{"id":2944,"date":"2023-10-12T17:07:27","date_gmt":"2023-10-12T09:07:27","guid":{"rendered":"http:\/\/xinyixx.com\/?p=2944"},"modified":"2023-10-12T17:08:16","modified_gmt":"2023-10-12T09:08:16","slug":"llava","status":"publish","type":"post","link":"https:\/\/www.xinyixx.com\/index.php\/2023\/10\/12\/llava\/","title":{"rendered":"\u8bed\u8a00\u6a21\u578b\u548c\u89c6\u89c9\u52a9\u624b-LLAVA"},"content":{"rendered":"<p class=\"wp-block-paragraph\">\u4eca\u5929\u4ecb\u7ecd\u4e00\u4e2a\u65b0\u7684\u8bed\u8a00\u6a21\u578b\u548c\u89c6\u89c9\u52a9\u624b-LLaVA \uff0cLLaVA \u662f\u4e00\u4e2a\u7531\u5a01\u65af\u5eb7\u661f\u5927\u5b66\u9ea6\u8fea\u900a\u5206\u6821\u3001\u5fae\u8f6f\u7814\u7a76\u9662\u548c\u54e5\u4f26\u6bd4\u4e9a\u5927\u5b66\u7684\u7814\u7a76\u4eba\u5458\u5f00\u53d1\u7684\u5927\u578b\u8bed\u8a00\u548c\u89c6\u89c9\u52a9\u624b\u3002\u5b83\u662f\u4e00\u4e2a\u7aef\u5230\u7aef\u8bad\u7ec3\u7684\u5927\u578b\u591a\u6a21\u6001\u6a21\u578b\uff0c\u7ed3\u5408\u4e86\u89c6\u89c9\u7f16\u7801\u5668\u548c\u8bed\u8a00\u6a21\u578b\uff0c\u7528\u4e8e\u901a\u7528\u7684\u89c6\u89c9\u548c\u8bed\u8a00\u7406\u89e3\u3002\u8fd9\u662f\u5b83\u7684github\u5730\u5740\uff1a<a href=\"https:\/\/github.com\/haotian-liu\/LLaVA\">GitHub &#8211; haotian-liu\/LLaVA: [NeurIPS 2023 Oral] Visual Instruction Tuning: LLaVA (Large Language-and-Vision Assistant) built towards multimodal GPT-4 level capabilities.<\/a><br>LLaVA \u53ef\u4ee5\u7528\u4e8e\u591a\u79cd\u4efb\u52a1\uff0c\u5305\u62ec\uff1a<br>\u56fe\u50cf\u63cf\u8ff0\uff1a\u7ed9\u5b9a\u4e00\u5f20\u56fe\u50cf\uff0cLLaVA \u53ef\u4ee5\u751f\u6210\u63cf\u8ff0\u8be5\u56fe\u50cf\u7684\u6587\u5b57\u3002<br>\u56fe\u50cf\u67e5\u8be2\uff1a\u7528\u6237\u53ef\u4ee5\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u6765\u67e5\u8be2\u56fe\u50cf\uff0cLLaVA \u53ef\u4ee5\u8fd4\u56de\u4e0e\u67e5\u8be2\u76f8\u5173\u7684\u56fe\u50cf\u3002<br>\u56fe\u50cf\u751f\u6210\uff1a\u7528\u6237\u53ef\u4ee5\u63d0\u4f9b\u63cf\u8ff0\uff0cLLaVA \u53ef\u4ee5\u751f\u6210\u7b26\u5408\u63cf\u8ff0\u7684\u56fe\u50cf\u3002<br>\u89c6\u89c9\u95ee\u7b54\uff1a\u7528\u6237\u53ef\u4ee5\u63d0\u51fa\u5173\u4e8e\u56fe\u50cf\u7684\u95ee\u9898\uff0cLLaVA \u53ef\u4ee5\u56de\u7b54\u8fd9\u4e9b\u95ee\u9898\u3002<br>LLaVA \u8fd8\u5904\u4e8e\u5f00\u53d1\u9636\u6bb5\uff0c\u4f46\u5b83\u5df2\u7ecf\u53d6\u5f97\u4e86\u4e00\u4e9b\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u6210\u679c\u3002\u4f8b\u5982\uff0c\u5728\u56fe\u50cf\u63cf\u8ff0\u4efb\u52a1\u4e0a\uff0cLLaVA \u7684\u8868\u73b0\u4e0e\u4eba\u7c7b\u76f8\u4f3c\u3002\u5728\u56fe\u50cf\u67e5\u8be2\u4efb\u52a1\u4e0a\uff0cLLaVA \u53ef\u4ee5\u51c6\u786e\u5730\u8fd4\u56de\u4e0e\u67e5\u8be2\u76f8\u5173\u7684\u56fe\u50cf\u3002\u5728\u56fe\u50cf\u751f\u6210\u4efb\u52a1\u4e0a\uff0cLLaVA \u53ef\u4ee5\u751f\u6210\u903c\u771f\u7684\u56fe\u50cf\u3002\u5728\u89c6\u89c9\u95ee\u7b54\u4efb\u52a1\u4e0a\uff0cLLaVA \u53ef\u4ee5\u56de\u7b54\u6709\u5173\u56fe\u50cf\u7684\u5f00\u653e\u5f0f\u95ee\u9898\u3002<br>LLaVA \u5177\u6709\u5e7f\u6cdb\u7684\u5e94\u7528\u6f5c\u529b\uff0c\u5b83\u53ef\u4ee5\u7528\u4e8e\u5404\u79cd\u9700\u8981\u89c6\u89c9\u548c\u8bed\u8a00\u7406\u89e3\u7684\u4efb\u52a1\uff0c\u4f8b\u5982\uff1a<br>\u56fe\u50cf\u641c\u7d22<br>\u56fe\u50cf\u8bc6\u522b<br>\u56fe\u50cf\u751f\u6210<br>\u89c6\u89c9\u95ee\u7b54<br>\u865a\u62df\u52a9\u624b<br>\u540c\u6837\u7684\u8fd9\u513f\u6709\u4e00\u4e2a\u6f14\u793ademo\uff1a<a href=\"https:\/\/llava.hliu.cc\/\" target=\"_blank\" rel=\"noopener\" title>LLaVA (hliu.cc)<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><noscript><img decoding=\"async\" width=\"1024\" height=\"480\" src=\"http:\/\/xinyixx.com\/wp-content\/uploads\/2023\/10\/1-1-1024x480.png\" alt class=\"wp-image-2948\" srcset=\"https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/10\/1-1-1024x480.png 1024w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/10\/1-1-300x140.png 300w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/10\/1-1-768x360.png 768w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/10\/1-1-600x281.png 600w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/10\/1-1-945x443.png 945w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/10\/1-1.png 1529w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/noscript><img decoding=\"async\" width=\"1024\" height=\"480\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%201024%20480%22%3E%3C%2Fsvg%3E\" alt class=\"wp-image-2948 lazyload\" 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data-src=\"http:\/\/xinyixx.com\/wp-content\/uploads\/2023\/10\/2-1-1024x596.png\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a21\u578b\u7684\u56de\u7b54\uff1a\u8fd9\u5f20\u7167\u7247\u7684\u4e0d\u5bfb\u5e38\u4e4b\u5904\u5728\u4e8e\uff0c\u4e00\u540d\u7537\u5b50\u7ad9\u5728\u884c\u9a76\u4e2d\u7684\u6c7d\u8f66\u540e\u5ea7\u4e0a\u71a8\u70eb\u8863\u670d\u3002\u8fd9\u4e0d\u662f\u4e00\u4e2a\u5178\u578b\u7684\u573a\u666f\uff0c\u56e0\u4e3a\u71a8\u70eb\u8863\u670d\u901a\u5e38\u662f\u5728\u5ba4\u5185\uff0c\u5728\u66f4\u53d7\u63a7\u7684\u73af\u5883\u4e2d\u5b8c\u6210\u7684\uff0c\u800c\u4e0d\u662f\u5728\u6c7d\u8f66\u884c\u9a76\u65f6\u3002\u8fd9\u4e2a\u4eba\u5728\u6c7d\u8f66\u540e\u90e8\u5e73\u8861\u548c\u6267\u884c\u8fd9\u9879\u4efb\u52a1\u7684\u80fd\u529b\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u4e14\u975e\u5e38\u89c4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u518d\u4e0a\u4f20\u4e00\u4e2a\u6709\u8da3\u7684\u4f8b\u5b50\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><noscript><img decoding=\"async\" width=\"1024\" height=\"599\" src=\"http:\/\/xinyixx.com\/wp-content\/uploads\/2023\/10\/3-2-1024x599.png\" alt class=\"wp-image-2953\" srcset=\"https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/10\/3-2-1024x599.png 1024w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/10\/3-2-300x175.png 300w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/10\/3-2-768x449.png 768w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/10\/3-2-600x351.png 600w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/10\/3-2-945x553.png 945w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/10\/3-2.png 1089w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/noscript><img decoding=\"async\" width=\"1024\" height=\"599\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%201024%20599%22%3E%3C%2Fsvg%3E\" alt class=\"wp-image-2953 lazyload\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%201024%20599%22%3E%3C%2Fsvg%3E 1024w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" data-srcset=\"https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/10\/3-2-1024x599.png 1024w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/10\/3-2-300x175.png 300w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/10\/3-2-768x449.png 768w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/10\/3-2-600x351.png 600w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/10\/3-2-945x553.png 945w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/10\/3-2.png 1089w\" data-src=\"http:\/\/xinyixx.com\/wp-content\/uploads\/2023\/10\/3-2-1024x599.png\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u52a9\u624b\u7684\u56de\u7b54\uff1a\u5728\u5e73\u9759\u7684\u6e56\u9762\u4e0a\u53c2\u89c2\u7801\u5934\u65f6\uff0c\u6709\u51e0\u4ef6\u4e8b\u9700\u8981\u5c0f\u5fc3\u3002\u9996\u5148\uff0c\u786e\u4fdd\u60a8\u7a7f\u7740\u5408\u9002\u7684\u978b\u5b50\uff0c\u5177\u6709\u826f\u597d\u7684\u7275\u5f15\u529b\uff0c\u56e0\u4e3a\u7801\u5934\u53ef\u80fd\u6f6e\u6e7f\u6216\u6e7f\u6ed1\uff0c\u4f1a\u589e\u52a0\u6ed1\u5012\u548c\u8dcc\u5012\u7684\u98ce\u9669\u3002\u5176\u6b21\uff0c\u8bf7\u6ce8\u610f\u5929\u6c14\u72b6\u51b5\uff0c\u56e0\u4e3a\u56fe\u50cf\u663e\u793a\u591a\u4e91\u7684\u5929\u7a7a\uff0c\u8fd9\u53ef\u80fd\u8868\u660e\u4e0b\u96e8\u6216\u5929\u6c14\u7a81\u7136\u53d8\u5316\u7684\u53ef\u80fd\u6027\u3002\u4e3a\u4efb\u4f55\u610f\u5916\u7684\u5929\u6c14\u53d8\u5316\u505a\u597d\u51c6\u5907\u5e76\u51c6\u5907\u5408\u9002\u7684\u8863\u670d\u548c\u88c5\u5907\u81f3\u5173\u91cd\u8981\u3002\u6700\u540e\uff0c\u6ce8\u610f\u5468\u56f4\u7684\u73af\u5883\uff0c\u5e76\u4e0e\u7801\u5934\u8fb9\u7f18\u4fdd\u6301\u5b89\u5168\u8ddd\u79bb\uff0c\u4ee5\u514d\u610f\u5916\u6389\u5165\u6c34\u4e2d\u3002\u5982\u679c\u60a8\u8ba1\u5212\u6e38\u6cf3\u6216\u4ece\u4e8b\u6c34\u4e0a\u6d3b\u52a8\uff0c\u8bf7\u786e\u4fdd\u60a8\u5177\u5907\u5fc5\u8981\u7684\u6280\u80fd\u548c\u5b89\u5168\u8bbe\u5907\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u8fd9\u53ef\u4ee5\u770b\u5230AI\u5b8c\u5168\u80fd\u591f\u7406\u89e3\u56fe\u7247\u7684\u5185\u5bb9\uff0c\u5e76\u51c6\u786e\u5730\u5c06\u5176\u63cf\u8ff0\u51fa\u6765\u3002\u5e76\u80fd\u591f\u975e\u5e38\u8be6\u7ec6\u5730\u63d0\u51fa\u53ef\u80fd\u51fa\u73b0\u7684\u60c5\u51b5\u53ca\u5e94\u5bf9\u5bf9\u7b56\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u8fd9\u91cc\u81ea\u5df1\u518d\u4e0a\u4f20\u4e00\u4e2a\u81ea\u5df1\u7528AI\u751f\u6210\u7684\u56fe\u7247\uff0c\u7136\u540e\u540c\u5b83\u5bf9\u8bdd\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><noscript><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"http:\/\/xinyixx.com\/wp-content\/uploads\/2023\/10\/4-1-1024x576.png\" alt class=\"wp-image-2955\" srcset=\"https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/10\/4-1-1024x576.png 1024w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/10\/4-1-300x169.png 300w, 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