{"id":53768,"date":"2025-02-16T10:45:26","date_gmt":"2025-02-16T02:45:26","guid":{"rendered":"https:\/\/fwq.ai\/blog\/53768\/"},"modified":"2025-02-16T10:45:26","modified_gmt":"2025-02-16T02:45:26","slug":"10%e4%b8%aa%e6%9c%80%e5%a5%bd%e7%9a%84%e5%a4%9a%e6%a8%a1%e6%80%81%e6%95%b0%e6%8d%ae%e9%9b%86","status":"publish","type":"post","link":"https:\/\/fwq.ai\/blog\/53768\/","title":{"rendered":"10\u4e2a\u6700\u597d\u7684\u591a\u6a21\u6001\u6570\u636e\u96c6"},"content":{"rendered":"<p>\u591a\u6a21\u6001\u6570\u636e\u96c6\u5c31\u50cf\u662f\u6211\u4eec\u611f\u5b98\u7684\u6570\u5b57\u7b49\u4ef7\u7269\u3002\u5c31\u50cf\u6211\u4eec\u7528\u89c6\u89c9\u3001\u58f0\u97f3\u548c\u89e6\u89c9\u6765\u89e3\u91ca\u4e16\u754c\u4e00\u6837\uff0c\u8fd9\u4e9b\u6570\u636e\u96c6\u7ed3\u5408\u4e86\u5404\u79cd\u6570\u636e\u683c\u5f0f\uff08\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u9891\u548c\u89c6\u9891\uff09\uff0c\u4ee5\u63d0\u4f9b\u5bf9\u5185\u5bb9\u7684\u66f4\u4e30\u5bcc\u7684\u7406\u89e3\u3002<\/p>\n<p>\u53ef\u4ee5\u8fd9\u6837\u60f3\uff1a\u5982\u679c\u4f60\u8bd5\u56fe\u4ec5\u901a\u8fc7\u9605\u8bfb\u5267\u672c\u6765\u7406\u89e3\u4e00\u90e8\u7535\u5f71\uff0c\u90a3\u4e48\u4f60\u5c31\u4f1a\u9519\u8fc7\u8ba9\u6545\u4e8b\u6829\u6829\u5982\u751f\u7684\u89c6\u89c9\u548c\u542c\u89c9\u5143\u7d20\u3002\u591a\u6a21\u6001\u6570\u636e\u96c6\u63d0\u4f9b\u4e86\u90a3\u4e9b\u7f3a\u5931\u7684\u90e8\u5206\uff0c\u4f7f\u4eba\u5de5\u667a\u80fd\u80fd\u591f\u6355\u6349\u5230\u5982\u679c\u5c40\u9650\u4e8e\u5355\u4e00\u7c7b\u578b\u7684\u6570\u636e\u5c31\u4f1a\u4e22\u5931\u7684\u7ec6\u5fae\u5dee\u522b\u548c\u80cc\u666f\u3002<\/p>\n<p>\u53e6\u4e00\u4e2a\u4f8b\u5b50\u662f\u5206\u6790\u533b\u5b66\u56fe\u50cf\u548c\u60a3\u8005\u8bb0\u5f55\u3002\u8fd9\u79cd\u65b9\u6cd5\u53ef\u4ee5\u63ed\u793a\u5982\u679c\u5355\u72ec\u68c0\u67e5\u6bcf\u79cd\u7c7b\u578b\u7684\u6570\u636e\u53ef\u80fd\u4f1a\u9057\u6f0f\u7684\u6a21\u5f0f\uff0c\u4ece\u800c\u5bfc\u81f4\u75be\u75c5\u8bca\u65ad\u65b9\u9762\u7684\u7a81\u7834\u3002\u8fd9\u5c31\u50cf\u7ec4\u88c5\u591a\u4e2a\u62fc\u56fe\u5757\u4ee5\u521b\u5efa\u66f4\u6e05\u6670\u3001\u66f4\u5168\u9762\u7684\u753b\u9762\u3002<\/p>\n<p>\u5728\u8fd9\u7bc7\u535a\u5ba2\u4e2d\uff0c\u6211\u4eec\u6536\u96c6\u4e86\u6700\u597d\u7684\u591a\u6a21\u6001\u6570\u636e\u96c6\u4ee5\u53ca\u8fd9\u4e9b\u6570\u636e\u6e90\u7684\u94fe\u63a5\u3002\u8fd9\u4e9b\u6570\u636e\u96c6\u5bf9\u4e8e\u591a\u6a21\u6001\u6df1\u5ea6\u5b66\u4e60\u81f3\u5173\u91cd\u8981\uff0c\u591a\u6a21\u6001\u6df1\u5ea6\u5b66\u4e60\u9700\u8981\u6574\u5408\u591a\u4e2a\u6570\u636e\u6e90\u6765\u63d0\u9ad8\u56fe\u50cf\u5b57\u5e55\u3001\u60c5\u7eea\u5206\u6790\u3001\u533b\u7597\u8bca\u65ad\u3001\u89c6\u9891\u5206\u6790\u3001\u8bed\u97f3\u8bc6\u522b\u3001\u60c5\u7eea\u8bc6\u522b\u3001\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u548c\u8de8\u6a21\u6001\u68c0\u7d22\u7b49\u4efb\u52a1\u7684\u6027\u80fd\u3002<\/p>\n<h2>0\u3001\u4ec0\u4e48\u662f\u591a\u6a21\u6001\u6df1\u5ea6\u5b66\u4e60\uff1f<\/h2>\n<p>\u591a\u6a21\u6001\u6df1\u5ea6\u5b66\u4e60\u662f\u673a\u5668\u5b66\u4e60\u7684\u4e00\u4e2a\u5b50\u9886\u57df\uff0c\u6d89\u53ca\u4f7f\u7528\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u540c\u65f6\u5206\u6790\u548c\u6574\u5408\u6765\u81ea\u591a\u4e2a\u6570\u636e\u6e90\u548c\u6a21\u6001\uff08\u5982\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u9891\u548c\u89c6\u9891\uff09\u7684\u6570\u636e\u3002\u8fd9\u79cd\u65b9\u6cd5\u4f7f\u7528\u6765\u81ea\u4e0d\u540c\u7c7b\u578b\u6570\u636e\u7684\u4e92\u8865\u4fe1\u606f\u6765\u63d0\u9ad8\u6a21\u578b\u6027\u80fd\uff0c\u4ece\u800c\u5b9e\u73b0\u589e\u5f3a\u56fe\u50cf\u5b57\u5e55\u3001\u89c6\u542c\u8bed\u97f3\u8bc6\u522b\u548c\u8de8\u6a21\u6001\u68c0\u7d22\u7b49\u4efb\u52a1\u3002<\/p>\n<p> 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(VQA) \u548c\u56fe\u50cf\u751f\u6210\u7b49\u66f4\u590d\u6742\u7684\u4efb\u52a1\u6210\u4e3a\u53ef\u80fd\u3002<\/li>\n<li>\u591a\u6a21\u6001\u6570\u636e\u96c6\u4e3a\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u5927\u578b\u8bed\u8a00\u6a21\u578b\u3001\u589e\u5f3a\u73b0\u5b9e\u3001\u673a\u5668\u4eba\u6280\u672f\u3001\u6587\u672c\u5230\u56fe\u50cf\u751f\u6210\u3001VQA\u3001NLP \u548c\u533b\u5b66\u56fe\u50cf\u5206\u6790\u7b49\u65b0\u5e94\u7528\u5f00\u8f9f\u4e86\u53ef\u80fd\u6027\u3002<\/li>\n<li>\u901a\u8fc7\u6574\u5408\u6765\u81ea\u4e0d\u540c\u6a21\u6001\u6570\u636e\u6e90\u7684\u4fe1\u606f\uff0c\u6a21\u578b\u53ef\u4ee5\u66f4\u597d\u5730\u7406\u89e3\u89c6\u89c9\u6570\u636e\u7684\u4e0a\u4e0b\u6587\uff0c\u4ece\u800c\u4ea7\u751f\u66f4\u667a\u80fd\u3001\u66f4\u50cf\u4eba\u7c7b\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u3002<\/li>\n<\/ul>\n<h2>1\u3001Flickr30K Entities\u6570\u636e\u96c6<\/h2>\n<p>Flickr30K Entities\u6570\u636e\u96c6\u4e13\u95e8\u7528\u4e8e\u6539\u8fdb\u81ea\u52a8\u56fe\u50cf\u63cf\u8ff0\u7814\u7a76\u5e76\u4e86\u89e3\u8bed\u8a00\u5982\u4f55\u5f15\u7528\u56fe\u50cf\u4e2d\u7684\u5bf9\u8c61\u3002\u5b83\u4e3a\u56fe\u50cf\u6587\u672c\u7406\u89e3\u4efb\u52a1\u63d0\u4f9b\u4e86\u66f4\u8be6\u7ec6\u7684\u6807\u6ce8\u3002<\/p>\n<p>Flickr30K Entities\u6570\u636e\u96c6\u5efa\u7acb\u5728 Flickr30k \u6570\u636e\u96c6\u4e4b\u4e0a\uff0c\u5176\u4e2d\u5305\u542b\u4ece Flickr \u6536\u96c6\u7684 31K+ \u5e45\u56fe\u50cf\u3002Flickr30k Entities\u4e2d\u7684\u6bcf\u4e2a\u56fe\u50cf\u90fd\u4e0e\u4e94\u4e2a\u63cf\u8ff0\u56fe\u50cf\u5185\u5bb9\u7684\u4f17\u5305\u6807\u9898\u76f8\u5173\u8054\u3002\u6570\u636e\u96c6\u4e3a\u56fe\u50cf\u6807\u9898\u4e2d\u63d0\u5230\u7684\u6240\u6709\u5b9e\u4f53\uff08\u4eba\u3001\u7269\u4f53\u7b49\uff09\u6dfb\u52a0\u4e86\u8fb9\u754c\u6846\u6807\u6ce8\u3002<\/p>\n<p>Flickr30K 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Plummer\u3001Liwei Wang\u3001Chris M. Cervantes\u3001Juan C. 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Shamma\u3001Michael S. Bernstein\u3001Fei-Fei Li<\/li>\n<li>\u6570\u636e\u96c6\u5927\u5c0f\uff1a108,077 \u5f20\u771f\u5b9e\u4e16\u754c\u56fe\u50cf\u3001540 \u4e07\u4e2a\u533a\u57df\u63cf\u8ff0\u3001170 \u4e07\u4e2a VQA\u3001380 \u4e07\u4e2a\u5bf9\u8c61\u5b9e\u4f8b\u3001280 \u4e07\u4e2a\u5c5e\u6027\u3001230 \u4e07\u4e2a\u5173\u7cfb<\/li>\n<li>\u8bb8\u53ef\uff1aRanjay Krishna \u7684Visual Gnome\u5df2\u83b7\u5f97 Creative Commons Attribution 4.0 International \u8bb8\u53ef\u3002<\/li>\n<li>\u8bbf\u95ee\u94fe\u63a5\uff1a<\/li>\n<\/ul>\n<h2>3\u3001MuSe-CaR<\/h2>\n<p>MuSe-CaR\uff08\u6c7d\u8f66\u8bc4\u8bba\u4e2d\u7684\u591a\u6a21\u6001\u60c5\u7eea\u5206\u6790\uff09\u662f\u4e00\u4e2a\u591a\u6a21\u6001\u6570\u636e\u96c6\uff0c\u4e13\u95e8\u7528\u4e8e\u7814\u7a76\u7528\u6237\u751f\u6210\u7684\u89c6\u9891\u8bc4\u8bba\u201c\u771f\u5b9e\u201d\u73af\u5883\u4e2d\u7684\u60c5\u7eea\u5206\u6790\u3002<\/p>\n<p>MuSe-CaR \u7ed3\u5408\u4e86\u4e09\u79cd\u6a21\u6001\uff08\u5373\u6587\u672c\u3001\u97f3\u9891\u3001\u89c6\u9891\uff09\u6765\u7406\u89e3\u6c7d\u8f66\u8bc4\u8bba\u4e2d\u7684\u60c5\u7eea\u3002\u6587\u672c\u8bc4\u8bba\u4ee5\u53e3\u8bed\u5f62\u5f0f\u5448\u73b0\uff0c\u5728\u89c6\u9891\u5f55\u5236\u4e2d\u6355\u6349\u5230\uff0c\u97f3\u9891\u7531\u58f0\u97f3\u7279\u8d28\uff08\u5982\u97f3\u8c03\u3001\u97f3\u9ad8\u548c\u91cd\u97f3\uff09\u7ec4\u6210\uff0c\u4ee5\u63ed\u793a\u8bc4\u8bba\u7684\u60c5\u611f\u65b9\u9762\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u53e3\u8bed\uff0c\u89c6\u9891\u7531\u9762\u90e8\u8868\u60c5\u3001\u624b\u52bf\u548c\u6574\u4f53\u80a2\u4f53\u8bed\u8a00\u7ec4\u6210\uff0c\u4e3a\u8bc4\u8bba\u8005\u7684\u60c5\u7eea\u63d0\u4f9b\u989d\u5916\u7684\u7ebf\u7d22\u3002<\/p>\n<p>MuSe-CaR \u65e8\u5728\u901a\u8fc7\u63d0\u4f9b\u4e30\u5bcc\u7684\u6570\u636e\u96c6\u6765\u8bad\u7ec3\u548c\u8bc4\u4f30\u80fd\u591f\u7406\u89e3\u901a\u8fc7\u5404\u79cd\u6a21\u6001\u8868\u8fbe\u7684\u590d\u6742\u4eba\u7c7b\u60c5\u611f\u548c\u89c2\u70b9\u7684\u6a21\u578b\uff0c\u4ece\u800c\u63a8\u52a8\u591a\u6a21\u6001\u60c5\u7eea\u5206\u6790\u7684\u7814\u7a76\u3002<\/p>\n<ul>\n<li>\u7814\u7a76\u8bba\u6587\uff1a<\/li>\n<li>\u4f5c\u8005\uff1aLukas Stappen\u3001Alice Baird\u3001Lea Schumann\u3001Bj\u00f6rn Schuller<\/li>\n<li>\u6570\u636e\u96c6\u5927\u5c0f\uff1a40 \u5c0f\u65f6\u7528\u6237\u751f\u6210\u7684\u89c6\u9891\u6750\u6599\uff0c\u5305\u62ec\u6765\u81ea YouTube \u7684 350 \u591a\u6761\u8bc4\u8bba\u548c 70 \u4f4d\u4e3b\u6301\u4eba\uff08\u4ee5\u53ca 20 \u4f4d\u914d\u97f3\u89e3\u8bf4\u5458\uff09\u3002<\/li>\n<li>\u8bb8\u53ef\uff1a\u6700\u7ec8\u7528\u6237\u8bb8\u53ef\u534f\u8bae (EULA)<\/li>\n<li>\u8bbf\u95ee\u94fe\u63a5\uff1a<\/li>\n<\/ul>\n<h2>4\u3001CLEVR<\/h2>\n<p>CLEVR \u4ee3\u8868\u7ec4\u5408\u8bed\u8a00\u548c\u57fa\u672c\u89c6\u89c9\u63a8\u7406\uff0c\u662f\u4e00\u79cd\u591a\u6a21\u6001\u6570\u636e\u96c6\uff0c\u65e8\u5728\u8bc4\u4f30\u673a\u5668\u5b66\u4e60\u6a21\u578b\u4f7f\u7528\u89c6\u89c9\u4fe1\u606f\u548c\u81ea\u7136\u8bed\u8a00\u63a8\u7406\u7269\u7406\u4e16\u754c\u7684\u80fd\u529b\u3002\u5b83\u662f\u4e00\u4e2a\u5408\u6210\u7684\u591a\u6a21\u6001\u6570\u636e\u96c6\uff0c\u65e8\u5728\u6d4b\u8bd5 AI \u7cfb\u7edf\u5bf9\u89c6\u89c9\u573a\u666f\u8fdb\u884c\u590d\u6742\u63a8\u7406\u7684\u80fd\u529b\u3002<\/p>\n<p>CLEVR \u7ed3\u5408\u4e86\u4e24\u79cd\u6a21\u6001\uff0c\u5373\u89c6\u89c9\u548c\u6587\u672c\u3002\u89c6\u89c9\u6a21\u6001\u5305\u62ec\u5305\u542b\u5404\u79cd\u5bf9\u8c61\u7684\u6e32\u67d3 3D \u573a\u666f\u3002\u6bcf\u4e2a\u573a\u666f\u90fd\u6709\u4e00\u4e2a\u7b80\u5355\u7684\u80cc\u666f\u548c\u4e00\u7ec4\u5177\u6709\u4e0d\u540c\u5c5e\u6027\u7684\u7269\u4f53\uff0c\u5982\u5f62\u72b6\uff08\u7acb\u65b9\u4f53\u3001\u7403\u4f53\u3001\u5706\u67f1\u4f53\uff09\u3001\u5927\u5c0f\uff08\u5927\u3001\u5c0f\uff09\u3001\u989c\u8272\uff08\u7070\u8272\u3001\u7ea2\u8272\u3001\u84dd\u8272\u7b49\uff09\u548c\u6750\u6599\uff08\u6a61\u80f6\u3001\u91d1\u5c5e\uff09\u3002\u6587\u672c\u6a21\u6001\u5305\u62ec\u7528\u81ea\u7136\u8bed\u8a00\u63d0\u51fa\u7684\u6709\u5173\u573a\u666f\u7684\u95ee\u9898\u3002\u8fd9\u4e9b\u95ee\u9898\u8981\u6c42\u6a21\u578b\u4e0d\u4ec5\u8981\u201c\u770b\u5230\u201d\u7269\u4f53\uff0c\u8fd8\u8981\u7406\u89e3\u5b83\u4eec\u7684\u5173\u7cfb\u548c\u5c5e\u6027\uff0c\u4ee5\u4fbf\u51c6\u786e\u56de\u7b54\u3002<\/p>\n<p>CLEVR \u7528\u4e8e\u673a\u5668\u4eba\u548c\u5176\u4ed6\u9886\u57df\u7684\u89c6\u89c9\u63a8\u7406\u7b49\u5e94\u7528\u4e2d\uff0c\u4ee5\u5b9e\u65f6\u4e86\u89e3\u7269\u4f53\u4e4b\u95f4\u7684\u7a7a\u95f4\u5173\u7cfb\uff08\u4f8b\u5982\uff0c\u201c\u54ea\u4e2a\u7269\u4f53\u5728\u84dd\u8272\u6a61\u80f6\u7acb\u65b9\u4f53\u524d\u9762\uff1f\u201d\uff09\uff0c\u8ba1\u6570\u548c\u6bd4\u8f83\u4ee5\u679a\u4e3e\u5177\u6709\u7279\u5b9a\u5c5e\u6027\u7684\u7269\u4f53\uff08\u4f8b\u5982\uff0c\u201c\u6709\u591a\u5c11\u4e2a\u5c0f\u7403\u4f53\uff1f\u201d\uff09\uff0c\u4ee5\u53ca\u903b\u8f91\u63a8\u7406\u4ee5\u7406\u89e3\u573a\u666f\u548c\u95ee\u9898\u4ee5\u5f97\u51fa\u6b63\u786e\u7b54\u6848\uff0c\u5373\u4f7f\u7b54\u6848\u4e0d\u662f\u76f4\u63a5\u53ef\u89c1\u7684\uff08\u4f8b\u5982\uff0c\u201c\u6a61\u80f6\u7269\u4f53\u5b8c\u5168\u5728\u7acb\u65b9\u4f53\u540e\u9762\u3002\u5b83\u662f\u4ec0\u4e48\u989c\u8272\u7684\uff1f\u201d\uff09\u3002<\/p>\n<ul>\n<li>\u7814\u7a76\u8bba\u6587\uff1a<\/li>\n<li>\u4f5c\u8005\uff1aJustin Johnson\u3001Bharath Hariharan\u3001Laurens van der Maaten\u3001Fei-Fei Li\u3001Larry Zitnick\u3001Ross Girshick<\/li>\n<li>\u6570\u636e\u96c6\u5927\u5c0f\uff1a100,000 \u5f20\u56fe\u50cf\u3001864986 \u4e2a\u95ee\u9898\u3001849,980 \u4e2a\u7b54\u6848\u300185,000 \u4e2a\u573a\u666f\u56fe\u6ce8\u91ca\u548c\u529f\u80fd\u7a0b\u5e8f\u8868\u793a\u3002<\/li>\n<li>\u8bb8\u53ef\uff1aCreative Commons CC BY 4.0 \u8bb8\u53ef\u3002<\/li>\n<li>\u8bbf\u95ee\u94fe\u63a5\uff1a<\/li>\n<\/ul>\n<h2>5\u3001InternVid<\/h2>\n<p>InternVid \u662f\u4e00\u4e2a\u76f8\u5bf9\u8f83\u65b0\u7684\u591a\u6a21\u6001\u6570\u636e\u96c6\uff0c\u4e13\u95e8\u7528\u4e8e\u4f7f\u7528\u751f\u6210\u6a21\u578b\u8fdb\u884c\u89c6\u9891\u7406\u89e3\u548c\u751f\u6210\u76f8\u5173\u4efb\u52a1\u3002InternVid \u4e13\u6ce8\u4e8e\u89c6\u9891\u6587\u672c\u6a21\u6001\uff0c\u7ed3\u5408\u4e86\u5927\u91cf\u5305\u542b\u65e5\u5e38\u573a\u666f\u548c\u6d3b\u52a8\u7684\u89c6\u9891\uff0c\u5e76\u9644\u6709\u8be6\u7ec6\u7684\u5b57\u5e55\uff0c\u63cf\u8ff0\u89c6\u9891\u4e2d\u7684\u5185\u5bb9\u3001\u52a8\u4f5c\u548c\u5bf9\u8c61\u3002<\/p>\n<p>InternVid \u65e8\u5728\u652f\u6301\u5404\u79cd\u4e0e\u89c6\u9891\u76f8\u5173\u7684\u4efb\u52a1\uff0c\u4f8b\u5982\u89c6\u9891\u5b57\u5e55\u3001\u89c6\u9891\u7406\u89e3\u3001\u89c6\u9891\u68c0\u7d22\u548c\u89c6\u9891\u751f\u6210\u3002<\/p>\n<ul>\n<li>\u7814\u7a76\u8bba\u6587\uff1a<\/li>\n<li>\u4f5c\u8005\uff1aYi Wang, Yinan He, Yizhuo Li, Kunchang Li, Jiashuo Yu, Xin Ma, Xinhao Li, Guo Chen, Xinyuan Chen, Yaohui Wang, Conghui He, Ping Luo, Ziwei Liu, Yali Wang, LiMin Wang, Yu Qiao<\/li>\n<li>\u6570\u636e\u96c6\u5927\u5c0f\uff1aInternVid \u6570\u636e\u96c6\u5305\u542b\u8d85\u8fc7 700 \u4e07\u4e2a\u89c6\u9891\uff0c\u65f6\u957f\u8fd1 76 \u4e07\u5c0f\u65f6\uff0c\u4ea7\u751f\u4e86 2.34 \u4ebf\u4e2a\u89c6\u9891\u7247\u6bb5\uff0c\u5e76\u9644\u6709\u603b\u8ba1 41 \u4ebf\u4e2a\u5355\u8bcd\u7684\u8be6\u7ec6\u63cf\u8ff0\u3002<\/li>\n<li>\u8bb8\u53ef\uff1aInternVid \u6570\u636e\u96c6\u6839\u636e Apache \u8bb8\u53ef 2.0 \u83b7\u5f97\u8bb8\u53ef<\/li>\n<li>\u8bbf\u95ee\u94fe\u63a5\uff1a<\/li>\n<\/ul>\n<h2>6\u3001MovieQA<\/h2>\n<p>MovieQA \u662f\u4e00\u4e2a\u591a\u6a21\u6001\u6570\u636e\u96c6\uff0c\u4e13\u95e8\u4e3a\u4f7f\u7528\u6587\u672c\u548c\u89c6\u9891\u4fe1\u606f\u8fdb\u884c\u89c6\u9891\u95ee\u7b54 (VideoQA) \u4efb\u52a1\u800c\u8bbe\u8ba1\u3002<\/p>\n<p>MovieQA \u7ed3\u200b\u200b\u5408\u4e86\u4e09\u79cd\u6a21\u6001\uff0c\u5373\u89c6\u9891\u3001\u6587\u672c\u548c\u95ee\u7b54\u5bf9\u3002\u8be5\u6570\u636e\u96c6\u7531\u6765\u81ea\u5404\u79cd\u7535\u5f71\u526a\u8f91\u7684\u89c6\u9891\u526a\u8f91\u7ec4\u6210\uff0c\u5e76\u914d\u6709\u5b57\u5e55\u6216\u6587\u5b57\u8bb0\u5f55\uff0c\u63d0\u4f9b\u53e3\u5934\u5bf9\u8bdd\u548c\u5c4f\u5e55\u52a8\u4f5c\u7684\u6587\u672c\u63cf\u8ff0\u3002<\/p>\n<p>\u6bcf\u4e2a\u89c6\u9891\u526a\u8f91\u90fd\u4e0e\u591a\u4e2a\u95ee\u9898\u914d\u5bf9\uff0c\u8fd9\u4e9b\u95ee\u9898\u9700\u8981\u7406\u89e3\u89c6\u9891\u7684\u89c6\u89c9\u5185\u5bb9\u548c\u5b57\u5e55\/\u6587\u5b57\u8bb0\u5f55\u4e2d\u7684\u6587\u672c\u4fe1\u606f\u624d\u80fd\u51c6\u786e\u56de\u7b54\u3002<\/p>\n<p>MovieQA \u65e8\u5728\u8bc4\u4f30\u6a21\u578b\u5bf9\u89c6\u9891\u526a\u8f91\u4e2d\u53d1\u751f\u7684\u52a8\u4f5c\u3001\u4ea4\u4e92\u548c\u4e8b\u4ef6\u7684\u7406\u89e3\u7a0b\u5ea6\u3002\u5b83\u53ef\u4ee5\u5229\u7528\u5b57\u5e55\/\u6587\u5b57\u8bb0\u5f55\u7b49\u6587\u672c\u4fe1\u606f\u6765\u8865\u5145\u89c6\u89c9\u7406\u89e3\u5e76\u56de\u7b54\u53ef\u80fd\u9700\u8981\u4e24\u79cd\u6a21\u6001\u4fe1\u606f\u7684\u95ee\u9898\u5e76\u63d0\u4f9b\u4fe1\u606f\u4e30\u5bcc\u7684\u7b54\u6848\u3002<\/p>\n<ul>\n<li>\u7814\u7a76\u8bba\u6587\uff1a<\/li>\n<li>\u4f5c\u8005\uff1aMakarand Tapaswi\u3001Yukun Zhu\u3001Rainer Stiefelhagen\u3001Antonio Torralba\u3001Raquel Urtasun\u3001Sanja Fidler<\/li>\n<li>\u6570\u636e\u96c6\u5927\u5c0f\uff1a\u8be5\u6570\u636e\u96c6\u5305\u542b 15,000 \u4e2a\u95ee\u9898\uff0c\u6d89\u53ca 400 \u90e8\u5177\u6709\u9ad8\u5ea6\u8bed\u4e49\u591a\u6837\u6027\u7684\u7535\u5f71\u3002<\/li>\n<li>\u8bb8\u53ef\u8bc1\uff1a\u672a\u77e5<\/li>\n<li>\u8bbf\u95ee\u94fe\u63a5\uff1a<\/li>\n<\/ul>\n<h2>7\u3001MSR-VTT<\/h2>\n<p>MSR-VTT \u4ee3\u8868 Microsoft Research Video to Text\uff0c\u662f\u4e00\u4e2a\u5927\u578b\u591a\u6a21\u6001\u6570\u636e\u96c6\uff0c\u65e8\u5728\u8bad\u7ec3\u548c\u8bc4\u4f30\u81ea\u52a8\u89c6\u9891\u5b57\u5e55\u4efb\u52a1\u7684\u6a21\u578b\u3002MSR-VTT \u7684\u4e3b\u8981\u91cd\u70b9\u662f\u8bad\u7ec3\u80fd\u591f\u6839\u636e\u89c6\u89c9\u5185\u5bb9\u81ea\u52a8\u4e3a\u672a\u770b\u8fc7\u7684\u89c6\u9891\u751f\u6210\u5b57\u5e55\u7684\u6a21\u578b\u3002<\/p>\n<p>MSR-VTT 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