{"id":10128,"date":"2026-07-10T19:10:31","date_gmt":"2026-07-10T11:10:31","guid":{"rendered":"https:\/\/infernews.com\/blog\/rcore\/"},"modified":"2026-07-10T19:12:50","modified_gmt":"2026-07-10T11:12:50","slug":"rcore","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/rcore\/","title":{"rendered":"RCORE \u70ba\u4ec0\u9ebc\u6211\u6253\u4e0d\u958b\u62bd\u5c5c"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/07\/pasted-5ebdb27b1387.jpg\" alt=\"RCORE teaser\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u898b\u5230\u62bd\u5c5c\u5c31\u731c\u300c\u95dc\u4e0a\u300d\u3001\u898b\u5230\u676f\u5c31\u731c\u300c\u62ff\u8d77\u300d\uff0c\u6b63\u662f Zero-Shot Compositional Action Recognition (ZS-CAR) \u6700\u5bb9\u6613\u5931\u624b\u7684\u4f4d\u7f6e\u3002RCORE \u662f\u4e00\u500b\u7814\u7a76\u578b\u6a21\u578b\u9805\u76ee\uff0c\u8655\u7406\u7684\u662f\u65b0 verb\u2013object \u7d44\u5408\u8fa8\u8b58\uff0c\u6838\u5fc3\u4e0d\u662f\u518d\u52a0\u66f4\u591a\u6a19\u7c64\uff0c\u800c\u662f\u58d3\u4f4e\u6a21\u578b\u4f9d\u8cf4\u7269\u4ef6\u985e\u5225\u8d70\u6377\u5f91\u7684\u50be\u5411\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u6709\u505a\u6cd5\u591a\u6578\u6cbf\u7528\u5df2\u898b\u904e\u7684\u5171\u73fe\u95dc\u4fc2\u53bb\u63a8\u65b7\u52d5\u4f5c\uff0c\u4f5c\u8005\u6307\u51fa\u9019\u7a2e fixed compositional supervision \u6703\u4ee4\u6a21\u578b\u628a object \u7576\u6210\u8fd1\u8def\uff0c\u5ffd\u7565\u5f71\u7247\u4e2d\u7684 temporal evidence\u3002RCORE \u7684\u56de\u61c9\u5f88\u76f4\u63a5\uff1a\u7528 CPR\uff08Co-occurrence Prior Regularization\uff09\u88dc\u8db3\u539f\u672c\u7f3a\u5e2d\u7684\u7d44\u5408\u76e3\u7763\uff0c\u540c\u6642\u628a\u5e38\u898b\u914d\u5c0d\u7576\u6210 hard negatives\uff1b\u518d\u7528 TORC\uff08Temporal Order Regularization for Composition\uff09\u8feb\u4f7f verb \u8868\u5fb5\u5c0d\u6642\u9593\u9806\u5e8f\u654f\u611f\uff0c\u800c\u4e0d\u662f\u5b78\u6210\u975c\u614b\u8a9e\u610f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u53d6\u5411\u7684\u50f9\u503c\uff0c\u5728\u65bc\u5b83\u4e0d\u662f\u55ae\u7d14\u8ffd\u6c42\u66f4\u5f37 backbone\uff0c\u800c\u662f\u4fee\u6b63 ZS-CAR \u7684\u5b78\u7fd2\u504f\u5dee\u3002\u8ad6\u6587\u4ea6\u52a0\u5165 FSP\u3001FCP \u8207 Compositional Gap \u9019\u5e7e\u500b\u8a3a\u65b7\u6307\u6a19\uff0c\u4e0d\u53ea\u770b\u6700\u5f8c\u6e96\u78ba\u7387\uff0c\u4ea6\u6aa2\u67e5\u6a21\u578b\u662f\u5426\u771f\u7684\u8f03\u5c11\u53d7 co-occurrence patterns \u727d\u5f15\uff1b\u5df2\u516c\u958b\u8cc7\u8a0a\u6307\u51fa\uff0c\u5b83\u5728 Sth-com \u8207 EK100-com \u90fd\u80fd\u6539\u5584 compositional generalization\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u91cd\u9ede\u653e\u5728\u6e1b\u5c11 <strong>object-driven shortcuts<\/strong>\uff0c\u4e0d\u662f\u55ae\u9760\u7269\u4ef6\u731c\u52d5\u8a5e<\/li>\n<li>CPR \u91dd\u5c0d\u8a13\u7df4\u914d\u5c0d\u504f\u659c\uff0cTORC \u91dd\u5c0d\u6642\u5e8f\u7dda\u7d22\u4e0d\u8db3<\/li>\n<li>\u6e96\u5099 Python 3.10\u3001requirements\uff0c\u4ee5\u53ca\u7279\u5b9a tokenizer \u8a5e\u5f59\u6a94<\/li>\n<li>InternVideo2 1B backbone \u4f9d\u8cf4 flash-attn\uff0cCLIP \/ InternVideo2-Base \u5247\u8f03\u6613\u6e2c\u8a66<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u90e8\u7f72\u8207\u6e2c\u8a66\u65b9\u5f0f\u504f\u5411\u7814\u7a76\u6d41\u7a0b\uff1a\u5148\u5b89\u88dd\u76f8\u4f9d\u5957\u4ef6\u3001\u6e96\u5099\u8cc7\u6599\uff0c\u518d\u8dd1 training \u8207 evaluation\uff1b\u5b83\u8f03\u9069\u5408\u505a\u5f71\u7247\u7406\u89e3\u3001\u7d44\u5408\u6cdb\u5316\u6216 benchmark \u5206\u6790\u7684\u5718\u968a\uff0c\u800c\u4e0d\u662f\u5373\u63d2\u5373\u7528\u7684\u7522\u54c1\u5de5\u5177\u3002\u76f8\u95dc\u6a21\u578b\u8207\u9aa8\u5e79\u5305\u62ec CLIP\u3001InternVideo2-Base\u3001InternVideo2 1B\uff1b\u5c0d\u65bc\u60f3\u7814\u7a76\u6a21\u578b\u70ba\u4f55\u6703\u300c\u770b\u932f\u52d5\u4f5c\u300d\u7684\u4eba\uff0cRCORE \u6bd4\u55ae\u770b\u5206\u6578\u66f4\u6709\u53c3\u8003\u50f9\u503c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/ahngeo.github.io\/assets\/html\/RCORE.html\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/KHU-VLL\/RCORE\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/arxiv.org\/pdf\/2601.16211\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>Paper<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u540c\u4e00\u500b\u62bd\u5c5c\uff0c\u6a21\u578b\u53ef\u80fd\u53ea\u898b\u5230\u7269\u4ef6\u5c31\u5224\u6210\u300c\u95dc\u4e0a\u300d\u3002RCORE \u91dd\u5c0d\u9019\u7a2e\u504f\u5dee\u88dc\u4e0a\u6642\u5e8f\u7dda\u7d22\uff0c\u91cd\u9ede\u4e0d\u5728\u591a\u8a18\u985e\u5225\uff0c\u800c\u662f\u5c11\u8d70\u932f\u8def\u3002<\/p>\n","protected":false},"author":8,"featured_media":10127,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,199,152,185,184,204,127],"tags":[],"class_list":["post-10128","post","type-post","status-publish","format-standard","hentry","category-133","category-dataset-","category-python","category-qwen","category-robotic","category-visionlanguageaction","category-127"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10128","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=10128"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10128\/revisions"}],"predecessor-version":[{"id":10130,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10128\/revisions\/10130"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/10127"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10128"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10128"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10128"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}