{"id":467,"date":"2024-01-31T04:59:19","date_gmt":"2024-01-31T04:59:19","guid":{"rendered":"http:\/\/ocean:8000\/?p=467"},"modified":"2024-01-31T05:15:09","modified_gmt":"2024-01-31T05:15:09","slug":"learning-by-asking","status":"publish","type":"post","link":"http:\/\/ocean:8000\/research\/learning-by-asking\/","title":{"rendered":"\u3010\u8ad6\u6587\u7d39\u4ecb\u3011\u672a\u77e5\u7269\u4f53\u8a8d\u8b58\u306e\u305f\u3081\u306e\u77e5\u8b58\u3092\u8cea\u554f\u751f\u6210\u306b\u3088\u3063\u3066\u7372\u5f97\u3059\u308b\u7814\u7a76"},"content":{"rendered":"\n<p>\u672c\u8a18\u4e8b\u3067\u306f\uff0c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u306e\u30c8\u30c3\u30d7\u30b8\u30e3\u30fc\u30ca\u30eb\u3067\u3042\u308bIJCV\u306b\u63a1\u629e\u3055\u308c\u305f\u4e0a\u539f\u52a9\u6559\u306e\u8ad6\u6587\u300c<strong>Learning by Asking Questions for Knowledge-Based Novel Object Recognition<\/strong>\u300d\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u307e\u3059\uff0e<\/p>\n\n\n\n<ul>\n<li>\u8ad6\u6587\u30ea\u30f3\u30af\uff1a<a href=\"https:\/\/link.springer.com\/article\/10.1007\/s11263-023-01976-7\" target=\"_blank\" rel=\"noopener\" title=\"\">https:\/\/link.springer.com\/article\/10.1007\/s11263-023-01976-7\u00a0<\/a><\/li>\n\n\n\n<li>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30da\u30fc\u30b8\uff1a<a href=\"https:\/\/uehara-mech.github.io\/learning-by-asking\" target=\"_blank\" rel=\"noopener\" title=\"\">https:\/\/uehara-mech.github.io\/learning-by-asking<\/a><\/li>\n<\/ul>\n\n\n\n<p>\u672c\u8ad6\u6587\u3067\u306f\uff0c<strong>\u4eba\u9593\u306e\u3088\u3046\u306b\u8cea\u554f\u3092\u3057\u306a\u304c\u3089\u8ce2\u304f\u306a\u308b\u77e5\u80fd\u30b7\u30b9\u30c6\u30e0<\/strong>\u306e\u5b9f\u73fe\u3092\u76ee\u6307\u3057\u305f\u7814\u7a76\u306b\u53d6\u308a\u7d44\u307f\u307e\u3057\u305f\uff0e<br>\u77e5\u80fd\u30b7\u30b9\u30c6\u30e0\u306b\u3082\u3044\u308d\u3044\u308d\u3042\u308a\u307e\u3059\u304c\uff0c\u3053\u3053\u3067\u306f\uff0c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u306e\u7814\u7a76\u306b\u304a\u3044\u3066\u6700\u3082\u6709\u540d\u306a\u30bf\u30b9\u30af\u3067\u3042\u308b\u300c\u7269\u4f53\u8a8d\u8b58\u300d\u3092\u884c\u3046\u77e5\u80fd\u30b7\u30b9\u30c6\u30e0\u3092\u30bf\u30fc\u30b2\u30c3\u30c8\u3068\u3057\uff0c\u300c\u8cea\u554f\u306b\u3088\u3063\u3066\u77e5\u8b58\u3092\u7372\u5f97\u3057\uff0c\u3044\u307e\u307e\u3067\u8a8d\u8b58\u3067\u304d\u306a\u304b\u3063\u305f\u7269\u4f53\u3092\u8a8d\u8b58\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u300d\u3053\u3068\u3092\u5177\u4f53\u7684\u306a\u76ee\u6a19\u3068\u3057\u307e\u3057\u305f\uff0e<\/p>\n\n\n\n<figure data-wp-context=\"{&quot;uploadedSrc&quot;:&quot;http:\\\/\\\/ocean:8000\\\/wp-content\\\/uploads\\\/2024\\\/01\\\/intro-2-scaled.jpg&quot;,&quot;figureClassNames&quot;:&quot;wp-block-image aligncenter size-full is-resized&quot;,&quot;figureStyles&quot;:null,&quot;imgClassNames&quot;:&quot;wp-image-470&quot;,&quot;imgStyles&quot;:&quot;width:850px;height:auto&quot;,&quot;targetWidth&quot;:2560,&quot;targetHeight&quot;:1154,&quot;scaleAttr&quot;:false,&quot;ariaLabel&quot;:&quot;Enlarge image: \\u63d0\\u6848\\u30b7\\u30b9\\u30c6\\u30e0\\u306e\\u5168\\u4f53\\u50cf\\uff0e\\n\\u5165\\u529b\\u753b\\u50cf\\u306b\\u306f\\uff0c\\u72ac\\u3068\\u30c6\\u30c7\\u30a3\\u30d9\\u30a2\\u304c\\u5199\\u3063\\u3066\\u3044\\u307e\\u3059\\uff0e\\n\\u30b7\\u30b9\\u30c6\\u30e0\\u304c\\u77e5\\u8b58\\u3092\\u7372\\u5f97\\u3057\\u305f\\u3044\\u306e\\u306f\\u30c6\\u30c7\\u30a3\\u30d9\\u30a2\\u3067\\u3059\\uff0e\\n\\u30b7\\u30b9\\u30c6\\u30e0\\u306f\\u30c6\\u30c7\\u30a3\\u30d9\\u30a2\\u306b\\u95a2\\u3059\\u308b\\u8cea\\u554f\\u3092\\u4eba\\u9593\\u306b\\u884c\\u3044\\uff0c\\u7269\\u4f53\\u8a8d\\u8b58\\u306b\\u4f7f\\u3048\\u305d\\u3046\\u306a\\u77e5\\u8b58\\uff08teddy bear is a stuffed animal \\u306a\\u3069\\uff09\\u3092\\u7372\\u5f97\\u3057\\u307e\\u3059\\uff0e&quot;,&quot;alt&quot;:&quot;\\u63d0\\u6848\\u30b7\\u30b9\\u30c6\\u30e0\\u306e\\u5168\\u4f53\\u50cf\\uff0e\\n\\u5165\\u529b\\u753b\\u50cf\\u306b\\u306f\\uff0c\\u72ac\\u3068\\u30c6\\u30c7\\u30a3\\u30d9\\u30a2\\u304c\\u5199\\u3063\\u3066\\u3044\\u307e\\u3059\\uff0e\\n\\u30b7\\u30b9\\u30c6\\u30e0\\u304c\\u77e5\\u8b58\\u3092\\u7372\\u5f97\\u3057\\u305f\\u3044\\u306e\\u306f\\u30c6\\u30c7\\u30a3\\u30d9\\u30a2\\u3067\\u3059\\uff0e\\n\\u30b7\\u30b9\\u30c6\\u30e0\\u306f\\u30c6\\u30c7\\u30a3\\u30d9\\u30a2\\u306b\\u95a2\\u3059\\u308b\\u8cea\\u554f\\u3092\\u4eba\\u9593\\u306b\\u884c\\u3044\\uff0c\\u7269\\u4f53\\u8a8d\\u8b58\\u306b\\u4f7f\\u3048\\u305d\\u3046\\u306a\\u77e5\\u8b58\\uff08teddy bear is a stuffed animal \\u306a\\u3069\\uff09\\u3092\\u7372\\u5f97\\u3057\\u307e\\u3059\\uff0e&quot;}\" data-wp-interactive=\"core\/image\" class=\"wp-block-image aligncenter size-full is-resized wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1154\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"http:\/\/ocean:8000\/wp-content\/uploads\/2024\/01\/intro-2-scaled.jpg\" alt=\"\u63d0\u6848\u30b7\u30b9\u30c6\u30e0\u306e\u5168\u4f53\u50cf\uff0e\n\u5165\u529b\u753b\u50cf\u306b\u306f\uff0c\u72ac\u3068\u30c6\u30c7\u30a3\u30d9\u30a2\u304c\u5199\u3063\u3066\u3044\u307e\u3059\uff0e\n\u30b7\u30b9\u30c6\u30e0\u304c\u77e5\u8b58\u3092\u7372\u5f97\u3057\u305f\u3044\u306e\u306f\u30c6\u30c7\u30a3\u30d9\u30a2\u3067\u3059\uff0e\n\u30b7\u30b9\u30c6\u30e0\u306f\u30c6\u30c7\u30a3\u30d9\u30a2\u306b\u95a2\u3059\u308b\u8cea\u554f\u3092\u4eba\u9593\u306b\u884c\u3044\uff0c\u7269\u4f53\u8a8d\u8b58\u306b\u4f7f\u3048\u305d\u3046\u306a\u77e5\u8b58\uff08teddy bear is a stuffed animal \u306a\u3069\uff09\u3092\u7372\u5f97\u3057\u307e\u3059\uff0e\" class=\"wp-image-470\" style=\"width:850px;height:auto\" srcset=\"http:\/\/ocean:8000\/wp-content\/uploads\/2024\/01\/intro-2-scaled.jpg 2560w, http:\/\/ocean:8000\/wp-content\/uploads\/2024\/01\/intro-2-300x135.jpg 300w, http:\/\/ocean:8000\/wp-content\/uploads\/2024\/01\/intro-2-1024x462.jpg 1024w, http:\/\/ocean:8000\/wp-content\/uploads\/2024\/01\/intro-2-768x346.jpg 768w, http:\/\/ocean:8000\/wp-content\/uploads\/2024\/01\/intro-2-1536x692.jpg 1536w, http:\/\/ocean:8000\/wp-content\/uploads\/2024\/01\/intro-2-2048x923.jpg 2048w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\taria-label=\"Enlarge image: 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12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><figcaption class=\"wp-element-caption\">\u30b7\u30b9\u30c6\u30e0\u306e\u5168\u4f53\u50cf\uff0e\u73fe\u72b6\u306e\u77e5\u8b58\u3092\u3082\u3068\u306b\u8cea\u554f\u3092\u884c\u3044\uff0c\u7372\u5f97\u3057\u305f\u77e5\u8b58\u3092\u4fdd\u5b58\u3057\u307e\u3059\uff0e\u4fdd\u5b58\u3055\u308c\u305f\u77e5\u8b58\u306f\uff0c\u7269\u4f53\u8a8d\u8b58\u306e\u305f\u3081\u306b\u4f7f\u308f\u308c\u307e\u3059<\/figcaption><\/figure>\n\n\n\n<p>\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u304c\u3067\u304d\u308b\u3053\u3068\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\uff0e<\/p>\n\n\n\n<ol>\n<li>\u4e0e\u3048\u3089\u308c\u305f\u753b\u50cf\u306b\u5199\u3063\u3066\u3044\u308b\u7269\u4f53\u306b\u3064\u3044\u3066\uff0c\u8cea\u554f\u3092\u751f\u6210\u3059\u308b<\/li>\n\n\n\n<li>\u8cea\u554f\u306b\u3088\u3063\u3066\u7372\u5f97\u3057\u305f\u77e5\u8b58\u3092\u4fdd\u5b58\u3057\uff0c\u7269\u4f53\u8a8d\u8b58\u306b\u6d3b\u7528\u3059\u308b<\/li>\n<\/ol>\n\n\n\n<p>\u306a\u304a\uff0c\u672c\u7814\u7a76\u3067\u306f\u5bfe\u8c61\u306e\u7269\u4f53\u306f\u3059\u3067\u306b\u691c\u51fa\u6e08\u307f\u3068\u3057\u3066\u6271\u3063\u3066\u3044\u307e\u3059\u304c\uff0c\u5b9f\u969b\u306b\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u3092\u904b\u7528\u3059\u308b\u969b\u306f\uff0c\u753b\u50cf\u304b\u3089\u4efb\u610f\u306e\u7269\u4f53\u3092\u691c\u51fa\u3059\u308b\u65e2\u5b58\u7814\u7a76\uff08Open Vocabulary Object Detection; Grounding DINO<sup data-fn=\"fddc6c10-e142-4939-bea0-87b71e6ce557\" class=\"fn\"><a href=\"#fddc6c10-e142-4939-bea0-87b71e6ce557\" id=\"fddc6c10-e142-4939-bea0-87b71e6ce557-link\">1<\/a><\/sup>, Owl-ViT<sup data-fn=\"03855667-62f2-4683-8ba2-6acfa988fd44\" class=\"fn\"><a href=\"#03855667-62f2-4683-8ba2-6acfa988fd44\" id=\"03855667-62f2-4683-8ba2-6acfa988fd44-link\">2<\/a><\/sup>\u306a\u3069\uff09\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3068\u3044\u3063\u305f\u65b9\u6cd5\u3092\u3068\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\uff0e<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u63d0\u6848\u30b7\u30b9\u30c6\u30e0\u306e\u5168\u4f53\u56f3<\/h2>\n\n\n\n<p>\u4e0a\u8a18\u306e\u6a5f\u80fd\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\uff0c\u79c1\u305f\u3061\u304c\u8003\u3048\u305f\u306e\u306f\uff0c\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30e2\u30b8\u30e5\u30fc\u30eb\u304b\u3089\u306a\u308b\u30b7\u30b9\u30c6\u30e0\u3067\u3059\uff0e<\/p>\n\n\n\n<ul>\n<li><strong>\u77e5\u8b58\u306b\u3082\u3068\u3065\u3044\u305f\u7269\u4f53\u8a8d\u8b58\u3092\u884c\u3046\u30e2\u30b8\u30e5\u30fc\u30eb<\/strong><\/li>\n\n\n\n<li>\u4e0e\u3048\u3089\u308c\u305f\u753b\u50cf\u3068\u7269\u4f53\u3092\u3082\u3068\u306b\uff0c<strong>\u300c\u7269\u4f53\u306b\u3064\u3044\u3066\u306e\u77e5\u8b58\u3092\u7372\u5f97\u3067\u304d\u308b\u300d\u8cea\u554f\u3092\u751f\u6210\u3059\u308b\u30e2\u30b8\u30e5\u30fc\u30eb<\/strong>\uff08VQG; VIsual Question Generation\u30e2\u30b8\u30e5\u30fc\u30eb\uff09<\/li>\n\n\n\n<li><strong>\u8cea\u554f\u751f\u6210\u306e\u65b9\u7b56\u3092\u5236\u5fa1\u3059\u308b\u30e2\u30b8\u30e5\u30fc\u30eb<\/strong><\/li>\n<\/ul>\n\n\n\n<figure data-wp-context=\"{&quot;uploadedSrc&quot;:&quot;http:\\\/\\\/ocean:8000\\\/wp-content\\\/uploads\\\/2024\\\/01\\\/pipeline-scaled.jpg&quot;,&quot;figureClassNames&quot;:&quot;wp-block-image aligncenter size-full is-resized&quot;,&quot;figureStyles&quot;:null,&quot;imgClassNames&quot;:&quot;wp-image-471&quot;,&quot;imgStyles&quot;:&quot;width:1023px;height:auto&quot;,&quot;targetWidth&quot;:2560,&quot;targetHeight&quot;:646,&quot;scaleAttr&quot;:false,&quot;ariaLabel&quot;:&quot;Enlarge image: 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data-wp-interactive=\"core\/image\" class=\"wp-block-image aligncenter size-full is-resized wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"646\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"http:\/\/ocean:8000\/wp-content\/uploads\/2024\/01\/pipeline-scaled.jpg\" alt=\"\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u5168\u4f53\u56f3\u3067\u3059\uff0e\n\u5165\u529b\u753b\u50cf\u306f\uff0c\u307e\u305a\u7269\u4f53\u8a8d\u8b58\u5668\u306b\u5165\u529b\u3055\u308c\u307e\u3059\uff0e\n\u7269\u4f53\u8a8d\u8b58\u5668\u306e\u51fa\u529b\u306b\u5fdc\u3058\u3066\uff0c\u8cea\u554f\u751f\u6210\u65b9\u7b56\u3092\u5236\u5fa1\u3059\u308b\u30e2\u30b8\u30e5\u30fc\u30eb\u304c\u300c\u3069\u306e\u3088\u3046\u306a\u8cea\u554f\u3092\u751f\u6210\u3059\u308b\u304b\u300d\u3092\u6c7a\u5b9a\u3057\uff0c\u8cea\u554f\u751f\u6210\u30e2\u30b8\u30e5\u30fc\u30eb\u304c\u8cea\u554f\u3092\u751f\u6210\u3057\u307e\u3059\uff0e\n\u56de\u7b54\u8005\u306e\u56de\u7b54\u3092\u3082\u3068\u306b\uff0c\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u306e\u77e5\u8b58\u304c\u8ffd\u52a0\u30fb\u66f4\u65b0\u3055\u308c\u307e\u3059\uff0e\" class=\"wp-image-471\" style=\"width:1023px;height:auto\" srcset=\"http:\/\/ocean:8000\/wp-content\/uploads\/2024\/01\/pipeline-scaled.jpg 2560w, http:\/\/ocean:8000\/wp-content\/uploads\/2024\/01\/pipeline-300x76.jpg 300w, http:\/\/ocean:8000\/wp-content\/uploads\/2024\/01\/pipeline-1024x258.jpg 1024w, http:\/\/ocean:8000\/wp-content\/uploads\/2024\/01\/pipeline-768x194.jpg 768w, http:\/\/ocean:8000\/wp-content\/uploads\/2024\/01\/pipeline-1536x388.jpg 1536w, http:\/\/ocean:8000\/wp-content\/uploads\/2024\/01\/pipeline-2048x517.jpg 2048w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\taria-label=\"Enlarge image: 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xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewBox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><figcaption class=\"wp-element-caption\">\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u5168\u4f53\u56f3\uff0e<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u307e\u305f\uff0c\u3069\u306e\u3088\u3046\u306a\u5f62\u5f0f\u3067\u300c\u77e5\u8b58\u300d\u3092\u6271\u3046\u304b\u3082\u8003\u3048\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\uff0e\u672c\u7814\u7a76\u3067\u306f\uff0c\u300c<strong>\u77e5\u8b58\u30b0\u30e9\u30d5<\/strong>\u300d\u3092\u3082\u3068\u306b\u3057\u305f\u77e5\u8b58\u8868\u73fe\u3092\u7528\u3044\u3066\u3044\u307e\u3059\uff0e\u77e5\u8b58\u30b0\u30e9\u30d5\u3068\u306f\uff0c\u77e5\u8b58\u3092\u30b0\u30e9\u30d5\u69cb\u9020\u3067\u8868\u3057\u305f\u3082\u306e\u3067\u3059\uff0e<br>\u3053\u3053\u3067\u306f\uff0c\u5404\u3005\u306e\u77e5\u8b58\u306f\u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\uff08triplet\uff09\u3068\u3044\u3046\u65b9\u5f0f\u3067\u8868\u73fe\u3055\u308c\u307e\u3059\uff0e\u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\u306f\uff0c\u300chead, relation, 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1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><figcaption class=\"wp-element-caption\">\u7269\u4f53\u8a8d\u8b58\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u8a73\u7d30\uff0e\u77e5\u8b58\u3068\u753b\u50cf\u306e\u985e\u4f3c\u5ea6\u3092\u8a08\u7b97\u3059\u308b\u3053\u3068\u3067\uff0c\u7269\u4f53\u30e9\u30d9\u30eb\u306e\u4e88\u6e2c\u3092\u884c\u3044\u307e\u3059\uff0e<\/figcaption><\/figure>\n\n\n\n<p>\u3053\u3053\u3067\u306f\uff0c\u77e5\u8b58\u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\u3092\u7528\u3044\u305f\u7269\u4f53\u8a8d\u8b58\u30e2\u30b8\u30e5\u30fc\u30eb\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\uff0e\u57fa\u672c\u7684\u306a\u30a2\u30a4\u30c7\u30a3\u30a2\u306f\uff0c<strong>\u300c\u77e5\u8b58\u300d\u3068\u300c\u7269\u4f53\u306e\u753b\u50cf\u300d\u3068\u306e\u985e\u4f3c\u5ea6<\/strong>\u3092\u7528\u3044\u308b\u3068\u3044\u3046\u3082\u306e\u3067\u3059\uff0e\u753b\u50cf\u3068\uff0c\u305d\u306e\u753b\u50cf\u306e\u8aac\u660e\u6587\u3068\u306e\u985e\u4f3c\u5ea6\u3092\u8a08\u7b97\u3059\u308b\u3053\u3068\u306e\u3067\u304d\u308b\u30e2\u30c7\u30eb\u306f\uff0c\u65e2\u5b58\u7814\u7a76\u306b\u5b58\u5728\u3057\u307e\u3059\uff08CLIP <sup data-fn=\"d165349d-788f-4041-b985-343fd3229951\" class=\"fn\"><a href=\"#d165349d-788f-4041-b985-343fd3229951\" id=\"d165349d-788f-4041-b985-343fd3229951-link\">3<\/a><\/sup>\uff09\uff0e<br>\u672c\u7814\u7a76\u3067\u306f\uff0cCLIP\u3092\u77e5\u8b58\u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\u3068\u7269\u4f53\u753b\u50cf\u306e\u30da\u30a2\u30c7\u30fc\u30bf\u3067\u8ffd\u52a0\u5b66\u7fd2\u3059\u308b\u3053\u3068\u3067\uff0c\u4e0e\u3048\u3089\u308c\u305f\u77e5\u8b58\u3068\u7269\u4f53\u753b\u50cf\u306e\u985e\u4f3c\u5ea6\u3092\u4e88\u6e2c\u3067\u304d\u308b\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3057\u307e\u3057\u305f\uff0e<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u77e5\u8b58\u306b\u57fa\u3065\u304f\u8cea\u554f\u3092\u751f\u6210\u3059\u308b\u30e2\u30b8\u30e5\u30fc\u30eb<\/h3>\n\n\n\n<figure data-wp-context=\"{&quot;uploadedSrc&quot;:&quot;http:\\\/\\\/ocean:8000\\\/wp-content\\\/uploads\\\/2024\\\/01\\\/qg-scaled.jpg&quot;,&quot;figureClassNames&quot;:&quot;wp-block-image aligncenter size-full is-resized&quot;,&quot;figureStyles&quot;:null,&quot;imgClassNames&quot;:&quot;wp-image-473&quot;,&quot;imgStyles&quot;:&quot;width:934px;height:auto&quot;,&quot;targetWidth&quot;:2560,&quot;targetHeight&quot;:1426,&quot;scaleAttr&quot;:false,&quot;ariaLabel&quot;:&quot;Enlarge image: \\u8cea\\u554f\\u751f\\u6210\\u30e2\\u30b8\\u30e5\\u30fc\\u30eb\\u306e\\u8a73\\u7d30\\uff0e\\u77e5\\u8b58\\u30fb\\u753b\\u50cf\\u30fb\\u753b\\u50cf\\u4e2d\\u306e\\u7269\\u4f53\\u9818\\u57df\\u3092\\u30a8\\u30f3\\u30b3\\u30fc\\u30c9\\u3057\\uff0c\\u30c6\\u30ad\\u30b9\\u30c8\\u30c7\\u30b3\\u30fc\\u30c0\\u30fc\\u3067\\u6587\\u7ae0\\u3092\\u51fa\\u529b\\u3059\\u308b\\u3088\\u3046\\u306b\\u5b66\\u7fd2\\u3057\\u307e\\u3059\\uff0e&quot;,&quot;alt&quot;:&quot;\\u8cea\\u554f\\u751f\\u6210\\u30e2\\u30b8\\u30e5\\u30fc\\u30eb\\u306e\\u8a73\\u7d30\\uff0e\\u77e5\\u8b58\\u30fb\\u753b\\u50cf\\u30fb\\u753b\\u50cf\\u4e2d\\u306e\\u7269\\u4f53\\u9818\\u57df\\u3092\\u30a8\\u30f3\\u30b3\\u30fc\\u30c9\\u3057\\uff0c\\u30c6\\u30ad\\u30b9\\u30c8\\u30c7\\u30b3\\u30fc\\u30c0\\u30fc\\u3067\\u6587\\u7ae0\\u3092\\u51fa\\u529b\\u3059\\u308b\\u3088\\u3046\\u306b\\u5b66\\u7fd2\\u3057\\u307e\\u3059\\uff0e&quot;}\" data-wp-interactive=\"core\/image\" class=\"wp-block-image aligncenter size-full is-resized wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1426\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"http:\/\/ocean:8000\/wp-content\/uploads\/2024\/01\/qg-scaled.jpg\" alt=\"\u8cea\u554f\u751f\u6210\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u8a73\u7d30\uff0e\u77e5\u8b58\u30fb\u753b\u50cf\u30fb\u753b\u50cf\u4e2d\u306e\u7269\u4f53\u9818\u57df\u3092\u30a8\u30f3\u30b3\u30fc\u30c9\u3057\uff0c\u30c6\u30ad\u30b9\u30c8\u30c7\u30b3\u30fc\u30c0\u30fc\u3067\u6587\u7ae0\u3092\u51fa\u529b\u3059\u308b\u3088\u3046\u306b\u5b66\u7fd2\u3057\u307e\u3059\uff0e\" class=\"wp-image-473\" style=\"width:934px;height:auto\" srcset=\"http:\/\/ocean:8000\/wp-content\/uploads\/2024\/01\/qg-scaled.jpg 2560w, http:\/\/ocean:8000\/wp-content\/uploads\/2024\/01\/qg-300x167.jpg 300w, http:\/\/ocean:8000\/wp-content\/uploads\/2024\/01\/qg-1024x570.jpg 1024w, http:\/\/ocean:8000\/wp-content\/uploads\/2024\/01\/qg-768x428.jpg 768w, http:\/\/ocean:8000\/wp-content\/uploads\/2024\/01\/qg-1536x856.jpg 1536w, http:\/\/ocean:8000\/wp-content\/uploads\/2024\/01\/qg-2048x1141.jpg 2048w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\taria-label=\"Enlarge image: 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class=\"wp-element-caption\">\u8cea\u554f\u751f\u6210\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u8a73\u7d30\uff0e\u77e5\u8b58\u30fb\u753b\u50cf\u30fb\u753b\u50cf\u4e2d\u306e\u7269\u4f53\u9818\u57df\u3092\u30a8\u30f3\u30b3\u30fc\u30c9\u3057\uff0c\u30c6\u30ad\u30b9\u30c8\u30c7\u30b3\u30fc\u30c0\u30fc\u3067\u6587\u7ae0\u3092\u51fa\u529b\u3059\u308b\u3088\u3046\u306b\u5b66\u7fd2\u3057\u307e\u3059\uff0e<\/figcaption><\/figure>\n\n\n\n<p>\u8cea\u554f\u751f\u6210\u30e2\u30b8\u30e5\u30fc\u30eb\u3067\u306f\uff0c\u753b\u50cf\u3068\uff0c\u753b\u50cf\u4e2d\u306e\u5bfe\u8c61\u7269\u4f53\uff0c\u305d\u3057\u3066\u7372\u5f97\u3057\u305f\u3044\u77e5\u8b58\u3092\u6761\u4ef6\u3068\u3057\u3066\u4e0e\u3048\uff0c\u9069\u5207\u306a\u8cea\u554f\u6587\u3092\u751f\u6210\u3057\u307e\u3059\uff0e<br>\u3053\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u306f\uff0c\u57fa\u672c\u7684\u306b\u306f\u753b\u50cf\u3092\u7279\u5fb4\u91cf\u306b\u5909\u63db\u3059\u308b\u753b\u50cf\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u3068\uff0c\u77e5\u8b58\u3092\u7279\u5fb4\u91cf\u306b\u5909\u63db\u3059\u308b\u77e5\u8b58\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\uff0c\u6587\u7ae0\u3092\u751f\u6210\u3059\u308b\u30c6\u30ad\u30b9\u30c8\u30c7\u30b3\u30fc\u30c0\u30fc\u304b\u3089\u306a\u308a\uff0c\u300c\u753b\u50cf\u30fb\u77e5\u8b58\u30fb\u8cea\u554f\u6587\u300d\u304c\u305d\u308d\u3063\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7528\u3044\u3066\u5b66\u7fd2\u3055\u308c\u307e\u3059\uff0e<br>\u6ce8\u610f\u3059\u3079\u304d\u70b9\u3068\u3057\u3066\uff0c\u8cea\u554f\u3092\u751f\u6210\u3059\u308b\u969b\uff0c\u4e8b\u524d\u306b\u56de\u7b54\u3092\u77e5\u308b\u3053\u3068\u306f\u3067\u304d\u306a\u3044\u3068\u3044\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3059\uff0e<br>\u3059\u306a\u308f\u3061\uff0c\u300c\u753b\u50cf\u4e2d\u306e\u72ac\u306e\u7a2e\u985e\u306f\u4f55\u3067\u3059\u304b\uff1f\u300d\u3068\u3044\u3046\u8cea\u554f\u3092\u751f\u6210\u3059\u308b\u969b\u306b\uff0c\u300cdog, is, chihuahua\u300d\u3068\u3044\u3046\u77e5\u8b58\u3092\u5165\u529b\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u306a\u3044\uff08chihuahua\u3067\u3042\u308b\u3053\u3068\u306f\u8cea\u554f\u3092\u3059\u308b\u6bb5\u968e\u3067\u306f\u5206\u304b\u3089\u306a\u3044\uff09\u3068\u3044\u3046\u3053\u3068\u306b\u306a\u308a\u307e\u3059\uff0e<br>\u3088\u3063\u3066\uff0c\u8cea\u554f\u751f\u6210\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u5b66\u7fd2\u306e\u969b\uff0c\u77e5\u8b58\u3092\u5165\u529b\u3059\u308b\u3068\u304d\u306f\uff0c\u77e5\u8b58\u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\u304b\u3089\u56de\u7b54\u306b\u306a\u308b\u90e8\u5206\u3092\u30de\u30b9\u30af\u3057\u3066\uff0c\u300cdog, is, [MASK]\u300d\u306e\u3088\u3046\u306b\u5909\u63db\u3057\u3066\u304a\u304d\u307e\u3059\uff0e<br>\u3053\u3053\u3067\uff0c\u672c\u7814\u7a76\u3092\u884c\u3046\u306b\u3042\u305f\u3063\u3066\u306e\u3072\u3068\u3064\u306e\u30cf\u30fc\u30c9\u30eb\u306b\uff0c\u4e0a\u8a18\u306e\u300c\u753b\u50cf\u30fb\u77e5\u8b58\u30fb\u8cea\u554f\u6587\u300d\u304c\u305d\u308d\u3063\u305f\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u5b58\u5728\u3057\u306a\u3044\u3068\u3044\u3046\u554f\u984c\u304c\u3042\u308a\u307e\u3057\u305f\uff0e<br>\u305d\u3053\u3067\uff0c\u79c1\u305f\u3061\u306f\uff0c\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u4f5c\u6210\u3092\u696d\u8005\u306b\u4f9d\u983c\u3057\uff0c\u9ad8\u3044\u30af\u30aa\u30ea\u30c6\u30a3\u3092\u3082\u3064\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3042\u308b<strong>Professional K-VQG\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/strong>\u3092\u65b0\u305f\u306b\u69cb\u7bc9\u3057\u307e\u3057\u305f\uff0e<br>Professional K-VQG\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\uff0c\u4ee5\u524d\u306e\u7814\u7a76\u3067\u69cb\u7bc9\u3057\u305fK-VQG\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<sup data-fn=\"c7b871f1-3e7e-4b71-ad11-9eb60613f6b2\" class=\"fn\"><a href=\"#c7b871f1-3e7e-4b71-ad11-9eb60613f6b2\" id=\"c7b871f1-3e7e-4b71-ad11-9eb60613f6b2-link\">4<\/a><\/sup>\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u69cb\u6210\u3055\u308c\u308b<strong>K-VQG v2\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/strong>\u306f\uff0c\u7d042\u4e072\u5343\u4ef6\u306e\u8cea\u554f\u6587\u3092\u542b\u3080\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u306a\u308a\u307e\u3057\u305f\uff0e<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h3 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data-wp-context=\"{&quot;uploadedSrc&quot;:&quot;http:\\\/\\\/ocean:8000\\\/wp-content\\\/uploads\\\/2024\\\/01\\\/result.jpg&quot;,&quot;figureClassNames&quot;:&quot;wp-block-image aligncenter size-full is-resized&quot;,&quot;figureStyles&quot;:null,&quot;imgClassNames&quot;:&quot;wp-image-474&quot;,&quot;imgStyles&quot;:&quot;width:703px;height:auto&quot;,&quot;targetWidth&quot;:2354,&quot;targetHeight&quot;:1687,&quot;scaleAttr&quot;:false,&quot;ariaLabel&quot;:&quot;Enlarge image: \\u30e2\\u30c7\\u30eb\\u304c\\u5b9f\\u969b\\u306b\\u51fa\\u529b\\u3057\\u305f\\u8cea\\u554f\\u306e\\u4f8b\\uff0e\\n\\u0022oven\\u0022\\u3068\\u3044\\u3046\\u5bfe\\u8c61\\u7269\\u4f53\\u306b\\u3064\\u3044\\u3066\\uff0c\\u591a\\u69d8\\u306a\\u8cea\\u554f\\u3092\\u751f\\u6210\\u3057\\u3066\\u77e5\\u8b58\\u3092\\u53ce\\u96c6\\u3057\\u3066\\u3044\\u307e\\u3059\\uff0e\\n\\u751f\\u6210\\u3055\\u308c\\u305f\\u8cea\\u554f\\u3068\\uff0c\\u56de\\u7b54\\u306f\\uff0c\\u9806\\u306b\\n\\u0022what is the silver item that 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class=\"wp-element-caption\">\u30e2\u30c7\u30eb\u304c\u5b9f\u969b\u306b\u51fa\u529b\u3057\u305f\u8cea\u554f\u306e\u4f8b\uff0e\"oven\"\u3068\u3044\u3046\u5bfe\u8c61\u7269\u4f53\u306b\u3064\u3044\u3066\uff0c\u591a\u69d8\u306a\u8cea\u554f\u3092\u751f\u6210\u3057\u3066\u77e5\u8b58\u3092\u53ce\u96c6\u3057\u3066\u3044\u307e\u3059\uff0e<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u53c2\u8003\u6587\u732e<\/h4>\n\n\n<ol class=\"wp-block-footnotes\"><li id=\"fddc6c10-e142-4939-bea0-87b71e6ce557\">Liu et al., Grounding dino: Marrying dino with grounded pre-training for open-set object detection. arXiv preprint, 2023. <a href=\"#fddc6c10-e142-4939-bea0-87b71e6ce557-link\" aria-label=\"Jump to footnote reference 1\">\u21a9\ufe0e<\/a><\/li><li id=\"03855667-62f2-4683-8ba2-6acfa988fd44\">Minderer et al., Simple Open-Vocabulary Object Detection with Vision Transformers. ECCV, 2022. <a href=\"#03855667-62f2-4683-8ba2-6acfa988fd44-link\" aria-label=\"Jump to footnote reference 2\">\u21a9\ufe0e<\/a><\/li><li id=\"d165349d-788f-4041-b985-343fd3229951\">Radford et al., Learning Transferable Visual Models From Natural Language Supervision. ICML, 2021. <a href=\"#d165349d-788f-4041-b985-343fd3229951-link\" aria-label=\"Jump to footnote reference 3\">\u21a9\ufe0e<\/a><\/li><li id=\"c7b871f1-3e7e-4b71-ad11-9eb60613f6b2\">Uehara et al., K-VQG: Knowledge-aware Visual Question Generation for Common-sense Acquisition. WACV, 2023. <a href=\"#c7b871f1-3e7e-4b71-ad11-9eb60613f6b2-link\" aria-label=\"Jump to footnote reference 4\">\u21a9\ufe0e<\/a><\/li><\/ol>","protected":false},"excerpt":{"rendered":"<p>\u672c\u8a18\u4e8b\u3067\u306f\uff0c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u306e\u30c8\u30c3\u30d7\u30b8\u30e3\u30fc\u30ca\u30eb\u3067\u3042\u308bIJCV\u306b\u63a1\u629e\u3055\u308c\u305f\u4e0a\u539f\u52a9\u6559\u306e\u8ad6\u6587\u300cLearning by Asking Questions for Knowledge-Based Novel Object Recognition\u300d\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u307e\u3059\uff0e<\/p>\n","protected":false},"author":4,"featured_media":479,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"[{\"id\":\"fddc6c10-e142-4939-bea0-87b71e6ce557\",\"content\":\"Liu et al., Grounding dino: Marrying dino with grounded pre-training for open-set object detection. arXiv preprint, 2023.\"},{\"id\":\"03855667-62f2-4683-8ba2-6acfa988fd44\",\"content\":\"Minderer et al., Simple Open-Vocabulary Object Detection with Vision Transformers. ECCV, 2022.\"},{\"id\":\"d165349d-788f-4041-b985-343fd3229951\",\"content\":\"Radford et al., Learning Transferable Visual Models From Natural Language Supervision. ICML, 2021.\"},{\"id\":\"c7b871f1-3e7e-4b71-ad11-9eb60613f6b2\",\"content\":\"Uehara et al., K-VQG: Knowledge-aware Visual Question Generation for Common-sense Acquisition. WACV, 2023.\"}]"},"categories":[5],"tags":[10,15],"aioseo_notices":[],"_links":{"self":[{"href":"http:\/\/ocean:8000\/wp-json\/wp\/v2\/posts\/467"}],"collection":[{"href":"http:\/\/ocean:8000\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/ocean:8000\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/ocean:8000\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"http:\/\/ocean:8000\/wp-json\/wp\/v2\/comments?post=467"}],"version-history":[{"count":1,"href":"http:\/\/ocean:8000\/wp-json\/wp\/v2\/posts\/467\/revisions"}],"predecessor-version":[{"id":476,"href":"http:\/\/ocean:8000\/wp-json\/wp\/v2\/posts\/467\/revisions\/476"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/ocean:8000\/wp-json\/wp\/v2\/media\/479"}],"wp:attachment":[{"href":"http:\/\/ocean:8000\/wp-json\/wp\/v2\/media?parent=467"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/ocean:8000\/wp-json\/wp\/v2\/categories?post=467"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/ocean:8000\/wp-json\/wp\/v2\/tags?post=467"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}