{"id":60169,"date":"2026-01-15T03:56:54","date_gmt":"2026-01-14T19:56:54","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/60169.html"},"modified":"2026-01-15T03:56:54","modified_gmt":"2026-01-14T19:56:54","slug":"qwen3-vl%e8%a7%86%e9%a2%91%e5%88%86%e6%9e%90%e7%9c%81%e9%92%b1%e6%94%bb%e7%95%a5%ef%bc%9a%e6%8c%89%e5%b8%a7%e8%ae%a1%e8%b4%b9%ef%bc%8c%e6%af%94%e5%8c%85%e6%9c%88%e6%9c%8d%e5%8a%a1%e5%99%a8%e7%9c%8180","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/60169.html","title":{"rendered":"Qwen3-VL\u89c6\u9891\u5206\u6790\u7701\u94b1\u653b\u7565\uff1a\u6309\u5e27\u8ba1\u8d39\uff0c\u6bd4\u5305\u6708\u670d\u52a1\u5668\u770180%"},"content":{"rendered":"<h2>Qwen3-VL\u89c6\u9891\u5206\u6790\u7701\u94b1\u653b\u7565&#xff1a;\u6309\u5e27\u8ba1\u8d39&#xff0c;\u6bd4\u5305\u6708\u670d\u52a1\u5668\u770180%<\/h2>\n<h3>1. \u4e3a\u4ec0\u4e48\u77ed\u89c6\u9891\u56e2\u961f\u9700\u8981\u7cbe\u51c6\u8ba1\u8d39\u65b9\u6848<\/h3>\n<p>\u5f88\u591a\u77ed\u89c6\u9891\u56e2\u961f\u90fd\u9047\u5230\u8fc7\u8fd9\u6837\u7684\u56f0\u6270&#xff1a;\u6bcf\u5929\u53ea\u9700\u8981\u5904\u74062-3\u5c0f\u65f6\u7684\u89c6\u9891\u7d20\u6750&#xff0c;\u5374\u4e0d\u5f97\u4e0d\u79df\u7528\u6574\u6708\u7684\u670d\u52a1\u5668\u8d44\u6e90\u3002\u8fd9\u5c31\u50cf\u4f60\u6bcf\u5929\u53ea\u559d\u4e00\u676f\u5496\u5561&#xff0c;\u5374\u5fc5\u987b\u4e70\u4e0b\u6574\u4e2a\u5496\u5561\u5e97\u4e00\u4e2a\u6708\u7684\u4f7f\u7528\u6743\u4e00\u6837\u6d6a\u8d39\u3002<\/p>\n<p>\u4f20\u7edf\u5305\u6708\u670d\u52a1\u5668\u65b9\u6848\u5b58\u5728\u4e09\u4e2a\u660e\u663e\u75db\u70b9&#xff1a;<\/p>\n<ul>\n<li>\u8d44\u6e90\u6d6a\u8d39\u4e25\u91cd&#xff1a;\u5927\u90e8\u5206\u65f6\u95f4\u670d\u52a1\u5668\u5904\u4e8e\u95f2\u7f6e\u72b6\u6001&#xff0c;\u4f46\u8d39\u7528\u7167\u4ed8<\/li>\n<li>\u6210\u672c\u4e0d\u53ef\u63a7&#xff1a;\u7a81\u53d1\u6d41\u91cf\u65f6\u53ef\u80fd\u8d44\u6e90\u4e0d\u8db3&#xff0c;\u7a7a\u95f2\u65f6\u53c8\u767d\u767d\u70e7\u94b1<\/li>\n<li>\u7ef4\u62a4\u590d\u6742&#xff1a;\u9700\u8981\u4e13\u4eba\u7ba1\u7406\u670d\u52a1\u5668&#xff0c;\u589e\u52a0\u4e86\u4eba\u529b\u6210\u672c<\/li>\n<\/ul>\n<p>Qwen3-VL\u7684\u6309\u5e27\u8ba1\u8d39\u6a21\u5f0f\u6b63\u597d\u89e3\u51b3\u4e86\u8fd9\u4e9b\u95ee\u9898\u3002\u5b83\u5c31\u50cf&#034;\u89c6\u9891\u5904\u7406\u7684\u5171\u4eab\u5145\u7535\u5b9d&#034;\u2014\u2014\u7528\u591a\u5c11\u7b97\u591a\u5c11&#xff0c;\u4e0d\u7528\u65f6\u4e0d\u82b1\u94b1\u3002<\/p>\n<h3>2. Qwen3-VL\u662f\u4ec0\u4e48&#xff1f;\u80fd\u505a\u4ec0\u4e48&#xff1f;<\/h3>\n<p>Qwen3-VL\u662f\u963f\u91cc\u4e91\u63a8\u51fa\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b&#xff0c;\u7279\u522b\u64c5\u957f\u5904\u7406\u89c6\u9891\u548c\u56fe\u50cf\u5185\u5bb9\u3002\u5b83\u7684\u6838\u5fc3\u80fd\u529b\u53ef\u4ee5\u6982\u62ec\u4e3a&#xff1a;<\/p>\n<ul>\n<li>\u89c6\u9891\u7406\u89e3&#xff1a;\u80fd\u770b\u61c2\u89c6\u9891\u4e2d\u7684\u573a\u666f\u3001\u52a8\u4f5c\u548c\u7269\u4f53<\/li>\n<li>\u81ea\u52a8\u5b57\u5e55\u751f\u6210&#xff1a;\u6839\u636e\u753b\u9762\u5185\u5bb9\u751f\u6210\u51c6\u786e\u7684\u5b57\u5e55\u6587\u672c<\/li>\n<li>\u5173\u952e\u5e27\u63d0\u53d6&#xff1a;\u81ea\u52a8\u8bc6\u522b\u89c6\u9891\u4e2d\u7684\u91cd\u8981\u753b\u9762<\/li>\n<li>\u591a\u8bed\u8a00\u652f\u6301&#xff1a;\u751f\u6210\u4e2d\u82f1\u53cc\u8bed\u5b57\u5e55\u6beb\u65e0\u538b\u529b<\/li>\n<\/ul>\n<p>\u76f8\u6bd4\u4f20\u7edf\u65b9\u6848&#xff0c;Qwen3-VL\u6709\u4e09\u5927\u4f18\u52bf&#xff1a;<\/p>\n<li>\u7cbe\u51c6\u8ba1\u8d39&#xff1a;\u6309\u5b9e\u9645\u5904\u7406\u7684\u89c6\u9891\u5e27\u6570\u6536\u8d39&#xff0c;\u4e0d\u7528\u4e3a\u95f2\u7f6e\u65f6\u95f4\u4e70\u5355<\/li>\n<li>\u5904\u7406\u9ad8\u6548&#xff1a;\u5229\u7528GPU\u52a0\u901f&#xff0c;\u4e00\u6bb510\u5206\u949f\u89c6\u9891\u53ea\u97002-3\u5206\u949f\u5c31\u80fd\u5b8c\u6210\u5206\u6790<\/li>\n<li>\u667a\u80fd\u51c6\u786e&#xff1a;\u57fa\u4e8e\u5927\u6a21\u578b\u7684\u7406\u89e3\u80fd\u529b&#xff0c;\u751f\u6210\u7684\u5b57\u5e55\u66f4\u7b26\u5408\u89c6\u9891\u5185\u5bb9<\/li>\n<h3>3. \u5feb\u901f\u4e0a\u624b&#xff1a;5\u6b65\u5b9e\u73b0\u6309\u5e27\u8ba1\u8d39\u89c6\u9891\u5206\u6790<\/h3>\n<h4>3.1 \u73af\u5883\u51c6\u5907<\/h4>\n<p>\u9996\u5148\u786e\u4fdd\u4f60\u6709\u4ee5\u4e0b\u8d44\u6e90&#xff1a;<\/p>\n<ul>\n<li>CSDN\u7b97\u529b\u5e73\u53f0\u7684\u8d26\u53f7&#xff08;\u65b0\u7528\u6237\u6709\u514d\u8d39\u989d\u5ea6&#xff09;<\/li>\n<li>\u5f85\u5904\u7406\u7684\u89c6\u9891\u6587\u4ef6&#xff08;MP4\u683c\u5f0f\u6700\u4f73&#xff09;<\/li>\n<li>\u7a33\u5b9a\u7684\u7f51\u7edc\u8fde\u63a5<\/li>\n<\/ul>\n<h4>3.2 \u955c\u50cf\u90e8\u7f72<\/h4>\n<p>\u5728CSDN\u7b97\u529b\u5e73\u53f0\u64cd\u4f5c&#xff1a;<\/p>\n<li>\u8fdb\u5165&#034;\u955c\u50cf\u5e7f\u573a&#034;\u641c\u7d22&#034;Qwen3-VL&#034;<\/li>\n<li>\u9009\u62e9\u6700\u65b0\u7248\u672c\u7684\u955c\u50cf<\/li>\n<li>\u70b9\u51fb&#034;\u4e00\u952e\u90e8\u7f72&#034;&#xff0c;\u9009\u62e9\u6309\u91cf\u8ba1\u8d39\u6a21\u5f0f<\/li>\n<li>\u7b49\u5f851-2\u5206\u949f\u5b8c\u6210\u90e8\u7f72<\/li>\n<p># \u90e8\u7f72\u5b8c\u6210\u540e\u4f1a\u81ea\u52a8\u751f\u6210\u8bbf\u95ee\u5730\u5740<br \/>\n# \u7c7b\u4f3c\u8fd9\u6837&#xff1a;<br \/>\nhttp:\/\/your-instance-address.csdn-ai.com<\/p>\n<h4>3.3 \u4e0a\u4f20\u89c6\u9891\u6587\u4ef6<\/h4>\n<p>\u5c06\u672c\u5730\u89c6\u9891\u4e0a\u4f20\u5230\u90e8\u7f72\u597d\u7684\u73af\u5883&#xff1a;<\/p>\n<p>import requests<\/p>\n<p>url &#061; &#034;http:\/\/your-instance-address.csdn-ai.com\/upload&#034;<br \/>\nfiles &#061; {&#039;video&#039;: open(&#039;your_video.mp4&#039;, &#039;rb&#039;)}<br \/>\nresponse &#061; requests.post(url, files&#061;files)<\/p>\n<p>print(response.json())  # \u4f1a\u8fd4\u56de\u89c6\u9891ID\u548c\u5904\u7406\u53c2\u6570<\/p>\n<h4>3.4 \u542f\u52a8\u89c6\u9891\u5206\u6790<\/h4>\n<p>\u8c03\u7528API\u5f00\u59cb\u5904\u7406\u89c6\u9891&#xff1a;<\/p>\n<p>analysis_params &#061; {<br \/>\n    &#034;video_id&#034;: &#034;\u4e0a\u4e00\u6b65\u8fd4\u56de\u7684\u89c6\u9891ID&#034;,<br \/>\n    &#034;task_type&#034;: &#034;caption&#034;,  # \u5b57\u5e55\u751f\u6210\u4efb\u52a1<br \/>\n    &#034;language&#034;: &#034;zh&#034;,       # \u4e2d\u6587\u8f93\u51fa<br \/>\n    &#034;frame_interval&#034;: 3     # \u6bcf3\u79d2\u5206\u6790\u4e00\u5e27<br \/>\n}<\/p>\n<p>response &#061; requests.post(<br \/>\n    &#034;http:\/\/your-instance-address.csdn-ai.com\/analyze&#034;,<br \/>\n    json&#061;analysis_params<br \/>\n)<\/p>\n<h4>3.5 \u83b7\u53d6\u5206\u6790\u7ed3\u679c<\/h4>\n<p>\u5904\u7406\u5b8c\u6210\u540e\u83b7\u53d6\u5b57\u5e55\u6587\u4ef6&#xff1a;<\/p>\n<p>result_url &#061; f&#034;http:\/\/your-instance-address.csdn-ai.com\/results\/{analysis_params[&#039;video_id&#039;]}&#034;<br \/>\nresponse &#061; requests.get(result_url)<\/p>\n<p>with open(&#039;output.srt&#039;, &#039;w&#039;) as f:<br \/>\n    f.write(response.text)<\/p>\n<h3>4. \u6210\u672c\u5bf9\u6bd4&#xff1a;\u6309\u5e27\u8ba1\u8d39\u80fd\u7701\u591a\u5c11\u94b1&#xff1f;<\/h3>\n<p>\u8ba9\u6211\u4eec\u7b97\u4e00\u7b14\u8d26&#xff1a;<\/p>\n<p>\u5047\u8bbe\u6bcf\u5929\u5904\u74062\u5c0f\u65f6\u89c6\u9891&#xff08;30fps&#xff0c;\u5171216,000\u5e27&#xff09;&#xff0c;\u6bd4\u8f83\u4e24\u79cd\u65b9\u6848&#xff1a;<\/p>\n<table>\n<tr>\u8ba1\u8d39\u65b9\u5f0f\u6708\u6210\u672c(30\u5929)\u5b9e\u9645\u4f7f\u7528\u6210\u672c\u8282\u7701\u6bd4\u4f8b<\/tr>\n<tbody>\n<tr>\n<td>\u5305\u6708\u670d\u52a1\u5668<\/td>\n<td>&#xffe5;3000<\/td>\n<td>&#xffe5;3000<\/td>\n<td>&#8211;<\/td>\n<\/tr>\n<tr>\n<td>Qwen3-VL\u6309\u5e27\u8ba1\u8d39<\/td>\n<td>&#8211;<\/td>\n<td>&#xffe5;600<\/td>\n<td>80%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5173\u952e\u53c2\u6570\u8bf4\u660e&#xff1a; &#8211; \u6309\u5e27\u8ba1\u8d39\u5355\u4ef7&#xff1a;\u7ea60.0001\u5143\/\u5e27 &#8211; \u5305\u6708\u670d\u52a1\u5668&#xff1a;\u57fa\u7840\u914d\u7f6e\u7ea63000\u5143\/\u6708 &#8211; \u5b9e\u9645\u8282\u7701&#xff1a;\u6309\u6bcf\u59292\u5c0f\u65f6\u8ba1\u7b97&#xff0c;\u6bcf\u6708\u53ef\u77012400\u5143<\/p>\n<h3>5. \u4e09\u4e2a\u5b9e\u7528\u6280\u5de7\u63d0\u5347\u6027\u4ef7\u6bd4<\/h3>\n<h4>5.1 \u5408\u7406\u8bbe\u7f6e\u5e27\u95f4\u9694<\/h4>\n<p>\u4e0d\u662f\u6bcf\u5e27\u90fd\u9700\u8981\u5206\u6790&#xff0c;\u6839\u636e\u5185\u5bb9\u7c7b\u578b\u8c03\u6574&#xff1a;<\/p>\n<ul>\n<li>\u8bbf\u8c08\u7c7b\u89c6\u9891&#xff1a;\u6bcf5\u79d2\u4e00\u5e27\u8db3\u591f<\/li>\n<li>\u5feb\u8282\u594f\u8fd0\u52a8\u89c6\u9891&#xff1a;\u6bcf1-2\u79d2\u4e00\u5e27<\/li>\n<li>\u9759\u6001\u6f14\u793a\u89c6\u9891&#xff1a;\u6bcf10\u79d2\u4e00\u5e27<\/li>\n<\/ul>\n<p># \u6700\u4f73\u5b9e\u8df5&#xff1a;\u52a8\u6001\u8c03\u6574\u5e27\u95f4\u9694<br \/>\ndef get_optimal_interval(video_type):<br \/>\n    intervals &#061; {<br \/>\n        &#039;interview&#039;: 5,<br \/>\n        &#039;sports&#039;: 2,<br \/>\n        &#039;presentation&#039;: 10<br \/>\n    }<br \/>\n    return intervals.get(video_type, 3)<\/p>\n<h4>5.2 \u9884\u5904\u7406\u89c6\u9891\u51cf\u5c11\u5e27\u6570<\/h4>\n<p>\u4e0a\u4f20\u524d\u7528FFmpeg\u9884\u5904\u7406&#xff1a;<\/p>\n<p># \u964d\u4f4e\u5e27\u7387\u523015fps&#xff08;\u9002\u5408\u5927\u591a\u6570\u573a\u666f&#xff09;<br \/>\nffmpeg -i input.mp4 -r 15 output.mp4<\/p>\n<p># \u88c1\u526a\u4e0d\u9700\u8981\u7684\u7247\u6bb5<br \/>\nffmpeg -i input.mp4 -ss 00:00:10 -t 00:02:00 -c copy output.mp4<\/p>\n<h4>5.3 \u6279\u91cf\u5904\u7406\u66f4\u5212\u7b97<\/h4>\n<p>\u96c6\u4e2d\u5904\u7406\u591a\u4e2a\u89c6\u9891\u80fd\u51cf\u5c11API\u8c03\u7528\u5f00\u9500&#xff1a;<\/p>\n<p># \u6279\u91cf\u5904\u7406\u793a\u4f8b<br \/>\nvideo_files &#061; [&#039;v1.mp4&#039;, &#039;v2.mp4&#039;, &#039;v3.mp4&#039;]<br \/>\nfor video in video_files:<br \/>\n    process_video(video)  # \u5c01\u88c5\u524d\u9762\u5355\u89c6\u9891\u5904\u7406\u7684\u6b65\u9aa4<\/p>\n<h3>6. \u5e38\u89c1\u95ee\u9898\u89e3\u7b54<\/h3>\n<p>Q&#xff1a;\u5904\u7406\u8fc7\u7a0b\u4e2d\u65ad\u600e\u4e48\u529e&#xff1f; A&#xff1a;Qwen3-VL\u652f\u6301\u65ad\u70b9\u7eed\u5904\u7406&#xff0c;\u53ea\u9700\u7528\u76f8\u540c\u7684video_id\u91cd\u65b0\u8c03\u7528API&#xff0c;\u4f1a\u4ece\u4e0a\u6b21\u4e2d\u65ad\u7684\u5e27\u7ee7\u7eed\u3002<\/p>\n<p>Q&#xff1a;\u751f\u6210\u7684\u5b57\u5e55\u4e0d\u51c6\u786e\u600e\u4e48\u4f18\u5316&#xff1f; A&#xff1a;\u53ef\u4ee5\u5c1d\u8bd5&#xff1a; 1. \u8c03\u6574frame_interval\u53c2\u6570&#xff08;\u66f4\u5bc6\u96c6\u7684\u91c7\u6837&#xff09; 2. \u5728analysis_params\u4e2d\u6dfb\u52a0prompt\u63d0\u793a\u8bcd 3. \u540e\u671f\u7528\u6587\u672c\u6a21\u578b\u505a\u4e8c\u6b21\u6821\u6b63<\/p>\n<p>Q&#xff1a;\u652f\u6301\u54ea\u4e9b\u89c6\u9891\u683c\u5f0f&#xff1f; A&#xff1a;\u4e3b\u6d41\u683c\u5f0f\u90fd\u652f\u6301&#xff0c;\u63a8\u8350\u4f7f\u7528MP4(H.264\u7f16\u7801)&#xff0c;\u5904\u7406\u6548\u7387\u6700\u9ad8\u3002<\/p>\n<h3>7. \u603b\u7ed3<\/h3>\n<ul>\n<li>\u7701\u94b1\u5229\u5668&#xff1a;\u6309\u5e27\u8ba1\u8d39\u6bd4\u5305\u6708\u670d\u52a1\u5668\u8282\u770180%\u6210\u672c&#xff0c;\u7279\u522b\u9002\u5408\u95f4\u6b47\u6027\u89c6\u9891\u5904\u7406\u9700\u6c42<\/li>\n<li>\u7b80\u5355\u6613\u7528&#xff1a;5\u6b65\u5b8c\u6210\u90e8\u7f72\u5230\u83b7\u53d6\u7ed3\u679c&#xff0c;API\u8c03\u7528\u6e05\u6670\u660e\u4e86<\/li>\n<li>\u7075\u6d3b\u53ef\u63a7&#xff1a;\u5e27\u95f4\u9694\u3001\u8bed\u8a00\u7b49\u53c2\u6570\u53ef\u8c03&#xff0c;\u9002\u5e94\u4e0d\u540c\u573a\u666f\u9700\u6c42<\/li>\n<li>\u667a\u80fd\u9ad8\u6548&#xff1a;\u57fa\u4e8eQwen3-VL\u5927\u6a21\u578b&#xff0c;\u5b57\u5e55\u751f\u6210\u51c6\u786e\u5ea6\u9ad8<\/li>\n<li>\u6269\u5c55\u6027\u5f3a&#xff1a;\u540c\u6837\u7684\u65b9\u6848\u7a0d\u52a0\u4fee\u6539\u5c31\u80fd\u7528\u4e8e\u89c6\u9891\u6458\u8981\u3001\u5185\u5bb9\u5ba1\u6838\u7b49\u573a\u666f<\/li>\n<\/ul>\n<p>\u73b0\u5728\u5c31\u53ef\u4ee5\u5728CSDN\u7b97\u529b\u5e73\u53f0\u90e8\u7f72Qwen3-VL\u955c\u50cf&#xff0c;\u5f00\u59cb\u4f60\u7684\u7701\u94b1\u89c6\u9891\u5904\u7406\u4e4b\u65c5&#xff01;<\/p>\n<hr \/>\n<p>&#x1f4a1; 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