{"id":4171,"date":"2023-12-27T05:02:00","date_gmt":"2023-12-26T20:02:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=4171"},"modified":"2023-12-27T05:02:00","modified_gmt":"2023-12-26T20:02:00","slug":"how-well-does-gpt-4vision-adapt-to-distribution-shifts-a-preliminary-investigation","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=4171","title":{"rendered":"How Well Does GPT-4V(ision) Adapt to Distribution Shifts? A Preliminary Investigation"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>How Well Does GPT-4V(ision) Adapt to Distribution Shifts? A Preliminary Investigation\u00a0<\/strong>[90.9]<br>GPT-4V\u306f\u6700\u3082\u5148\u9032\u7684\u306a\u591a\u30e2\u30fc\u30c9\u57fa\u76e4\u30e2\u30c7\u30eb\u3068\u3057\u3066\u6a5f\u80fd\u3059\u308b\u3002 \u672c\u7814\u7a76\u306f, GPT-4V\u306e\u52d5\u7684\u74b0\u5883\u306b\u304a\u3051\u308b\u9069\u5fdc\u6027\u3068\u4e00\u822c\u5316\u80fd\u529b\u306b\u3064\u3044\u3066, \u53b3\u5bc6\u306b\u8a55\u4fa1\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2312.07424v2\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2312.07424v2\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 13 Dec 2023 13:00:57 GMT)<\/li>\n\n\n\n<li>GPT-4V\u306e\u74b0\u5883\u5909\u5316\u306b\u5bfe\u3059\u308b\u80fd\u529b\u3092\u691c\u8a3c\u3057\u305f\u8ad6\u6587\u3001CLIP\u3084LLaVA\u3068\u3082\u6bd4\u8f03\u3002\u300cOur findings reveal that while GPT-4V demonstrates notable adaptability and zero-shot generalization capabilities, its performance varies significantly across different scenarios of distribution shifts.\u300d\u300cour journey toward creating truly robust and versatile AI foundation models is ongoing\u300d\u3068\u306e\u7d50\u8ad6\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/jameszhou-gl\/gpt-4v-distribution-shift\">GitHub &#8211; jameszhou-gl\/gpt-4v-distribution-shift: Code for &#8220;How Well Does GPT-4V(ision) Adapt to Distribution Shifts? A Preliminary Investigation&#8221;<\/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":[176,295],"class_list":["post-4171","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-gpt-4v","tag-out-of-distribution"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4171","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=4171"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4171\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4171"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4171"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4171"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}