{"id":7657,"date":"2025-10-30T06:40:00","date_gmt":"2025-10-29T21:40:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7657"},"modified":"2025-10-25T21:41:42","modified_gmt":"2025-10-25T12:41:42","slug":"omnivinci-enhancing-architecture-and-data-for-omni-modal-understanding-llm","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7657","title":{"rendered":"OmniVinci: Enhancing Architecture and Data for Omni-Modal Understanding LLM\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>OmniVinci: Enhancing Architecture and Data for Omni-Modal Understanding LLM\u00a0<\/strong>[128.4]<br>\u6211\u3005\u306fOmniVinci\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002OmniVinci\u306f\u5f37\u529b\u3067\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306eOmni-modal LLM\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u30a4\u30cb\u30b7\u30a2\u30c1\u30d6\u3067\u3059\u3002 \u30e2\u30c7\u30eb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3067\u306f\u3001(i)OmniAlignNet\u3067\u8996\u899a\u3068\u30aa\u30fc\u30c7\u30a3\u30aa\u306e\u57cb\u3081\u8fbc\u307f\u306e\u30a2\u30e9\u30a4\u30e1\u30f3\u30c8\u3092\u5f37\u5316\u3059\u308b\u65b9\u6cd5\u3001(ii)\u8996\u899a\u3068\u97f3\u58f0\u4fe1\u53f7\u306e\u6642\u9593\u7684\u30a2\u30e9\u30a4\u30e1\u30f3\u30c8\u3092\u30ad\u30e3\u30d7\u30c1\u30e3\u3059\u308b\u305f\u3081\u306e\u6642\u9593\u7684\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u30b0\u30eb\u30fc\u30d7\u3001(iii)\u30aa\u30e0\u30cb\u30e2\u30fc\u30c0\u30eb\u57cb\u3081\u8fbc\u307f\u306b\u304a\u3051\u308b\u7d76\u5bfe\u6642\u9593\u7684\u60c5\u5831\u3092\u30a8\u30f3\u30b3\u30fc\u30c9\u3059\u308b\u305f\u3081\u306e\u5236\u7d04\u4ed8\u304d\u30ed\u30fc\u30bf\u30ea\u30fc\u6642\u9593\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u3068\u3044\u30463\u3064\u306e\u91cd\u8981\u306a\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u793a\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2510.15870v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2510.15870v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Fri, 17 Oct 2025 17:59:59 GMT)<\/li>\n\n\n\n<li>\u300cwe introduce a new framework to harmonize vision and audio embeddings in a unified omni-modal embedding space, featuring three new techniques: (i) OmniAlignNet that learns to construct a modality-shared space to align vision and audio embeddings from the same video; (ii) Temporal Embedding Grouping that divides the time dimension into multiple chunks and reorganizes the vision and audio embeddings according to their timestamps to align with the corresponding chunks; (iii) Constrained Rotary Time Embedding to directly insert periodic temporal information into vision-audio embeddings.\u300d\u3068\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u306aLLM\u306e\u63d0\u6848<\/li>\n\n\n\n<li>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30b5\u30a4\u30c8\u306f<a href=\"https:\/\/nvlabs.github.io\/OmniVinci\/\">OmniVinci: Joint Visual-Audio Understanding<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[223,524],"class_list":["post-7657","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-llm","tag-524"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7657","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=7657"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7657\/revisions"}],"predecessor-version":[{"id":7658,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7657\/revisions\/7658"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7657"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7657"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7657"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}