{"id":3110,"date":"2026-01-25T20:33:56","date_gmt":"2026-01-25T20:33:56","guid":{"rendered":"https:\/\/umaax.com\/qwen3vlcookbooksalituichudeduomotairenwukaifazhinan\/"},"modified":"2026-01-25T20:33:56","modified_gmt":"2026-01-25T20:33:56","slug":"qwen3vlcookbooksalituichudeduomotairenwukaifazhinan","status":"publish","type":"post","link":"https:\/\/umaax.com\/en\/qwen3vlcookbooksalituichudeduomotairenwukaifazhinan\/","title":{"rendered":"Qwen3-VL Cookbooks \u2013 \u963f\u91cc\u63a8\u51fa\u7684\u591a\u6a21\u6001\u4efb\u52a1\u5f00\u53d1\u6307\u5357"},"content":{"rendered":"<h2>\u00a0Qwen3-VL Cookbooks\u662f\u4ec0\u4e48<\/h2>\n<p>Qwen3-VL Cookbooks \u662f\u963f\u91cc\u63a8\u51fa\u7684\u4e3a Qwen3-VL \u6a21\u578b\u8bbe\u8ba1\u7684\u5b9e\u7528\u6307\u5357\u96c6\u5408\uff0c\u5e2e\u52a9\u7528\u6237\u5feb\u901f\u638c\u63e1\u548c\u5e94\u7528\u8be5\u6a21\u578b\u7684\u5404\u79cd\u529f\u80fd\u3002\u96c6\u5408\u6db5\u76d6\u591a\u79cd\u80fd\u529b\u7684\u4f7f\u7528\u793a\u4f8b\uff0c\u5305\u62ec\u7269\u4f53\u8bc6\u522b\u3001\u6587\u6863\u89e3\u6790\u3001\u89c6\u9891\u7406\u89e3\u3001\u7a7a\u95f4\u7406\u89e3\u3001\u591a\u6a21\u6001\u7f16\u7801\u7b49\u3002\u6bcf\u4e2a Cookbook \u90fd\u63d0\u4f9b\u8be6\u7ec6\u7684\u4ee3\u7801\u793a\u4f8b\u548c\u64cd\u4f5c\u6b65\u9aa4\uff0c\u7528\u6237\u80fd\u901a\u8fc7\u793a\u4f8b\u5feb\u901f\u5b66\u4e60\u5982\u4f55\u5728\u5b9e\u9645\u573a\u666f\u4e2d\u4f7f\u7528 Qwen3-VL \u6a21\u578b\uff0c\u66f4\u597d\u5730\u53d1\u6325\u6a21\u578b\u5f3a\u5927\u7684\u89c6\u89c9 \u2013 \u8bed\u8a00\u80fd\u529b\u3002<\/p>\n<h2>Qwen3-VL Cookbooks\u7684\u4e3b\u8981\u529f\u80fd<\/h2>\n<ul>\n<li>\n<div class=\"paragraph\"><strong>\u63d0\u4f9b\u8be6\u7ec6\u7684\u64cd\u4f5c\u6307\u5357<\/strong>\uff1a\u5e2e\u52a9\u7528\u6237\u5feb\u901f\u638c\u63e1\u5982\u4f55\u4f7f\u7528 Qwen3-VL \u6a21\u578b\u8fdb\u884c\u5404\u79cd\u4efb\u52a1\u3002<\/div>\n<\/li>\n<li>\n<div class=\"paragraph\"><strong>\u5c55\u793a\u591a\u6a21\u6001\u4efb\u52a1\u7684\u5b9e\u73b0\u65b9\u6cd5<\/strong>\uff1a\u901a\u8fc7\u5177\u4f53\u793a\u4f8b\uff0c\u6307\u5bfc\u7528\u6237\u5982\u4f55\u7ed3\u5408\u56fe\u50cf\u3001\u89c6\u9891\u548c\u6587\u672c\u7b49\u591a\u6a21\u6001\u6570\u636e\u5b8c\u6210\u4efb\u52a1\u3002<\/div>\n<\/li>\n<li>\n<div class=\"paragraph\"><strong>\u4f18\u5316\u6a21\u578b\u4f7f\u7528\u6d41\u7a0b<\/strong>\uff1a\u63d0\u4f9b\u9ad8\u6548\u7684\u5904\u7406\u6d41\u7a0b\u548c\u4ee3\u7801\u793a\u4f8b\uff0c\u5e2e\u52a9\u7528\u6237\u63d0\u5347\u5f00\u53d1\u548c\u90e8\u7f72\u6548\u7387\u3002<\/div>\n<\/li>\n<li>\n<div class=\"paragraph\"><strong>\u652f\u6301\u591a\u79cd\u5e94\u7528\u573a\u666f<\/strong>\uff1a\u6db5\u76d6\u4ece\u7269\u4f53\u8bc6\u522b\u5230\u6587\u6863\u89e3\u6790\u3001\u89c6\u9891\u7406\u89e3\u7b49\u591a\u6837\u5316\u573a\u666f\uff0c\u6ee1\u8db3\u4e0d\u540c\u9700\u6c42\u3002<\/div>\n<\/li>\n<li>\n<div class=\"paragraph\"><strong>\u63d0\u4f9b\u6027\u80fd\u4f18\u5316\u5efa\u8bae<\/strong>\uff1a\u5e2e\u52a9\u7528\u6237\u6839\u636e\u5177\u4f53\u4efb\u52a1\u4f18\u5316\u6a21\u578b\u6027\u80fd\uff0c\u63d0\u5347\u63a8\u7406\u901f\u5ea6\u548c\u6548\u7387\u3002<\/div>\n<\/li>\n<\/ul>\n<h2>\u00a0Qwen3-VL Cookbooks\u6db5\u76d6\u5185\u5bb9<\/h2>\n<ul>\n<li>\n<div class=\"paragraph\"><strong>\u7269\u4f53\u8bc6\u522b\uff08Omni Recognition\uff09<\/strong>\uff1a\u8bc6\u522b\u591a\u79cd\u7269\u4f53\uff0c\u5305\u62ec\u52a8\u7269\u3001\u690d\u7269\u3001\u4eba\u7269\u3001\u98ce\u666f\u540d\u80dc\u53ca\u5404\u7c7b\u5546\u54c1\u3002<\/div>\n<\/li>\n<li>\n<div class=\"paragraph\"><strong>\u6587\u6863\u89e3\u6790\uff08Powerful Document Parsing Capabilities\uff09<\/strong>\uff1a\u89e3\u6790\u6587\u6863\u4e2d\u7684\u6587\u672c\u53ca\u5176\u5e03\u5c40\uff0c\u652f\u6301 Qwen HTML \u683c\u5f0f\u3002<\/div>\n<\/li>\n<li>\n<div class=\"paragraph\"><strong>\u7cbe\u786e\u76ee\u6807\u5b9a\u4f4d\uff08Precise Object Grounding Across Formats\uff09<\/strong>\uff1a\u7528\u76f8\u5bf9\u5750\u6807\u5b9a\u4f4d\u56fe\u50cf\u4e2d\u7684\u76ee\u6807\uff0c\u652f\u6301\u6846\u548c\u70b9\u7684\u6807\u6ce8\u3002<\/div>\n<\/li>\n<li>\n<div class=\"paragraph\"><strong>\u591a\u8bed\u8a00 OCR \u548c\u5173\u952e\u4fe1\u606f\u63d0\u53d6\uff08General OCR and Key Information Extraction\uff09<\/strong>\uff1a\u652f\u6301 32 \u79cd\u8bed\u8a00\u7684 OCR\uff0c\u80fd\u591f\u8bc6\u522b\u4f4e\u5149\u3001\u6a21\u7cca\u3001\u503e\u659c\u573a\u666f\u4e2d\u7684\u6587\u672c\u3002<\/div>\n<\/li>\n<li>\n<div class=\"paragraph\"><strong>\u89c6\u9891\u7406\u89e3\uff08Video Understanding\uff09<\/strong>\uff1a\u652f\u6301\u89c6\u9891 OCR \u548c\u957f\u89c6\u9891\u7406\u89e3\uff0c\u80fd\u8fdb\u884c\u89c6\u9891\u5185\u5bb9\u5206\u6790\u3002<\/div>\n<\/li>\n<li>\n<div class=\"paragraph\"><strong>\u79fb\u52a8\u4ee3\u7406\uff08Mobile Agent\uff09<\/strong>\uff1a\u901a\u8fc7\u89c6\u89c9\u5b9a\u4f4d\u548c\u63a8\u7406\uff0c\u5e2e\u52a9\u7528\u6237\u63a7\u5236\u624b\u673a\u64cd\u4f5c\u3002<\/div>\n<\/li>\n<li>\n<div class=\"paragraph\"><strong>\u8ba1\u7b97\u673a\u4f7f\u7528\u4ee3\u7406\uff08Computer-Use Agent\uff09<\/strong>\uff1a\u901a\u8fc7\u89c6\u89c9\u5b9a\u4f4d\u548c\u63a8\u7406\uff0c\u5e2e\u52a9\u7528\u6237\u63a7\u5236\u8ba1\u7b97\u673a\u548c\u7f51\u9875\u64cd\u4f5c\u3002<\/div>\n<\/li>\n<li>\n<div class=\"paragraph\"><strong>3D \u5b9a\u4f4d\uff083D Grounding\uff09<\/strong>\uff1a\u4e3a\u5ba4\u5185\u548c\u5ba4\u5916\u7269\u4f53\u63d0\u4f9b\u7cbe\u786e\u7684 3D \u8fb9\u754c\u6846\u3002<\/div>\n<\/li>\n<li>\n<div class=\"paragraph\"><strong>\u56fe\u50cf\u8f85\u52a9\u601d\u8003\uff08Thinking with Images\uff09<\/strong>\uff1a\u7528\u56fe\u50cf\u7f29\u653e\u548c\u641c\u7d22\u5de5\u5177\uff0c\u589e\u5f3a\u6a21\u578b\u5bf9\u56fe\u50cf\u7ec6\u8282\u7684\u7406\u89e3\u3002<\/div>\n<\/li>\n<li>\n<div class=\"paragraph\"><strong>\u591a\u6a21\u6001\u7f16\u7801\uff08MultiModal Coding\uff09<\/strong>\uff1a\u6839\u636e\u56fe\u50cf\u548c\u89c6\u9891\u751f\u6210 HTML\u3001CSS \u548c JS \u4ee3\u7801\u3002<\/div>\n<\/li>\n<li>\n<div class=\"paragraph\"><strong class=\"\">\u957f\u6587\u6863\u7406\u89e3\uff08Long Document Understanding\uff09<\/strong>\uff1a\u5b9e\u73b0\u5bf9\u8d85\u957f\u6587\u6863\u7684\u4e25\u683c\u8bed\u4e49\u7406\u89e3\u3002<\/div>\n<\/li>\n<li>\n<div class=\"paragraph\"><strong>\u7a7a\u95f4\u7406\u89e3\uff08Spatial Understanding\uff09<\/strong>\uff1a\u89c2\u5bdf\u3001\u7406\u89e3\u5e76\u63a8\u7406\u56fe\u50cf\u548c\u573a\u666f\u4e2d\u7684\u7a7a\u95f4\u4fe1\u606f\u3002<\/div>\n<\/li>\n<\/ul>\n<h2>\u00a0Qwen3-VL Cookbooks\u7684\u9879\u76ee\u5730\u5740<\/h2>\n<ul>\n<li><strong>GitHub\u4ed3\u5e93<\/strong>\uff1ahttps:\/\/github.com\/QwenLM\/Qwen3-VL\/tree\/main\/cookbooks<\/li>\n<\/ul>\n<h2>\u00a0Qwen3-VL Cookbooks\u7684\u5e94\u7528\u573a\u666f<\/h2>\n<ul>\n<li>\n<div class=\"paragraph\"><strong>\u7269\u4f53\u8bc6\u522b<\/strong>\uff1a\u5728\u667a\u80fd\u5b89\u9632\u4e2d\uff0c\u5feb\u901f\u8bc6\u522b\u76d1\u63a7\u753b\u9762\u4e2d\u7684\u53ef\u7591\u4eba\u7269\u6216\u7269\u54c1\uff0c\u63d0\u5347\u5b89\u5168\u76d1\u63a7\u6548\u7387\u3002<\/div>\n<\/li>\n<li>\n<div class=\"paragraph\"><strong>\u6587\u6863\u89e3\u6790<\/strong>\uff1a\u5728\u91d1\u878d\u884c\u4e1a\uff0c\u81ea\u52a8\u63d0\u53d6\u5408\u540c\u6587\u672c\u4e2d\u7684\u5173\u952e\u6761\u6b3e\u548c\u6570\u636e\uff0c\u63d0\u9ad8\u5408\u540c\u5ba1\u6838\u6548\u7387\u3002<\/div>\n<\/li>\n<li>\n<div class=\"paragraph\"><strong class=\"\">\u7cbe\u786e\u76ee\u6807\u5b9a\u4f4d<\/strong>\uff1a\u5728\u81ea\u52a8\u9a7e\u9a76\u4e2d\uff0c\u7cbe\u51c6\u8bc6\u522b\u3001\u5b9a\u4f4d\u9053\u8def\u4e0a\u7684\u4ea4\u901a\u6807\u5fd7\u548c\u969c\u788d\u7269\uff0c\u4fdd\u969c\u884c\u8f66\u5b89\u5168\u3002<\/div>\n<\/li>\n<li>\n<div class=\"paragraph\"><strong>\u591a\u8bed\u8a00 OCR \u548c\u5173\u952e\u4fe1\u606f\u63d0\u53d6<\/strong>\uff1a\u5728\u667a\u80fd\u5ba2\u670d\u4e2d\uff0c\u5feb\u901f\u8bfb\u53d6\u7528\u6237\u4e0a\u4f20\u7684\u591a\u8bed\u8a00\u6587\u6863\u5e76\u63d0\u53d6\u5173\u952e\u4fe1\u606f\uff0c\u63d0\u5347\u670d\u52a1\u6548\u7387\u3002<\/div>\n<\/li>\n<li>\n<div class=\"paragraph\"><strong>\u89c6\u9891\u7406\u89e3<\/strong>\uff1a\u5728\u6559\u80b2\u9886\u57df\uff0c\u4e3a\u5728\u7ebf\u8bfe\u7a0b\u89c6\u9891\u81ea\u52a8\u751f\u6210\u5b57\u5e55\uff0c\u65b9\u4fbf\u5b66\u751f\u5b66\u4e60\u3002<\/div>\n<\/li>\n<\/ul>","protected":false},"excerpt":{"rendered":"<p>\u00a0Qwen3-VL Cookbooks\u662f\u4ec0\u4e48 Qwen3-VL Cookbooks \u662f\u963f\u91cc\u63a8\u51fa\u7684\u4e3a Qwen3-VL \u6a21\u578b\u8bbe\u8ba1\u7684\u5b9e\u7528\u6307\u5357\u96c6\u5408\uff0c\u5e2e\u52a9\u7528\u6237\u5feb\u901f\u638c\u63e1\u548c\u5e94\u7528\u8be5\u6a21\u578b\u7684\u5404\u79cd\u529f\u80fd\u3002\u96c6\u5408\u6db5\u76d6\u591a\u79cd\u80fd\u529b\u7684\u4f7f\u7528\u793a\u4f8b\uff0c\u5305\u62ec\u7269\u4f53\u8bc6\u522b\u3001\u6587\u6863\u89e3\u6790\u3001\u89c6\u9891\u7406\u89e3\u3001\u7a7a\u95f4\u7406\u89e3\u3001\u591a\u6a21\u6001\u7f16\u7801\u7b49\u3002\u6bcf\u4e2a Cookbook \u90fd\u63d0\u4f9b\u8be6\u7ec6\u7684\u4ee3\u7801\u793a\u4f8b\u548c\u64cd\u4f5c\u6b65\u9aa4\uff0c\u7528\u6237\u80fd\u901a\u8fc7\u793a\u4f8b\u5feb\u901f\u5b66\u4e60\u5982\u4f55\u5728\u5b9e\u9645\u573a\u666f\u4e2d\u4f7f\u7528 Qwen3-VL \u6a21\u578b\uff0c\u66f4\u597d\u5730\u53d1\u6325\u6a21\u578b\u5f3a\u5927\u7684\u89c6\u89c9 \u2013 \u8bed\u8a00\u80fd\u529b\u3002 Qwen3-VL Cookbooks\u7684\u4e3b\u8981\u529f\u80fd \u63d0\u4f9b\u8be6\u7ec6\u7684\u64cd\u4f5c\u6307\u5357\uff1a\u5e2e\u52a9\u7528\u6237\u5feb\u901f\u638c\u63e1\u5982\u4f55\u4f7f\u7528 Qwen3-VL \u6a21\u578b\u8fdb\u884c\u5404\u79cd\u4efb\u52a1\u3002 \u5c55\u793a\u591a\u6a21\u6001\u4efb\u52a1\u7684\u5b9e\u73b0\u65b9\u6cd5\uff1a\u901a\u8fc7\u5177\u4f53\u793a\u4f8b\uff0c\u6307\u5bfc\u7528\u6237\u5982\u4f55\u7ed3\u5408\u56fe\u50cf\u3001\u89c6\u9891\u548c\u6587\u672c\u7b49\u591a\u6a21\u6001\u6570\u636e\u5b8c\u6210\u4efb\u52a1\u3002 \u4f18\u5316\u6a21\u578b\u4f7f\u7528\u6d41\u7a0b\uff1a\u63d0\u4f9b\u9ad8\u6548\u7684\u5904\u7406\u6d41\u7a0b\u548c\u4ee3\u7801\u793a\u4f8b\uff0c\u5e2e\u52a9\u7528\u6237\u63d0\u5347\u5f00\u53d1\u548c\u90e8\u7f72\u6548\u7387\u3002 \u652f\u6301\u591a\u79cd\u5e94\u7528\u573a\u666f\uff1a\u6db5\u76d6\u4ece\u7269\u4f53\u8bc6\u522b\u5230\u6587\u6863\u89e3\u6790\u3001\u89c6\u9891\u7406\u89e3\u7b49\u591a\u6837\u5316\u573a\u666f\uff0c\u6ee1\u8db3\u4e0d\u540c\u9700\u6c42\u3002 \u63d0\u4f9b\u6027\u80fd\u4f18\u5316\u5efa\u8bae\uff1a\u5e2e\u52a9\u7528\u6237\u6839\u636e\u5177\u4f53\u4efb\u52a1\u4f18\u5316\u6a21\u578b\u6027\u80fd\uff0c\u63d0\u5347\u63a8\u7406\u901f\u5ea6\u548c\u6548\u7387\u3002 \u00a0Qwen3-VL Cookbooks\u6db5\u76d6\u5185\u5bb9 \u7269\u4f53\u8bc6\u522b\uff08Omni Recognition\uff09\uff1a\u8bc6\u522b\u591a\u79cd\u7269\u4f53\uff0c\u5305\u62ec\u52a8\u7269\u3001\u690d\u7269\u3001\u4eba\u7269\u3001\u98ce\u666f\u540d\u80dc\u53ca\u5404\u7c7b\u5546\u54c1\u3002 \u6587\u6863\u89e3\u6790\uff08Powerful Document Parsing Capabilities\uff09\uff1a\u89e3\u6790\u6587\u6863\u4e2d\u7684\u6587\u672c\u53ca\u5176\u5e03\u5c40\uff0c\u652f\u6301 Qwen HTML \u683c\u5f0f\u3002 \u7cbe\u786e\u76ee\u6807\u5b9a\u4f4d\uff08Precise Object Grounding Across Formats\uff09\uff1a\u7528\u76f8\u5bf9\u5750\u6807\u5b9a\u4f4d\u56fe\u50cf\u4e2d\u7684\u76ee\u6807\uff0c\u652f\u6301\u6846\u548c\u70b9\u7684\u6807\u6ce8\u3002 \u591a\u8bed\u8a00 OCR \u548c\u5173\u952e\u4fe1\u606f\u63d0\u53d6\uff08General OCR and Key Information Extraction\uff09\uff1a\u652f\u6301 32 \u79cd\u8bed\u8a00\u7684 OCR\uff0c\u80fd\u591f\u8bc6\u522b\u4f4e\u5149\u3001\u6a21\u7cca\u3001\u503e\u659c\u573a\u666f\u4e2d\u7684\u6587\u672c\u3002 \u89c6\u9891\u7406\u89e3\uff08Video Understanding\uff09\uff1a\u652f\u6301\u89c6\u9891 OCR \u548c\u957f\u89c6\u9891\u7406\u89e3\uff0c\u80fd\u8fdb\u884c\u89c6\u9891\u5185\u5bb9\u5206\u6790\u3002 \u79fb\u52a8\u4ee3\u7406\uff08Mobile 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