{"id":38219,"date":"2025-02-12T02:01:06","date_gmt":"2025-02-11T18:01:06","guid":{"rendered":"https:\/\/17aitech.com\/?p=38219"},"modified":"2025-02-12T02:01:06","modified_gmt":"2025-02-11T18:01:06","slug":"%e5%8c%97%e8%88%aa%e6%8e%a8%e5%87%batinyllava-video%ef%bc%8c%e6%9c%89%e9%99%90%e8%ae%a1%e7%ae%97%e8%b5%84%e6%ba%90%e4%bc%98%e4%ba%8e%e9%83%a8%e5%88%867b%e6%a8%a1%e5%9e%8b%ef%bc%8c%e4%bb%a3%e7%a0%81","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38219","title":{"rendered":"\u5317\u822a\u63a8\u51faTinyLLaVA-Video\uff0c\u6709\u9650\u8ba1\u7b97\u8d44\u6e90\u4f18\u4e8e\u90e8\u52067B\u6a21\u578b\uff0c\u4ee3\u7801\u3001\u6a21\u578b\u3001\u8bad\u7ec3\u6570\u636e\u5168\u5f00\u6e90"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-10-4\" target=\"_blank\">\u5317\u822a\u63a8\u51faTinyLLaVA-Video\uff0c\u6709\u9650\u8ba1\u7b97\u8d44\u6e90\u4f18\u4e8e\u90e8\u52067B\u6a21\u578b\uff0c\u4ee3\u7801\u3001\u6a21\u578b\u3001\u8bad\u7ec3\u6570\u636e\u5168\u5f00\u6e90<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-2accb2ac23dd6c28ffb092891a405426.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-2accb2ac23dd6c28ffb092891a405426.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>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<\/p>\n<\/section>\n<\/blockquote>\n<p>\u8fd1\u5e74\u6765\uff0c\u968f\u7740\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u5d1b\u8d77\uff0c\u89c6\u9891\u7406\u89e3\u6280\u672f\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\u3002\u4f46\u662f\u76ee\u524d\u4e3b\u6d41\u7684\u5168\u5f00\u6e90\u89c6\u9891\u7406\u89e3\u591a\u6a21\u6001\u6a21\u578b\u666e\u904d\u5177\u6709 7B \u4ee5\u4e0a\u7684\u53c2\u6570\u91cf\uff0c\u8fd9\u4e9b\u6a21\u578b\u5f80\u5f80\u91c7\u7528\u590d\u6742\u7684\u67b6\u6784\u8bbe\u8ba1\uff0c\u5e76\u4f9d\u8d56\u4e8e\u5927\u89c4\u6a21\u8bad\u7ec3\u6570\u636e\u96c6\u3002\u53d7\u9650\u4e8e\u9ad8\u6602\u7684\u8ba1\u7b97\u8d44\u6e90\u6210\u672c\uff0c\u6a21\u578b\u8bad\u7ec3\u4e0e\u5b9a\u5236\u5316\u5f00\u53d1\u5bf9\u4e8e\u8d44\u6e90\u6709\u9650\u7684\u79d1\u7814\u4eba\u5458\u800c\u8a00\u4ecd\u5b58\u5728\u663e\u8457\u7684\u95e8\u69db\u3002<\/p>\n<p>\u8fd1\u65e5\uff0c\u5317\u4eac\u822a\u7a7a\u822a\u5929\u5927\u5b66\u7684\u7814\u7a76\u56e2\u961f\u57fa\u4e8e TinyLLaVA_Factory \u7684\u539f\u9879\u76ee\uff0c\u63a8\u51fa\u5c0f\u5c3a\u5bf8\u7b80\u6613\u89c6\u9891\u7406\u89e3\u6846\u67b6 TinyLLaVA-Video\uff0c\u5176\u6a21\u578b\uff0c\u4ee3\u7801\u4ee5\u53ca\u8bad\u7ec3\u6570\u636e\u5168\u90e8\u5f00\u6e90\u3002\u5728\u8ba1\u7b97\u8d44\u6e90\u9700\u6c42\u663e\u8457\u964d\u4f4e\u7684\u524d\u63d0\u4e0b\uff0c\u8bad\u7ec3\u51fa\u7684\u6574\u4f53\u53c2\u6570\u91cf\u4e0d\u8d85\u8fc7 4B \u7684\u6a21\u578b\u5728\u591a\u4e2a\u89c6\u9891\u7406\u89e3 benchmark \u4e0a\u4f18\u4e8e\u73b0\u6709\u7684 7B + \u6a21\u578b\u3002\u540c\u65f6\uff0c\u7531\u4e8e TinyLLaVA-Video \u884d\u751f\u81ea Tinyllava_Factory \u4ee3\u7801\u5e93\uff0c\u56e0\u6b64\u9879\u76ee\u4ecd\u7136\u5177\u6709\u7ec4\u4ef6\u5316\u4e0e\u53ef\u6269\u5c55\u6027\u7b49\u4f18\u70b9\uff0c\u4f7f\u7528\u8005\u53ef\u4ee5\u6839\u636e\u81ea\u8eab\u9700\u6c42\u8fdb\u884c\u5b9a\u5236\u4e0e\u62d3\u5c55\u7814\u7a76\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-840ff63cb0fee52d5a9bb1497cc7ec94.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-840ff63cb0fee52d5a9bb1497cc7ec94.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2501.15513<\/section>\n<\/li>\n<li>\n<section>Github \u9879\u76ee\uff1ahttps:\/\/github.com\/ZhangXJ199\/TinyLLaVA-Video<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u5168\u5f00\u6e90\u9879\u76ee\uff0c\u652f\u6301\u5b9a\u5236\u4e0e\u62d3\u5c55<\/strong><\/section>\n<section><\/section>\n<section>\u533a\u522b\u4e8e\u4f17\u591a\u4ec5\u5f00\u6e90\u6a21\u578b\u6743\u91cd\u7684\u9879\u76ee\uff0cTinyLLaVA-Video \u79c9\u627f\u4e86 TinyLLaVA_Factory \u5168\u9762\u5f00\u6e90\u7684\u7406\u5ff5\u3002\u8be5\u9879\u76ee\u4e0d\u4ec5\u516c\u5f00\u4e86\u5b8c\u6574\u7684\u6a21\u578b\u6743\u91cd\u3001\u8bad\u7ec3\u4ee3\u7801\u548c\u8bad\u7ec3\u6570\u636e\u96c6\uff0c\u4e5f\u5ef6\u7eed\u4e86\u539f\u6709\u7684\u6a21\u5757\u5316\u8bbe\u8ba1\u67b6\u6784\uff0c\u7814\u7a76\u4eba\u5458\u53ef\u6839\u636e\u5177\u4f53\u5b9e\u9a8c\u9700\u6c42\uff0c\u7075\u6d3b\u66ff\u6362\u8bed\u8a00\u6a21\u578b\u3001\u89c6\u89c9\u7f16\u7801\u5668\u7b49\u6838\u5fc3\u7ec4\u4ef6\uff0c\u5e76\u53ef\u81ea\u5b9a\u4e49\u8bad\u7ec3\u7b56\u7565\u3002\u8fd9\u79cd\u5f00\u653e\u6027\u8bbe\u8ba1\u4e0d\u4ec5\u964d\u4f4e\u4e86\u5c0f\u89c4\u6a21\u7814\u7a76\u56e2\u961f\u8fdb\u5165\u89c6\u9891\u7406\u89e3\u7814\u7a76\u9886\u57df\u7684\u95e8\u69db\uff0c\u8fd8\u4e3a\u672a\u6765\u7684\u8f7b\u91cf\u7ea7\u89c6\u9891\u7406\u89e3\u6a21\u578b\u7684\u8bad\u7ec3\u8303\u5f0f\u4e0e\u67b6\u6784\u521b\u65b0\u63a2\u7d22\u63d0\u4f9b\u4e86\u5b9e\u9a8c\u5e73\u53f0\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-7eed9c1d1454f52791a82e0dd8e95bf7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-7eed9c1d1454f52791a82e0dd8e95bf7.png\"><\/a><\/section>\n<section>\u5728\u6a21\u578b\u67b6\u6784\u65b9\u9762\uff0cTinyLLaVA-Video \u6cbf\u7528 LLaVA \u7c7b\u591a\u6a21\u6001\u6a21\u578b\u5e38\u89c1\u7684 Vision Tower+Connector+LLM \u6846\u67b6\uff0c\u5e76\u540c\u6837\u4fdd\u6301\u9884\u8bad\u7ec3\u5bf9\u9f50\u4e0e\u76d1\u7763\u5fae\u8c03\u7684\u4e24\u9636\u6bb5\u8bad\u7ec3\u7b56\u7565\u3002\u9879\u76ee\u4e2d\u91c7\u7528\u7684\u6240\u6709\u9884\u8bad\u7ec3\u6a21\u578b\u7ec4\u4ef6\u5747\u9075\u5faa\u5f00\u6e90\u534f\u8bae\uff0c\u5305\u62ec\u5982 Qwen2.5-3B \u7b49\u8bed\u8a00\u6a21\u578b\u548c SigLIP \u7b49\u89c6\u89c9\u7f16\u7801\u5668\u6b64\u7c7b\u6838\u5fc3\u6a21\u5757\uff0c\u786e\u4fdd\u4e86\u5b9e\u9a8c\u7684\u53ef\u590d\u73b0\u6027\uff0c\u4e3a\u7814\u7a76\u8005\u63d0\u4f9b\u4e86\u53ef\u9760\u7684\u57fa\u51c6\u53c2\u8003\u3002\u540c\u65f6\uff0c\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u65b9\u4fbf\u5730\u66ff\u6362\u6a21\u578b\u7ec4\u4ef6\uff0c\u66f4\u6539\u8bad\u7ec3\u7b56\u7565\uff0c\u5b9a\u5236\u7b26\u5408\u81ea\u8eab\u9700\u6c42\u7684\u89c6\u9891\u7406\u89e3\u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section>\u5728\u8bad\u7ec3\u6570\u636e\u65b9\u9762\uff0cTinyLLaVA-Video \u57fa\u4e8e\u5f00\u6e90\u7684 LLaVA-Video-178K \u548c Valley \u6570\u636e\u96c6\u8fdb\u884c\u5b9e\u9a8c\u3002\u540c\u65f6\uff0c\u4e3a\u8fdb\u4e00\u6b65\u7cbe\u7b80\u6570\u636e\u96c6\uff0c\u63d0\u9ad8\u8bad\u7ec3\u6570\u636e\u7684\u8d28\u91cf\u5e76\u63a7\u5236\u8ba1\u7b97\u8d44\u6e90\u6210\u672c\uff0c\u9879\u76ee\u5bf9\u8bad\u7ec3\u6570\u636e\u8fdb\u884c\u4e86\u591a\u6b65\u7b5b\u9009\u4e0e\u8fc7\u6ee4\uff0c\u6700\u7ec8\u5f97\u5230 397k \u7684\u9884\u8bad\u7ec3\u6570\u636e\u4e0e 491k \u7684\u76d1\u7763\u5fae\u8c03\u6570\u636e\u3002\u8fd9\u4f7f\u5f97\u7814\u7a76\u8005\u5373\u4fbf\u4ec5\u5177\u5907\u6709\u9650\u7684\u8ba1\u7b97\u8d44\u6e90\uff0c\u4e5f\u80fd\u5728\u5408\u7406\u7684\u8bad\u7ec3\u65f6\u95f4\u5185\u590d\u73b0\u5b9e\u9a8c\u7ed3\u679c\u5e76\u5f00\u5c55\u8fdb\u4e00\u6b65\u7814\u7a76\u3002\u7ecf\u8fc7\u5904\u7406\u7684\u6570\u636e\u6807\u6ce8\u4fe1\u606f\uff08annotation\uff09\u4e5f\u5df2\u7ecf\u5b8c\u6574\u516c\u5f00\u4e8e HuggingFace \u5e73\u53f0\uff0c\u8fd9\u4e5f\u4e3a\u540e\u7eed\u7814\u7a76\u63d0\u4f9b\u4e86\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u57fa\u7840\u3002<\/section>\n<section><\/section>\n<section><strong>\u5c0f\u5c3a\u5bf8\u7b80\u6613\u6846\u67b6\uff0c\u4f9d\u7136\u4fdd\u6301\u9ad8\u6027\u80fd<\/strong><\/section>\n<section><\/section>\n<section>\u4ee5\u5f80\u7684\u89c6\u9891\u7406\u89e3\u65b9\u6cd5\u53d7\u9650\u4e8e\u8bed\u8a00\u6a21\u578b\u7684\u8f93\u5165\u957f\u5ea6\u9650\u5236\uff0c\u5f80\u5f80\u9762\u4e34\u4e24\u96be\u9009\u62e9\uff1a\u8981\u4e48\u901a\u8fc7\u8bbe\u8ba1\u590d\u6742\u7684\u6a21\u578b\u67b6\u6784\u6765\u5904\u7406\u957f\u5e8f\u5217\u4fe1\u606f\uff0c\u8981\u4e48\u727a\u7272\u89c6\u9891\u4fe1\u606f\u7684\u5b8c\u6574\u6027\u800c\u9650\u5236\u91c7\u6837\u5e27\u6570\u3002\u56e0\u6b64\uff0c\u5982\u4f55\u5904\u7406\u957f\u65f6\u5e8f\u89c6\u89c9\u5e8f\u5217\uff0c\u5e76\u5e73\u8861\u8ba1\u7b97\u8d44\u6e90\u4e0e\u6027\u80fd\u4e4b\u95f4\u7684\u77db\u76fe\uff0c\u6210\u4e3a\u8f7b\u91cf\u7ea7\u89c6\u9891\u7406\u89e3\u6a21\u578b\u4e9f\u5f85\u89e3\u51b3\u7684\u95ee\u9898\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u5728\u4fdd\u6301\u6a21\u578b\u7ed3\u6784\u8f7b\u91cf\u5316\u7684\u540c\u65f6\u89e3\u51b3\u957f\u5e8f\u5217\u4fe1\u606f\u5904\u7406\u7684\u95ee\u9898\uff0cTinyLLaVA-Video \u5bf9\u4e8e\u7ecf\u8fc7 Vision Tower \u5904\u7406\u540e\u7684\u6574\u4f53\u89c6\u9891\u5e8f\u5217\uff0c\u4f7f\u7528\u7b80\u5355\u7684\u89c6\u9891\u7ea7 Resampler \u4f5c\u4e3a Connector \u6765\u5bf9\u9f50\u89c6\u89c9\u548c\u8bed\u8a00\uff0c\u4ece\u800c\u80fd\u6781\u5927\u5730\u51cf\u5c11\u8f93\u5165\u81f3\u8bed\u8a00\u6a21\u578b\u7684 Visual Token \u7684\u6570\u91cf\u3002\u8fd9\u79cd\u5904\u7406\u65b9\u5f0f\u53ef\u4ee5\u4f7f\u5f97\u6a21\u578b\u652f\u6301\u7075\u6d3b\u7684\u89c6\u9891\u91c7\u6837\u7b56\u7565\uff0c\u7814\u7a76\u8005\u53ef\u4ee5\u6839\u636e\u89c6\u9891\u7c7b\u578b\u4e0e\u4f7f\u7528\u9700\u6c42\u8fdb\u884c fps \u91c7\u6837\u6216\u5747\u5300\u5e27\u91c7\u6837\uff0c\u8bbe\u7f6e\u4e0d\u540c\u7684\u89c6\u9891\u91c7\u6837\u5e27\u6570\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-b4107e5ddb45a777600a92106fcbd721.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-b4107e5ddb45a777600a92106fcbd721.png\"><\/a><\/section>\n<section>\u867d\u7136\u7b80\u5316\u6a21\u578b\u67b6\u6784\u5e76\u63a7\u5236\u8bad\u7ec3\u6570\u636e\u7684\u89c4\u6a21\uff0c\u4f46\u662f TinyLLaVA-Video \u7684\u8868\u73b0\u4f9d\u7136\u975e\u5e38\u53ef\u89c2\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u6574\u4f53\u53c2\u6570\u4e0d\u8d85\u8fc7 4B \u7684\u6a21\u578b\u5728\u5305\u542b MLVU\u3001Video-MME \u5728\u5185\u7684\u591a\u4e2a\u89c6\u9891\u7406\u89e3\u57fa\u51c6\u6d4b\u8bd5\u96c6\u4e0a\u7684\u8868\u73b0\u4f18\u4e8e\u540c\u7b49\u8bad\u7ec3\u6570\u636e\u91cf\u7ea7\u4e0b\u7684 7B + \u6a21\u578b\uff0c\u5145\u5206\u9a8c\u8bc1\u4e86\u8be5\u6846\u67b6\u7684\u6709\u6548\u6027\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c0cdb871f6769285e5c3ec7ed7b33abd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c0cdb871f6769285e5c3ec7ed7b33abd.png\"><\/a><\/section>\n<section>\u6b64\u5916\uff0c\u8be5\u7814\u7a76\u4e5f\u8fdb\u884c\u4e86\u5927\u91cf\u5b9e\u9a8c\uff0c\u7cfb\u7edf\u6027\u5730\u63a2\u7d22\u4e86\u4e0d\u540c\u914d\u7f6e\u4e0b\u7684\u6a21\u578b\u6027\u80fd\uff0c\u5305\u62ec\u9009\u62e9\u4e0d\u540c\u7684\u8bed\u8a00\u6a21\u578b\u3001\u89c6\u89c9\u7f16\u7801\u5668\u4ee5\u53ca\u91c7\u6837\u4e0d\u540c\u7684\u5e27\u6570\u7b49\u8bbe\u7f6e\u7684\u5f71\u54cd\uff08\u5b9e\u9a8c\u8bbe\u7f6e\u4e0e\u7ed3\u679c\u8be6\u89c1\u6280\u672f\u62a5\u544a\uff09\u3002\u8fd9\u4e9b\u5b9e\u9a8c\u7ed3\u679c\u63ed\u793a\u4e86\u5728\u4e0d\u540c\u53c2\u6570\u8bbe\u5b9a\u4e0b\uff0c\u6a21\u578b\u5728\u89c6\u9891\u7406\u89e3\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\uff0c\u4e3a\u7814\u7a76\u8005\u63d0\u4f9b\u4e86\u4f18\u5316\u6a21\u578b\u7ed3\u6784\u7684\u5b9e\u8bc1\u6570\u636e\u3002\u8fd9\u4e9b\u63a2\u7d22\u4e0d\u4ec5\u63d0\u5347\u4e86 TinyLLaVA-Video \u7684\u9002\u7528\u6027\uff0c\u4e5f\u4e3a\u540e\u7eed\u7814\u7a76\u63d0\u4f9b\u4e86\u91cd\u8981\u7684\u53c2\u8003\u4f9d\u636e\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-95d1e3a58d78acd44d2d1a228fbdeb87.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-95d1e3a58d78acd44d2d1a228fbdeb87.png\"><\/a><\/section>\n<section>TinyLLaVA-Video \u7684\u7814\u7a76\u8868\u660e\uff0c\u5c0f\u5c3a\u5bf8\u89c6\u9891\u7406\u89e3\u6a21\u578b\u5728\u8ba1\u7b97\u6210\u672c\u6709\u9650\u7684\u73af\u5883\u4e0b\u4ecd\u5177\u6709\u5e7f\u9614\u7684\u53d1\u5c55\u7a7a\u95f4\u3002\u672a\u6765\uff0c\u8ba1\u7b97\u8d44\u6e90\u6709\u9650\u7684\u7814\u7a76\u8005\u4eec\u53ef\u4ee5\u57fa\u4e8e\u8be5\u5de5\u4f5c\uff0c\u8fdb\u4e00\u6b65\u4f18\u5316\u6a21\u578b\u7ed3\u6784\u548c\u8bad\u7ec3\u7b56\u7565\uff0c\u4ee5\u63a8\u52a8\u5c0f\u5c3a\u5bf8\u89c6\u9891\u7406\u89e3\u6a21\u578b\u7684\u6301\u7eed\u53d1\u5c55\uff0c\u4e3a\u8d44\u6e90\u53d7\u9650\u73af\u5883\u4e0b\u7684\u591a\u6a21\u6001\u7814\u7a76\u63d0\u4f9b\u66f4\u591a\u53ef\u80fd\u6027\u3002<\/section>\n<section><\/section>\n<section>TinyLLaVA \u7cfb\u5217\u9879\u76ee\u59cb\u7ec8\u81f4\u529b\u4e8e\u5728\u6709\u9650\u8ba1\u7b97\u8d44\u6e90\u4e0b\u7814\u7a76\u5c0f\u5c3a\u5bf8\u6a21\u578b\u7684\u8bad\u7ec3\u4e0e\u8bbe\u8ba1\u7a7a\u95f4\uff0c\u575a\u6301\u5b8c\u5168\u5f00\u6e90\u539f\u5219\uff0c\u5b8c\u6574\u516c\u5f00\u6a21\u578b\u53c2\u6570\u3001\u6e90\u4ee3\u7801\u53ca\u8bad\u7ec3\u6570\u636e\u3002\u540c\u65f6\uff0c\u9879\u76ee\u91c7\u7528\u6a21\u5757\u5316\u8bbe\u8ba1\u7406\u5ff5\uff0c\u786e\u4fdd\u9879\u76ee\u7684\u53ef\u62d3\u5c55\u6027\uff0c\u65b9\u4fbf\u8d44\u6e90\u6709\u9650\u7684\u7814\u7a76\u8005\u4eec\u901a\u8fc7\u5b9e\u8df5\u6765\u7406\u89e3\u4e0e\u63a2\u7d22\u591a\u6a21\u6001\u5927\u6a21\u578b\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-10-4\" target=\"_blank\">\u5317\u822a\u63a8\u51faTinyLLaVA-Video\uff0c\u6709\u9650\u8ba1\u7b97\u8d44\u6e90\u4f18\u4e8e\u90e8\u52067B\u6a21\u578b\uff0c\u4ee3\u7801\u3001\u6a21\u578b\u3001\u8bad\u7ec3\u6570\u636e\u5168\u5f00\u6e90<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u5317\u822a\u63a8\u51faTinyLLa [&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 center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[73,68,81],"class_list":["post-38219","post","type-post","status-publish","format-standard","hentry","category-news","tag-73","tag-68","tag-81"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u5317\u822a\u63a8\u51faTinyLLaVA-Video\uff0c\u6709\u9650\u8ba1\u7b97\u8d44\u6e90\u4f18\u4e8e\u90e8\u52067B\u6a21\u578b\uff0c\u4ee3\u7801\u3001\u6a21\u578b\u3001\u8bad\u7ec3\u6570\u636e\u5168\u5f00\u6e90 - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=38219\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/17aitech.com\/?p=38219\",\"url\":\"https:\/\/17aitech.com\/?p=38219\",\"name\":\"\u5317\u822a\u63a8\u51faTinyLLaVA-Video\uff0c\u6709\u9650\u8ba1\u7b97\u8d44\u6e90\u4f18\u4e8e\u90e8\u52067B\u6a21\u578b\uff0c\u4ee3\u7801\u3001\u6a21\u578b\u3001\u8bad\u7ec3\u6570\u636e\u5168\u5f00\u6e90 - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\/\/17aitech.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/17aitech.com\/?p=38219#primaryimage\"},\"image\":{\"@id\":\"https:\/\/17aitech.com\/?p=38219#primaryimage\"},\"thumbnailUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-2accb2ac23dd6c28ffb092891a405426.png\",\"datePublished\":\"2025-02-11T18:01:06+00:00\",\"author\":{\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\/\/17aitech.com\/?p=38219#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/17aitech.com\/?p=38219\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/?p=38219#primaryimage\",\"url\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-2accb2ac23dd6c28ffb092891a405426.png\",\"contentUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-2accb2ac23dd6c28ffb092891a405426.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/17aitech.com\/?p=38219#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/17aitech.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u5317\u822a\u63a8\u51faTinyLLaVA-Video\uff0c\u6709\u9650\u8ba1\u7b97\u8d44\u6e90\u4f18\u4e8e\u90e8\u52067B\u6a21\u578b\uff0c\u4ee3\u7801\u3001\u6a21\u578b\u3001\u8bad\u7ec3\u6570\u636e\u5168\u5f00\u6e90\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/17aitech.com\/#website\",\"url\":\"https:\/\/17aitech.com\/\",\"name\":\"\u4e00\u8d77AI\u6280\u672f\",\"description\":\"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca\",\"alternateName\":\"\u4e00\u8d77AI\u6280\u672f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/17aitech.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\",\"name\":\"AI\u5c0f\u52a9\u624b\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/image\/\",\"url\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"contentUrl\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"caption\":\"AI\u5c0f\u52a9\u624b\"},\"description\":\"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e\",\"url\":\"https:\/\/17aitech.com\/?page_id=33738&user=3\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u5317\u822a\u63a8\u51faTinyLLaVA-Video\uff0c\u6709\u9650\u8ba1\u7b97\u8d44\u6e90\u4f18\u4e8e\u90e8\u52067B\u6a21\u578b\uff0c\u4ee3\u7801\u3001\u6a21\u578b\u3001\u8bad\u7ec3\u6570\u636e\u5168\u5f00\u6e90 - \u4e00\u8d77AI\u6280\u672f","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/17aitech.com\/?p=38219","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=38219","url":"https:\/\/17aitech.com\/?p=38219","name":"\u5317\u822a\u63a8\u51faTinyLLaVA-Video\uff0c\u6709\u9650\u8ba1\u7b97\u8d44\u6e90\u4f18\u4e8e\u90e8\u52067B\u6a21\u578b\uff0c\u4ee3\u7801\u3001\u6a21\u578b\u3001\u8bad\u7ec3\u6570\u636e\u5168\u5f00\u6e90 - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=38219#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=38219#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-2accb2ac23dd6c28ffb092891a405426.png","datePublished":"2025-02-11T18:01:06+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=38219#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=38219"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=38219#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-2accb2ac23dd6c28ffb092891a405426.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-2accb2ac23dd6c28ffb092891a405426.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=38219#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"\u5317\u822a\u63a8\u51faTinyLLaVA-Video\uff0c\u6709\u9650\u8ba1\u7b97\u8d44\u6e90\u4f18\u4e8e\u90e8\u52067B\u6a21\u578b\uff0c\u4ee3\u7801\u3001\u6a21\u578b\u3001\u8bad\u7ec3\u6570\u636e\u5168\u5f00\u6e90"}]},{"@type":"WebSite","@id":"https:\/\/17aitech.com\/#website","url":"https:\/\/17aitech.com\/","name":"\u4e00\u8d77AI\u6280\u672f","description":"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca","alternateName":"\u4e00\u8d77AI\u6280\u672f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/17aitech.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d","name":"AI\u5c0f\u52a9\u624b","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/#\/schema\/person\/image\/","url":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","contentUrl":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","caption":"AI\u5c0f\u52a9\u624b"},"description":"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e","url":"https:\/\/17aitech.com\/?page_id=33738&user=3"}]}},"_links":{"self":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/38219","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=38219"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/38219\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=38219"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=38219"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=38219"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}