{"id":35870,"date":"2025-01-02T11:00:11","date_gmt":"2025-01-02T03:00:11","guid":{"rendered":"https:\/\/17aitech.com\/?p=35870"},"modified":"2025-01-02T11:00:11","modified_gmt":"2025-01-02T03:00:11","slug":"eccv2024-oral-%e7%ac%ac%e4%b8%80%e8%a7%86%e8%a7%92%e4%b8%8b%e7%9a%84%e5%8a%a8%e4%bd%9c%e5%9b%be%e5%83%8f%e7%94%9f%e6%88%90%ef%bc%8cmeta%e7%ad%89%e6%8f%90%e5%87%balego%e6%a8%a1%e5%9e%8b","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35870","title":{"rendered":"ECCV2024 Oral | \u7b2c\u4e00\u89c6\u89d2\u4e0b\u7684\u52a8\u4f5c\u56fe\u50cf\u751f\u6210\uff0cMeta\u7b49\u63d0\u51faLEGO\u6a21\u578b"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-02\" target=\"_blank\">ECCV2024 Oral | \u7b2c\u4e00\u89c6\u89d2\u4e0b\u7684\u52a8\u4f5c\u56fe\u50cf\u751f\u6210\uff0cMeta\u7b49\u63d0\u51faLEGO\u6a21\u578b<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e21d3b19dcffd5e3c030658faa47d8c5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e21d3b19dcffd5e3c030658faa47d8c5.png\"><\/a><\/section>\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><strong>\u672c\u6587\u7684\u4f5c\u8005\u4e3b\u8981\u6765\u81ea\u4e8e Meta \u548c\u4f50\u6cbb\u4e9a\u7406\u5de5\u5927\u5b66\u3002\u7b2c\u4e00\u4f5c\u8005\u662f\u4f50\u6cbb\u4e9a\u7406\u5de5\u673a\u5668\u5b66\u4e60\u4e13\u4e1a\u7684\u535a\u58eb\u751f\u8d56\u67cf\u9716\uff08\u76ee\u524d\u4e5f\u662f UIUC \u7684\u8bbf\u95ee\u5b66\u751f\uff09\uff0c\u5bfc\u5e08\u4e3a James Rehg \u6559\u6388\uff08\u5df2\u8f6c\u5165 UIUC\uff09\uff0c\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u662f\u591a\u6a21\u6001\u5b66\u4e60\uff0c\u751f\u6210\u6a21\u578b\u548c\u89c6\u9891\u7406\u89e3\uff0c\u5e76\u5728 CVPR\u3001ECCV\u3001BMVC\u3001ACL \u7b49\u4f1a\u8bae\u53d1\u8868\u76f8\u5173\u8bba\u6587\uff0c\u53c2\u4e0e Meta \u4e3b\u5bfc\u7684 EgoExo4D \u9879\u76ee\uff0c\u672c\u6587\u5de5\u4f5c\u662f\u8d56\u67cf\u9716\u5728 Meta \u7684 GenAI \u90e8\u95e8\u5b9e\u4e60\u65f6\u5b8c\u6210\uff0c\u5176\u4f59\u4f5c\u8005\u5747\u4e3a Meta \u7684\u7814\u7a76\u79d1\u5b66\u5bb6\u3002<\/strong><\/p>\n<p><strong>\u4f5c\u8005\u4e3b\u9875\uff1ahttps:\/\/bolinlai.github.io\/<\/strong><\/p>\n<p>\u5f53\u4eba\u4eec\u5728\u65e5\u5e38\u751f\u6d3b\u548c\u5de5\u4f5c\u4e2d\u9700\u8981\u5b8c\u6210\u4e00\u9879\u81ea\u5df1\u4e0d\u719f\u6089\u7684\u4efb\u52a1\uff0c\u6216\u8005\u4e60\u5f97\u4e00\u9879\u65b0\u6280\u80fd\u7684\u65f6\u5019\uff0c\u5982\u4f55\u80fd\u5feb\u901f\u5b66\u4e60\uff0c\u5b9e\u73b0\u6280\u80fd\u8fc1\u79fb\uff08skill transfer\uff09\u6210\u4e3a\u4e00\u4e2a\u96be\u70b9\u3002\u66fe\u7ecf\u4eba\u4eec\u6700\u4f9d\u8d56\u7684\u5de5\u5177\u662f\u641c\u7d22\u5f15\u64ce\uff0c\u7528\u6237\u9700\u8981\u81ea\u5df1\u4ece\u5927\u91cf\u7684\u641c\u7d22\u7ed3\u679c\u4e2d\u7b5b\u9009\u51fa\u7b54\u6848\u3002\u6700\u8fd1\u51e0\u5e74\u51fa\u73b0\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u53ef\u4ee5\u4f9d\u636e\u7528\u6237\u7684\u95ee\u9898\u5f52\u7eb3\u751f\u6210\u7b54\u6848\uff0c\u6781\u5927\u5730\u63d0\u5347\u4e86\u56de\u590d\u7684\u51c6\u786e\u7387\u548c\u9488\u5bf9\u6027 (\u5982\u56fe 1 \u6240\u793a)\uff0c\u7136\u800c\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u7684\u56de\u590d\u901a\u5e38\u975e\u5e38\u7e41\u7410\u5197\u957f\uff0c\u800c\u4e14\u5305\u542b\u8bf8\u591a\u7b3c\u7edf\u7684\u63cf\u8ff0\uff0c\u5e76\u6ca1\u6709\u9488\u5bf9\u7279\u5b9a\u7528\u6237\u5f53\u4e0b\u7684\u73af\u5883\u8fdb\u884c\u5b9a\u5236\u5316\u7684\u56de\u5e94\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c6ff3e6543eed9a954c3e0a8227141c4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c6ff3e6543eed9a954c3e0a8227141c4.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 1\uff1a\u5bf9\u4e8e\u540c\u4e00\u4e2a\u95ee\u9898\uff0c\u672c\u6587\u63d0\u51fa\u7684 LEGO \u6a21\u578b\u76f4\u63a5\u751f\u6210\u56fe\u7247\u6559\u7a0b\uff0c\u76f8\u6bd4\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u56de\u5e94\u66f4\u52a0\u5177\u6709\u9488\u5bf9\u6027\u3002<\/sup><\/em><\/p>\n<p>\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\u9010\u6e10\u83b7\u5f97\u7406\u89e3\u56fe\u7247\u7684\u80fd\u529b\uff0c\u4e00\u4e2a\u7b80\u5355\u76f4\u63a5\u7684\u89e3\u51b3\u65b9\u6848\u662f\u7528\u6237\u5728\u63d0\u51fa\u95ee\u9898\u7684\u540c\u65f6\u4e5f\u63d0\u4f9b\u4e00\u5f20\u5305\u542b\u773c\u524d\u573a\u666f\u7684\u7167\u7247\uff0c\u8fd9\u6837\u6a21\u578b\u4fbf\u53ef\u4ee5\u6839\u636e\u7528\u6237\u5f53\u4e0b\u7684\u73af\u5883\u6765\u751f\u6210\u66f4\u51c6\u786e\u76f4\u63a5\u7684\u6307\u4ee4\uff0c\u4ece\u800c\u8ba9\u4eba\u4eec\u66f4\u5bb9\u6613\u8ddf\u968f\u6307\u4ee4\u5b8c\u6210\u4efb\u52a1\u3002\u90a3\u662f\u5426\u6709\u6bd4\u8fd9\u66f4\u7b80\u5355\u76f4\u63a5\u7684\u65b9\u6cd5\u5462\uff1f<strong>\u4e4b\u524d\u7684\u795e\u7ecf\u79d1\u5b66\u7814\u7a76\u8868\u660e\uff0c\u4eba\u7c7b\u5927\u8111\u5904\u7406\u56fe\u7247\u7684\u901f\u5ea6\u8981\u8fdc\u5feb\u4e8e\u5904\u7406\u6587\u5b57\uff0c\u5982\u679c\u6a21\u578b\u53ef\u4ee5\u76f4\u63a5\u751f\u6210\u4e00\u5f20\u56fe\u7247\u6765\u7ed9\u7528\u6237\u5c55\u793a\u5982\u4f55\u6267\u884c\u4e0b\u4e00\u6b65\uff0c\u4fbf\u53ef\u4ee5\u8fdb\u4e00\u6b65\u63d0\u5347\u4eba\u4eec\u7684\u5b66\u4e60\u6548\u7387\u3002<\/strong><\/p>\n<p>\u5728\u4eca\u5e74\u7684 ECCV Oral Session\uff0c\u6765\u81ea Meta\u3001\u4f50\u6cbb\u4e9a\u7406\u5de5\uff08Georgia Tech\uff09\u548c\u4f0a\u5229\u8bfa\u4f0a\u9999\u69df\u5206\u6821\uff08UIUC\uff09\u7684\u7814\u7a76\u8005\u4eec\u63d0\u51fa\u4e00\u4e2a\u65b0\u7684\u7814\u7a76\u95ee\u9898\uff1a<strong>\u5982\u4f55\u57fa\u4e8e\u7528\u6237\u7684\u95ee\u9898\u548c\u5f53\u524d\u573a\u666f\u7684\u7167\u7247\uff0c\u751f\u6210\u540c\u4e00\u573a\u666f\u4e0b\u7684\u7b2c\u4e00\u89c6\u89d2\u7684\u52a8\u4f5c\u56fe\u50cf\uff0c\u4ece\u800c\u66f4\u51c6\u786e\u5730\u6307\u5bfc\u7528\u6237\u6267\u884c\u4e0b\u4e00\u6b65\u884c\u52a8\uff1f<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-67e25ee86bce27ea83ef245556f2ab52.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-67e25ee86bce27ea83ef245556f2ab52.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2312.03849<\/p>\n<\/li>\n<li>\n<p>\u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/bolinlai.github.io\/Lego_EgoActGen\/<\/p>\n<\/li>\n<li>\n<p>\u5f00\u6e90\u4ee3\u7801\uff1ahttps:\/\/github.com\/BolinLai\/LEGO<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u6311\u6218\u548c\u89e3\u51b3\u65b9\u6848<\/strong><\/p>\n<p>\u76ee\u524d\u6709\u4f17\u591a\u5927\u6a21\u578b\u5728\u56fe\u7247\u751f\u6210\u4efb\u52a1\u4e0a\u53d6\u5f97\u4e86\u6781\u4f73\u7684\u6548\u679c\uff0c\u4f46\u8fd9\u4e9b\u6a21\u578b\u5728\u5e94\u7528\u5230\u672c\u6587\u63d0\u51fa\u7684\u52a8\u4f5c\u56fe\u50cf\u751f\u6210\u7684\u95ee\u9898\u65f6\uff0c\u6709\u4e24\u4e2a\u5c1a\u672a\u89e3\u51b3\u7684\u6311\u6218\uff08\u5982\u56fe 2 \u6240\u793a\uff09\uff1a\uff081\uff09\u5f53\u4e0b\u7684\u6570\u636e\u96c6\u4e2d\u7684\u52a8\u4f5c\u6807\u6ce8\u975e\u5e38\u7b80\u7565\uff08\u901a\u5e38\u4e3a\u52a8\u8bcd + \u540d\u8bcd\uff09\uff0c\u8fd9\u4f7f\u5f97\u6a21\u578b\u96be\u4ee5\u7406\u89e3\u52a8\u4f5c\u7684\u7ec6\u8282\uff1b\uff082\uff09\u73b0\u5b58\u6a21\u578b\u7684\u9884\u8bad\u7ec3\u6570\u636e\u57fa\u672c\u4e0a\u90fd\u662f\u7b2c\u4e09\u89c6\u89d2\u7684\u7269\u4f53\u6216\u8005\u573a\u666f\u56fe\u7247\uff0c\u5e76\u4e14\u6587\u672c\u4e2d\u9c9c\u6709\u52a8\u4f5c\u76f8\u5173\u7684\u63cf\u8ff0\uff0c\u8fd9\u4e0e\u672c\u6587\u4efb\u52a1\u4e2d\u6240\u4f7f\u7528\u7684\u6570\u636e\u4e4b\u95f4\u5b58\u5728\u5f88\u660e\u663e\u7684\u5dee\u8ddd\uff08domain gap\uff09\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-6608afa2b88ffbdcb567a6ca5c761a32.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-6608afa2b88ffbdcb567a6ca5c761a32.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 2\uff1a\u9762\u4e34\u7684\u6311\u6218\uff1a\uff081\uff09\u52a8\u4f5c\u7ec6\u8282\u7684\u7f3a\u5931\uff0c\uff082\uff09\u8bad\u7ec3\u6570\u636e\u4e0e\u73b0\u5b58\u6a21\u578b\u5b58\u5728\u5dee\u522b\u3002<\/sup><\/em><\/p>\n<p>\u9488\u5bf9\u8fd9\u4e24\u4e2a\u95ee\u9898\uff0c\u7814\u7a76\u8005\u4eec\u63d0\u51fa\u4f7f\u7528\u7b2c\u4e00\u89c6\u89d2\u7684\u52a8\u4f5c\u6570\u636e\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff08visual instruction tuning\uff09\u6765\u4e30\u5bcc\u52a8\u4f5c\u7684\u5177\u4f53\u7ec6\u8282\uff0c\u540c\u65f6\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u7684\u56fe\u50cf\u548c\u6587\u672c\u7279\u5f81\u4f5c\u4e3a\u6269\u6563\u6a21\u578b\u7684\u989d\u5916\u8f93\u5165\uff0c\u4ece\u800c\u7f29\u5c0f domain gap\u3002<\/p>\n<p><strong>\u57fa\u4e8e GPT \u7684\u6570\u636e\u6536\u96c6<\/strong><\/p>\n<p>\u4e3a\u4e86\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3\uff0c\u672c\u6587\u4f7f\u7528 GPT-3.5 \u6765\u6536\u96c6\u8be6\u7ec6\u7684\u52a8\u4f5c\u63cf\u8ff0\u4f5c\u4e3a\u8bad\u7ec3\u6570\u636e\uff08\u89c1\u56fe 3\uff09\uff0c\u5177\u4f53\u65b9\u6cd5\u4e3a\u5bf9\u4e8e\u5c11\u91cf\u6570\u636e\uff08\u672c\u6587\u4e2d\u4e3a 12 \u4e2a\u52a8\u4f5c\uff09\u8fdb\u884c\u4eba\u5de5\u6269\u5199\u52a8\u4f5c\u7ec6\u8282\uff0c\u7136\u540e\u5c06\u8fd9\u4e9b\u4eba\u5de5\u64b0\u5199\u7684\u63cf\u8ff0\u653e\u5165 GPT \u7684\u8f93\u5165\uff08prompt\uff09\u4e2d\u8fdb\u884c\u57fa\u4e8e\u4e0a\u4e0b\u6587\u7684\u5b66\u4e60\uff08in-context learning\uff09\uff0c\u540c\u65f6\u672c\u6587\u4f5c\u8005\u8fd8\u5c06\u7269\u4f53\u548c\u624b\u90e8\u7684\u5305\u56f4\u6846\uff08bounding box\uff09\u4e00\u8d77\u8f93\u5165\uff0c\u4ece\u800c\u4f7f GPT \u53ef\u4ee5\u7406\u89e3\u5f53\u524d\u73af\u5883\u4e0b\u7269\u4f53\u4e0e\u624b\u7684\u7a7a\u95f4\u4f4d\u7f6e\u4fe1\u606f\uff0c\u901a\u8fc7\u8fd9\u79cd\u65b9\u6848\uff0cGPT \u53ef\u4ee5\u6a21\u4eff\u5c11\u91cf\u4eba\u5de5\u6807\u6ce8\u7684\u6570\u636e\u6765\u751f\u6210\u5927\u91cf\u7684\u52a8\u4f5c\u63cf\u8ff0\uff0c\u8fd9\u4e9b\u91c7\u96c6\u5230\u7684\u6570\u636e\u4f1a\u88ab\u7528\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5fae\u8c03\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-6751426eb96ad30188640107dca156d5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-6751426eb96ad30188640107dca156d5.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 3\uff1a\u57fa\u4e8e GPT-3.5 \u7684\u8be6\u7ec6\u52a8\u4f5c\u63cf\u8ff0\u91c7\u96c6\u3002<\/sup><\/em><\/p>\n<p><strong>\u6a21\u578b\u7ed3\u6784\u548c\u65b9\u6cd5<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e62f1fb7366a962c6c9523761e989bf7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e62f1fb7366a962c6c9523761e989bf7.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 4\uff1a\u6a21\u578b\u7ed3\u6784\u3002<\/sup><\/em><\/p>\n<p>\u672c\u6587\u63d0\u51fa\u7684 LEGO \u6a21\u578b\u5206\u4e3a\u4e24\u4e2a\u6b65\u9aa4\uff1a\uff081\uff09\u5927\u8bed\u8a00\u6a21\u578b\u57fa\u4e8e\u89c6\u89c9\u6307\u4ee4\u7684\u5fae\u8c03\uff08visual instruction tuning\uff09\uff0c\uff082\uff09\u52a8\u4f5c\u56fe\u50cf\u751f\u6210\uff08action frame generation\uff09\u3002<\/p>\n<ul>\n<li>\n<p>\u57fa\u4e8e\u89c6\u89c9\u6307\u4ee4\u7684\u5fae\u8c03\uff08\u5982\u56fe 4a \u6240\u793a\uff09\uff1a\u672c\u6587\u5c06\u7528\u6237\u63d0\u4f9b\u7684\u5305\u542b\u5f53\u524d\u73af\u5883\u4fe1\u606f\u7684\u56fe\u7247\u8f93\u5165\u9884\u8bad\u7ec3\u597d\u7684\u56fe\u7247\u7f16\u7801\u5668\uff0c\u7136\u540e\u4f7f\u7528\u4e00\u5c42\u7ebf\u6027\u5c42\u5c06\u7279\u5f81\u6620\u5c04\u5230 LLM \u7684\u7279\u5f81\u7a7a\u95f4\uff0c\u4e0e\u7528\u6237\u7684\u95ee\u9898\u4e00\u8d77\u8f93\u5165 LLM \u4e2d\uff0cLLM \u53ef\u4ee5\u57fa\u4e8e\u56fe\u7247\u4fe1\u606f\u6765\u751f\u6210\u53ef\u4ee5\u76f4\u63a5\u5e94\u7528\u4e8e\u5f53\u524d\u73af\u5883\u7684\u8be6\u7ec6\u52a8\u4f5c\u6307\u4ee4\uff0c\u4ece\u800c\u4e3a\u52a8\u4f5c\u56fe\u50cf\u751f\u6210\u63d0\u4f9b\u66f4\u591a\u7684\u7ec6\u8282\uff0c\u89e3\u51b3\u4e86\u73b0\u6709\u6570\u636e\u96c6\u4e2d\u52a8\u4f5c\u6807\u6ce8\u8fc7\u4e8e\u7b80\u7565\u7684\u95ee\u9898\u3002<\/p>\n<\/li>\n<li>\n<p>\u52a8\u4f5c\u56fe\u50cf\u751f\u6210\uff08\u5982\u56fe 4b \u6240\u793a\uff09\uff1a\u672c\u6587\u4f7f\u7528\u9690\u7a7a\u95f4\u6269\u6563\u6a21\u578b\uff08latent diffusion model\uff09\u6765\u8fdb\u884c\u56fe\u50cf\u751f\u6210\uff0c\u8003\u8651\u5230\u672c\u6587\u6570\u636e\u548c\u73b0\u6709\u6a21\u578b\u9884\u8bad\u7ec3\u6570\u636e\u4e4b\u95f4\u7684\u5dee\u5f02\uff0c\u4f5c\u8005\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u7684\u56fe\u50cf\u7279\u5f81\u4ee5\u53ca\u6587\u672c\u7279\u5f81\u4e00\u8d77\u4f5c\u4e3a\u989d\u5916\u7684\u6761\u4ef6\uff08condition\uff09\uff0c\u548c\u52a8\u4f5c\u63cf\u8ff0\u4e00\u8d77\u8f93\u5165\u5230\u6269\u6563\u6a21\u578b\u4e2d\u3002\u4e3a\u4e86\u8fde\u63a5\u5927\u8bed\u8a00\u6a21\u578b\u548c\u6269\u6563\u6a21\u578b\u7684\u7279\u5f81\u7a7a\u95f4\uff0c\u4f5c\u8005\u4f7f\u7528\u4e86\u7ebf\u6027\u5c42\u6765\u6620\u5c04\u56fe\u7247\u7279\u5f81\uff1b\u5bf9\u4e8e\u6587\u672c\u7279\u5f81\uff0c\u672c\u6587\u5728\u7ebf\u6027\u5c42\u4e4b\u5916\u4f7f\u7528\u4e86\u4e24\u5c42\u81ea\u6ce8\u610f\u529b\uff08self-attention\uff09\u5c42\u6765\u83b7\u5f97\u6587\u672c\u6574\u4f53\u7684\u8bed\u4e49\uff1b\u5bf9\u4e8e\u52a8\u4f5c\u63cf\u8ff0\uff0c\u5219\u76f4\u63a5\u4f7f\u7528\u9884\u8bad\u7ec3\u7684\u6587\u672c\u7f16\u7801\u5668\u8fdb\u884c\u7279\u5f81\u63d0\u53d6\u3002<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u5bf9\u6bd4\u53ca\u6d88\u878d\u5b9e\u9a8c<\/strong><\/p>\n<p>\u672c\u65b9\u6cd5\u5728\u4e24\u4e2a\u5927\u578b\u7b2c\u4e00\u89c6\u89d2\u52a8\u4f5c\u6570\u636e\u96c6 &#8212; Ego4D \u548c Epic-Kitchens \u4e0a\u8fdb\u884c\u9a8c\u8bc1\uff0c\u7814\u7a76\u8005\u4eec\u5b9a\u4e49\u4e86\u6bcf\u4e2a\u52a8\u4f5c\u5f00\u59cb\u548c\u6b63\u5728\u8fdb\u884c\u65f6\u7684\u5173\u952e\u5e27\uff0c\u5e76\u4e14\u8fc7\u6ee4\u6389\u90e8\u5206\u4f4e\u8d28\u91cf\u7684\u6570\u636e\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e201df583c9f7b023afcc0594cd131f0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e201df583c9f7b023afcc0594cd131f0.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u8868 1\uff1a\u56fe\u50cf\u5bf9\u56fe\u50cf\uff08image-to-image\uff09\u8bc4\u6d4b\u7ed3\u679c\u3002<\/sup><\/em><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-edc5665ff27813bdf44b633cd92497c6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-edc5665ff27813bdf44b633cd92497c6.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u8868 2\uff1a\u56fe\u50cf\u5bf9\u6587\u5b57\uff08image-to-text\uff09\u8bc4\u6d4b\u7ed3\u679c\u3002<\/sup><\/em><sup>\u00a0 <\/sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-300d92f64af57ccde7f27cce6ef8acf9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-300d92f64af57ccde7f27cce6ef8acf9.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 5\uff1a\u7528\u6237\u8bc4\u6d4b\uff08user study\uff09\u7ed3\u679c\u3002<\/sup><\/em><\/p>\n<p>\u5b9e\u9a8c\u4e2d\uff0c\u4f5c\u8005\u5c06\u63d0\u51fa\u7684\u65b9\u6cd5\u4e0e\u591a\u4e2a\u56fe\u751f\u6210\u6a21\u578b\u5728\u591a\u4e2a\u6307\u6807\u4e0b\u8fdb\u884c\u5bf9\u6bd4\uff0c\u9664\u6b64\u4e4b\u5916\u8fd8\u7528\u4eba\u5de5\u8bc4\u6d4b\u7684\u65b9\u5f0f\u8fdb\u4e00\u6b65\u5de9\u56fa\u5b9e\u9a8c\u7ed3\u679c\u3002\u53ef\u4ee5\u770b\u5230\uff0c\u5728\u56fe\u50cf\u5bf9\u56fe\u50cf\uff08image-to-image\uff09\u7684\u516d\u4e2a\u6307\u6807\u4e2d\uff0cLEGO \u5728\u4e24\u4e2a\u6570\u636e\u96c6\u4e0a\u57fa\u672c\u90fd\u8d85\u8fc7\u4e86\u5bf9\u6bd4\u7684\u6a21\u578b\uff0c\u5373\u4f7f\u5728 Epic-Kitchens \u7684 FID \u6307\u6807\u4e2d\u7565\u4f4e\u4e8e IP2P\uff0c\u4f46\u4f9d\u7136\u662f\u7b2c\u4e8c\u597d\u7684\u6548\u679c\u3002\u9664\u6b64\u4e4b\u5916\uff0c\u672c\u6587\u8fd8\u4f7f\u7528\u56fe\u50cf\u5bf9\u6587\u672c\uff08image-to-text\uff09\u7684\u6307\u6807\u6765\u8bc4\u6d4b\u751f\u6210\u7684\u56fe\u7247\u662f\u5426\u6b63\u786e\u4f53\u73b0\u4e86\u52a8\u4f5c\u63cf\u8ff0\uff0c\u4ece\u7ed3\u679c\u53ef\u4ee5\u770b\u5230\uff0cLEGO \u4f9d\u7136\u5728\u4e24\u4e2a\u6570\u636e\u96c6\u4e0a\u83b7\u5f97\u6700\u597d\u6548\u679c\u3002\u5728\u4eba\u5de5\u8bc4\u6d4b\uff08user study\uff09\u4e2d\uff0c\u7814\u7a76\u8005\u4eec\u5c06\u56db\u4e2a\u6a21\u578b\u751f\u6210\u7684\u56fe\u7247\u6253\u4e71\u987a\u5e8f\u8ba9\u7528\u6237\u9009\u62e9\u751f\u6210\u8d28\u91cf\u6700\u9ad8\u7684\u56fe\u7247\uff0c\u7ed3\u679c\u8868\u660e\uff0c\u8d85\u8fc7 60% \u7684\u7528\u6237\u8ba4\u4e3a LEGO \u751f\u6210\u7684\u56fe\u7247\u6700\u7b26\u5408\u4ed6\u4eec\u7684\u9700\u6c42\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5327897e9fa8f2ba226bca0ee7023021.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5327897e9fa8f2ba226bca0ee7023021.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u8868 3\uff1a\u6d88\u878d\u5b9e\u9a8c\u3002<\/sup><\/em><\/p>\n<p>\u672c\u6587\u8fd8\u5bf9\u63d0\u51fa\u7684\u6a21\u578b\u8fdb\u884c\u4e86\u6d88\u878d\u5b9e\u9a8c\uff0c\u7ed3\u679c\u8868\u660e\u8be6\u7ec6\u7684\u52a8\u4f5c\u63cf\u8ff0\u3001LLM \u7684\u56fe\u7247\u548c\u6587\u5b57\u7279\u5f81\u5747\u53ef\u4ee5\u63d0\u5347\u751f\u6210\u56fe\u7247\u7684\u8d28\u91cf\uff0c\u5176\u4e2d\u56fe\u7247\u7279\u5f81\u5bf9\u4e8e\u6027\u80fd\u7684\u63d0\u5347\u6700\u4e3a\u660e\u663e\u3002<\/p>\n<p><strong>\u53ef\u89c6\u5316\u6210\u679c\u5c55\u793a<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-75af3891c1c1856f3ee6a05621828438.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-75af3891c1c1856f3ee6a05621828438.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 6\uff1aLEGO \u6a21\u578b\u5728\u591a\u79cd\u573a\u666f\u4e0b\u7684\u52a8\u4f5c\u751f\u6210\u3002<\/sup><\/em><\/p>\n<p>\u4ece\u751f\u6210\u56fe\u7247\u7684\u6548\u679c\uff08\u56fe 6\uff09\u53ef\u4ee5\u770b\u51fa\uff0cLEGO \u6a21\u578b\u80fd\u591f\u5f88\u597d\u5730\u7406\u89e3\u7528\u6237\u63d0\u95ee\u7684\u52a8\u4f5c\u7ec6\u8282\uff0c\u5e76\u751f\u6210\u51c6\u786e\u7684\u52a8\u4f5c\u56fe\u50cf\uff0c\u9664\u6b64\u4e4b\u5916\uff0c\u751f\u6210\u56fe\u7247\u5f88\u597d\u5730\u4fdd\u7559\u4e86\u539f\u56fe\u7684\u80cc\u666f\u4fe1\u606f\uff0c\u4ece\u800c\u7528\u6237\u53ef\u4ee5\u66f4\u7b80\u5355\u76f4\u63a5\u5730\u9075\u5faa\u56fe\u7247\u6307\u5bfc\u6765\u5b8c\u6210\u6bcf\u4e00\u6b65\u52a8\u4f5c\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f2c54ae301f24a7e4d199bdc46dfdf26.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f2c54ae301f24a7e4d199bdc46dfdf26.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 7\uff1aLEGO 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