\u5ea6\u4fe1\u606f\uff0c\u6700\u540e\uff0c\u57fa\u4e8e\u4f2a\u6807\u6ce8\u7684\u771f\u5b9e\u56fe\u50cf\u8bad\u7ec3\u5b66\u751f\u6a21\u578b\uff0c\u4ee5\u83b7\u53d6\u9ad8\u9c81\u68d2\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-7c875921701d0d6154a72cfff238d5d7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-7c875921701d0d6154a72cfff238d5d7.png\"><\/a><\/p>\n<p>\u4e3a\u4e86\u66f4\u597d\u8bc4\u4ef7\u6a21\u578b\u8868\u73b0\uff0c\u56e2\u961f\u8fd8\u63d0\u51fa\u4e86 DA-2K \u8bc4\u4ef7<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u3002\u5b83\u8003\u8651\u4e86\u7cbe\u786e\u7684\u6df1\u5ea6\u5173\u7cfb\u3001\u8986\u76d6\u4e86\u5e7f\u6cdb\u573a\u666f\uff0c\u5e76\u5305\u542b\u5927\u91cf\u9ad8\u5206\u8fa8\u7387\u56fe\u50cf\u53ca 8 \u4e2a\u4ee3\u8868\u6027\u573a\u666f\u3002\u57fa\u4e8e\u8be5<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\uff0c Depth Anything V2 ViT-G \u7248\u672c\u660e\u663e\u4f18\u4e8e Marigold \u53ca Depth Anything V1 \u5728\u5185\u7684\u4e4b\u524d\u6210\u679c\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-17b757f61360f2164e6944a07af09885.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-17b757f61360f2164e6944a07af09885.png\"><\/a><\/p>\n<p>\u9664\u4e86\u9488\u5bf9\u6570\u636e\u7684\u76f8\u5173\u7814\u7a76\uff0c\u56e2\u961f\u8fd8\u5c1d\u8bd5\u6269\u5927\u4e86\u6559\u5e08\u6a21\u578b\u5bb9\u91cf\uff0c\u4ee5\u63a2\u7d22\u6a21\u578b\u89c4\u6a21 Scaling \u5bf9\u6548\u679c\u7684\u5f71\u54cd\u3002<\/p>\n<p>\u901a\u8fc7\u7814\u7a76\uff0c\u56e2\u961f\u53d1\u73b0\uff0c\u89c4\u6a21\u8f83\u5c0f\u7684\u6559\u5e08\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u7684\u786e\u4e0d\u5982\u8f83\u5927\u89c4\u6a21\u6a21\u578b\uff0c\u6b64\u5916\uff0c\u4e0d\u540c\u7c7b\u578b\u7684\u9884\u8bad\u7ec3\u7f16\u7801\u5668\u63d0\u5347\u89c4\u6a21\u540e\uff0c\u5e26\u6765\u7684\u6cdb\u5316\u63d0\u5347\u5dee\u5f02\u5f88\u5927\uff0c\u6bd4\u5982 BEiT \u3001SAM \u7b49\u4e3b\u6d41\u9884\u8bad\u7ec3\u7f16\u7801\u5668\u8868\u73b0\u660e\u663e\u4e0d\u5982 DinoV2 \u3002<\/p>\n<p>\u4e0a\u8ff0\u79cd\u79cd\u52aa\u529b\u6301\u7eed\u6570\u6708\uff0c\u6700\u7ec8\uff0cDepth Anything \u6a21\u578b\u5728\u9c81\u68d2\u6027\u548c\u7ec6\u8282\u4e30\u5bcc\u5ea6\u4e0a\u90fd\u6709\u8f83\u5927\u63d0\u5347\uff0c\u4e14\u76f8\u6bd4\u57fa\u4e8e\u7a33\u5b9a\u6269\u6563\u6280\u672f\u6784\u5efa\u7684\u6700\u65b0\u6a21\u578b\u901f\u5ea6\u5feb 10 \u500d\u4ee5\u4e0a\uff0c\u6548\u7387\u66f4\u9ad8\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-97bc242db9e8d7128b5b82cc27f2ba26.jpeg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-97bc242db9e8d7128b5b82cc27f2ba26.jpeg\"><\/a><\/p>\n<p>\u4e0e\u4e4b\u76f8\u5bf9\uff0c\u9884\u8bad\u7ec3\u7684\u6269\u6563\u6a21\u578b\u5728\u7ec6\u8282\u65b9\u9762\u8868\u73b0\u66f4\u4f73\u3002\u56e2\u961f\u540c\u5b66\u8868\u793a\uff0c\u6b64\u524d\u4e5f\u66fe\u8003\u8651\u4f7f\u7528\u66f4\u590d\u6742\u7684\u6a21\u578b\uff0c\u4f46\u901a\u8fc7\u6df1\u5165\u7814\u7a76\uff0c\u8003\u8651\u843d\u5730\u6210\u672c\u3001\u5b9e\u9645\u9700\u6c42\u7b49\u56e0\u7d20\uff0cFeed-forward 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Diffusion<\/section>\n<\/li>\n<li>\n<section>LLaVA-next: Open Large Multimodal Models<\/section>\n<\/li>\n<li>\n<section>PLLaVA: Parameter-free llava extension from images to videos for video dense captioning<\/section>\n<\/li>\n<li>\n<section>Flash v-stream: Memory-Based Real-Time Understanding for Long Video Streams<\/section>\n<\/li>\n<\/ul>\n<p>&#8230;<\/p>\n<p>\u76ee\u524d\uff0c<mark data-type=\"institutions\" data-id=\"7092494f-e4a9-4175-8efe-b5ddb66a9878\">\u5b57\u8282\u8df3\u52a8<\/mark>\u5927\u6a21\u578b<mark data-type=\"tech_tasks\" data-id=\"6e614199-9e49-450e-9078-61fb2b122da9\">\u8ba1\u7b97\u673a\u89c6\u89c9<\/mark>\u65b9\u5411\u6b63\u5728\u6301\u7eed\u62db\u63fd\u4f18\u79c0\u4eba\u624d\uff0c\u5982\u679c\u4f60\u4e5f\u6e34\u671b\u5728\u81ea\u7531\u7684\u7814\u7a76\u6c1b\u56f4\u91cc\uff0c\u53c2\u4e0e<mark data-type=\"tech_tasks\" data-id=\"6e614199-9e49-450e-9078-61fb2b122da9\">\u8ba1\u7b97\u673a\u89c6\u89c9<\/mark>\u6280\u672f\u7684\u7684\u524d\u6cbf\u63a2\u7d22\uff0c<a 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