{"id":9012,"date":"2026-08-20T14:18:53","date_gmt":"2026-08-20T05:18:53","guid":{"rendered":"https:\/\/japan-ai.geniee.co.jp\/media\/?p=9012"},"modified":"2026-08-20T14:18:58","modified_gmt":"2026-08-20T05:18:58","slug":"vlm%ef%bc%88%e8%a6%96%e8%a6%9a%e8%a8%80%e8%aa%9e%e3%83%a2%e3%83%87%e3%83%ab%ef%bc%89%e3%81%a8%e3%81%af%ef%bc%9f%e4%bb%95%e7%b5%84%e3%81%bf%e3%83%bbllm%e3%81%a8%e3%81%ae%e9%81%95%e3%81%84%e3%83%bb","status":"publish","type":"post","link":"https:\/\/japan-ai.co.jp\/media\/9012\/","title":{"rendered":"VLM\uff08\u8996\u899a\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u3068\u306f\uff1f\u4ed5\u7d44\u307f\u30fbLLM\u3068\u306e\u9055\u3044\u30fb\u6d3b\u7528\u4e8b\u4f8b"},"content":{"rendered":"\n<p>\u8fd1\u5e74\u3001AI\u6280\u8853\u306e\u9032\u5316\u306b\u3088\u308a\u300cVLM\u300d\u3068\u3044\u3046\u8a00\u8449\u3092\u8033\u306b\u3059\u308b\u6a5f\u4f1a\u304c\u5897\u3048\u3066\u3044\u307e\u3059\u3002ChatGPT\u306b\u4ee3\u8868\u3055\u308c\u308b<a href=\"https:\/\/japan-ai.co.jp\/media\/5111\/\">LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09<\/a>\u304c\u30c6\u30ad\u30b9\u30c8\u51e6\u7406\u3067\u5927\u304d\u306a\u6210\u679c\u3092\u4e0a\u3052\u308b\u4e00\u65b9\u3067\u3001VLM\u306f\u753b\u50cf\u3084\u52d5\u753b\u3068\u3044\u3063\u305f\u8996\u899a\u60c5\u5831\u307e\u3067\u3082\u7406\u89e3\u3067\u304d\u308bAI\u3068\u3057\u3066\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u3001VLM\u3068\u306f\u305d\u3082\u305d\u3082\u4f55\u3092\u610f\u5473\u3059\u308b\u306e\u304b\u3001LLM\u3068\u4f55\u304c\u9055\u3046\u306e\u304b\u3001\u81ea\u793e\u306e\u696d\u52d9\u306b\u3069\u3046\u6d3b\u304b\u305b\u308b\u306e\u304b\u3001\u3068\u3044\u3063\u305f\u7591\u554f\u3092\u6301\u3064\u65b9\u3082\u591a\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001<mark>VLM\u306e\u5b9a\u7fa9\u3084\u4ed5\u7d44\u307f\u304b\u3089\u3001LLM\u3068\u306e\u9055\u3044\u3001\u4ee3\u8868\u7684\u306a\u30e2\u30c7\u30eb\u3001\u6d3b\u7528\u4e8b\u4f8b\u3001\u8ab2\u984c\u3001\u305d\u3057\u3066\u4eca\u5f8c\u306e\u5c55\u671b<\/mark>\u307e\u3067\u3001JAPAN AI\u304c\u7db2\u7f85\u7684\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"toc\">    <div id=\"toc_container\" class=\"toc_container toc-container sgb-toc--bullets js-smooth-scroll\" data-dialog-title=\"Table of Contents\">\n      <p class=\"toc_title\">\u76ee\u6b21 <\/p>\n      <ul class=\"toc_list\">  <li class=\"first\">    <a href=\"#i-0\">VLM\u3068\u306f\uff1f<\/a>  <\/li>  <li>    <a href=\"#i-1\">VLM\u3068LLM\u306e\u9055\u3044<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-2\">LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-3\">VLM\uff08\u8996\u899a\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-4\">VLM\u306e\u4ed5\u7d44\u307f\u30fb\u69cb\u9020<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-5\">\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0<\/a>      <\/li>      <li>        <a href=\"#i-6\">\u30a2\u30e9\u30a4\u30e1\u30f3\u30c8<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-7\">\u30c7\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-8\">VLM\u306e\u5b66\u7fd2\u30fb\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u65b9\u6cd5<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-9\">\u5bfe\u7167\u5b66\u7fd2<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-10\">\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-11\">VLM\u306e\u6d3b\u7528\u4e8b\u4f8b\u30fb\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-12\">\u753b\u50cf\u30ad\u30e3\u30d7\u30b7\u30e7\u30f3\u751f\u6210<\/a>      <\/li>      <li>        <a href=\"#i-13\">\u8996\u899a\u8cea\u554f\u5fdc\u7b54\uff08VQA\uff09<\/a>      <\/li>      <li>        <a href=\"#i-14\">\u7269\u4f53\u691c\u51fa<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-15\">\u30c6\u30ad\u30b9\u30c8\u8a8d\u8b58\uff08OCR\uff09<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-16\">VLM\u306e\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-17\">\u30e1\u30ea\u30c3\u30c8<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-18\">\u30c7\u30e1\u30ea\u30c3\u30c8<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-19\">VLM\u306e\u4ee3\u8868\u7684\u306a\u30e2\u30c7\u30eb<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-20\">GPT-4o<\/a>      <\/li>      <li>        <a href=\"#i-21\">Gemini 3.1 Pro<\/a>      <\/li>      <li>        <a href=\"#i-22\">Qwen3-VL<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-23\">LLaVA<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-24\">VLM\u306e\u8ab2\u984c\u3068\u6ce8\u610f\u70b9<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-25\">\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3<\/a>      <\/li>      <li>        <a href=\"#i-26\">\u30b3\u30b9\u30c8\u3068\u8907\u96d1\u3055<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-27\">\u30d0\u30a4\u30a2\u30b9<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-28\">VLM\u306e\u4eca\u5f8c\u306e\u5c55\u671b\u3068\u5c06\u6765\u6027<\/a>    <ul class=\"menu_level_1\">      <li class=\"first last\">        <a href=\"#i-29\">VLA\uff08Vision Language Action\uff09\u30e2\u30c7\u30eb\u3078\u306e\u767a\u5c55<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-30\">VLM\u306b\u95a2\u3057\u3066\u3088\u304f\u3042\u308b\u8cea\u554f<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-31\">VLM\u306f\u7121\u6599\u3067\u4f7f\u3048\u307e\u3059\u304b\uff1f<\/a>      <\/li>      <li>        <a href=\"#i-32\">VLM\u3068\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebAI\u306e\u9055\u3044\u306f\u306a\u3093\u3067\u3059\u304b\uff1f<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-33\">VLM\u3092\u81ea\u793e\u696d\u52d9\u306b\u5c0e\u5165\u3059\u308b\u306b\u306f\u3069\u3046\u3059\u308c\u3070\u3088\u3044\u3067\u3059\u304b\uff1f<\/a>      <\/li>    <\/ul>  <\/li>  <li class=\"last\">    <a href=\"#i-34\">VLM\u3092\u6b63\u3057\u304f\u7406\u89e3\u3057\u3066AI\u6d3b\u7528\u306e\u5e45\u3092\u5e83\u3052\u3088\u3046<\/a>  <\/li><\/ul>\n      \n    <\/div><\/div><h2 class=\"wp-block-heading\" id=\"i-0\">VLM\u3068\u306f\uff1f<\/h2>\n\n\n\n<p>VLM\uff08Vision Language Model\uff09\u3068\u306f\u3001<mark>\u8996\u899a\u60c5\u5831\uff08\u753b\u50cf\u30fb\u52d5\u753b\uff09\u3068\u8a00\u8a9e\u60c5\u5831\uff08\u30c6\u30ad\u30b9\u30c8\uff09\u3092\u7d71\u5408\u7684\u306b\u51e6\u7406\u3059\u308bAI\u30e2\u30c7\u30eb<\/mark>\u306e\u7dcf\u79f0\u3067\u3059\u3002\u65e5\u672c\u8a9e\u3067\u306f\u300c\u8996\u899a\u8a00\u8a9e\u30e2\u30c7\u30eb\u300d\u3084\u300c\u5927\u898f\u6a21\u8996\u899a\u8a00\u8a9e\u30e2\u30c7\u30eb\u300d\u3068\u3082\u547c\u3070\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5f93\u6765\u306eAI\u30e2\u30c7\u30eb\u306f\u3001\u753b\u50cf\u8a8d\u8b58\u306a\u3089\u753b\u50cf\u3060\u3051\u3001\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u306a\u3089\u30c6\u30ad\u30b9\u30c8\u3060\u3051\u3068\u3001\u5358\u4e00\u306e\u30c7\u30fc\u30bf\u5f62\u5f0f\uff08\u30e2\u30c0\u30ea\u30c6\u30a3\uff09\u3092\u6271\u3046\u306e\u304c\u4e00\u822c\u7684\u3067\u3057\u305f\u3002\u3053\u308c\u306b\u5bfe\u3057\u3066VLM\u306f\u3001\u753b\u50cf\u3092\u898b\u306a\u304c\u3089\u305d\u306e\u5185\u5bb9\u306b\u3064\u3044\u3066\u30c6\u30ad\u30b9\u30c8\u3067\u8aac\u660e\u3057\u305f\u308a\u3001\u753b\u50cf\u306b\u95a2\u3059\u308b\u8cea\u554f\u306b\u30c6\u30ad\u30b9\u30c8\u3067\u56de\u7b54\u3057\u305f\u308a\u3068\u3001\u8907\u6570\u306e\u30e2\u30c0\u30ea\u30c6\u30a3\u3092\u307e\u305f\u3044\u3060\u51e6\u7406\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u3001\u5546\u54c1\u306e\u5199\u771f\u3092VLM\u306b\u5165\u529b\u3059\u308b\u3068\u3001\u300c\u3053\u306e\u5546\u54c1\u306f\u767d\u3044\u30b9\u30cb\u30fc\u30ab\u30fc\u3067\u3001\u30bd\u30fc\u30eb\u90e8\u5206\u306b\u30af\u30c3\u30b7\u30e7\u30f3\u6a5f\u80fd\u304c\u4ed8\u3044\u3066\u3044\u307e\u3059\u300d\u3068\u3044\u3063\u305f\u8aac\u660e\u6587\u3092\u81ea\u52d5\u751f\u6210\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306f<a href=\"https:\/\/japan-ai.co.jp\/media\/5197\/\">\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebAI<\/a>\u306e\u4ee3\u8868\u7684\u306a\u6280\u8853\u3067\u3042\u308a\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u73fe\u5834\u3067\u3082\u3055\u307e\u3056\u307e\u306a\u5fdc\u7528\u304c\u5e83\u304c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-1\">VLM\u3068LLM\u306e\u9055\u3044<\/h2>\n\n\n\n<p>VLM\u3092\u7406\u89e3\u3059\u308b\u3046\u3048\u3067\u6700\u3082\u591a\u3044\u7591\u554f\u304c\u300cLLM\u3068\u306f\u4f55\u304c\u9055\u3046\u306e\u304b\uff1f\u300d\u3068\u3044\u3046\u70b9\u3067\u3059\u3002\u4e21\u8005\u306e\u9055\u3044\u3092\u6b63\u3057\u304f\u628a\u63e1\u3059\u308b\u3053\u3068\u3067\u3001VLM\u306e\u5f37\u307f\u3068\u6d3b\u7528\u5834\u9762\u304c\u660e\u78ba\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-2\">LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09<\/h3>\n\n\n\n<p>LLM\uff08Large Language Model\uff09\u306f\u3001\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3057\u3001<mark>\u8a00\u8a9e\u306e\u7406\u89e3\u3068\u751f\u6210\u306b\u7279\u5316\u3057\u305fAI\u30e2\u30c7\u30eb<\/mark>\u3067\u3059\u3002\u6587\u7ae0\u306e\u8981\u7d04\u3001\u7ffb\u8a33\u3001\u8cea\u554f\u5fdc\u7b54\u3001\u30b3\u30fc\u30c9\u751f\u6210\u3068\u3044\u3063\u305f\u30c6\u30ad\u30b9\u30c8\u30d9\u30fc\u30b9\u306e\u30bf\u30b9\u30af\u306b\u512a\u308c\u305f\u6027\u80fd\u3092\u767a\u63ee\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305f\u3060\u3057\u3001\u30c6\u30ad\u30b9\u30c8\u5c02\u7528\u306eLLM\u5358\u4f53\u3067\u306f\u753b\u50cf\u3084\u52d5\u753b\u3092\u76f4\u63a5\u7406\u89e3\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3002\u5165\u529b\u3082\u51fa\u529b\u3082\u57fa\u672c\u7684\u306b\u30c6\u30ad\u30b9\u30c8\u306b\u9650\u5b9a\u3055\u308c\u307e\u3059\u3002\u8fd1\u5e74\u3067\u306f<a href=\"https:\/\/japan-ai.co.jp\/media\/8264\/\">GPT-4<\/a>\u3084<a href=\"https:\/\/japan-ai.co.jp\/media\/7692\/\">Gemini<\/a>\u306e\u3088\u3046\u306b\u3001\u3082\u3068\u3082\u3068LLM\u3068\u3057\u3066\u958b\u767a\u3055\u308c\u305f\u30e2\u30c7\u30eb\u306b\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u6a5f\u80fd\u304c\u8ffd\u52a0\u3055\u308c\u308b\u30b1\u30fc\u30b9\u3082\u5897\u3048\u3066\u3044\u307e\u3059\u304c\u3001LLM\u306e\u57fa\u672c\u7684\u306a\u8a2d\u8a08\u601d\u60f3\u306f\u30c6\u30ad\u30b9\u30c8\u51e6\u7406\u306b\u7279\u5316\u3057\u3066\u304a\u308a\u3001\u8996\u899a\u7406\u89e3\u306fVLM\u3068\u3057\u3066\u306e\u62e1\u5f35\u6a5f\u80fd\u3068\u3057\u3066\u4f4d\u7f6e\u3065\u3051\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-3\">VLM\uff08\u8996\u899a\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09<\/h3>\n\n\n\n<p>VLM\u306f\u3001\u8fd1\u5e74\u306e\u751f\u6210\u7cfb\u30e2\u30c7\u30eb\u3067\u306f\u3001LLM\u306e\u8a00\u8a9e\u51e6\u7406\u80fd\u529b\u306b\u8996\u899a\u7406\u89e3\u80fd\u529b\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u5f62\u3067\u5b9f\u88c5\u3055\u308c\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u30c6\u30ad\u30b9\u30c8\u3060\u3051\u3067\u306a\u304f\u753b\u50cf\u3084\u52d5\u753b\u3082\u5165\u529b\u3068\u3057\u3066\u53d7\u3051\u53d6\u308a\u3001\u8996\u899a\u60c5\u5831\u3092\u8e0f\u307e\u3048\u305f\u30c6\u30ad\u30b9\u30c8\u51fa\u529b\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e21\u8005\u306e\u9055\u3044\u3092\u6574\u7406\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n<div id=\"id-48aadb3a-b39d-4907-94f8-08083505d1d7\">\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6bd4\u8f03\u9805\u76ee<\/th><th>LLM<\/th><th>VLM<\/th><\/tr><\/thead><tbody><tr><td>\u5165\u529b\u30c7\u30fc\u30bf<\/td><td>\u30c6\u30ad\u30b9\u30c8\u306e\u307f<\/td><td>\u30c6\u30ad\u30b9\u30c8\uff0b\u753b\u50cf\u30fb\u52d5\u753b<\/td><\/tr><tr><td>\u51e6\u7406\u65b9\u5f0f<\/td><td>\u5358\u4e00\u30e2\u30c0\u30ea\u30c6\u30a3<\/td><td>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb<\/td><\/tr><tr><td>\u4e3b\u306a\u7528\u9014<\/td><td>\u6587\u7ae0\u751f\u6210\u30fb\u8981\u7d04\u30fb\u7ffb\u8a33<\/td><td>\u753b\u50cf\u8aac\u660e\u30fb\u8996\u899a\u8cea\u554f\u5fdc\u7b54\u30fb\u6587\u66f8\u7406\u89e3<\/td><\/tr><tr><td>\u4ee3\u8868\u30e2\u30c7\u30eb<\/td><td>GPT-3.5\u3001Llama 3\uff08\u30c6\u30ad\u30b9\u30c8\u7248\uff09<\/td><td>GPT-4o\u3001Gemini 3.1 Pro\u3001Qwen3-VL<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/div>\n\n\n<p>\u3064\u307e\u308a\u3001VLM\u306f\u300cLLM\u306b\u76ee\u3092\u6301\u305f\u305b\u305f\u30e2\u30c7\u30eb\u300d\u3068\u8868\u73fe\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u3001\u30c6\u30ad\u30b9\u30c8\u3060\u3051\u3067\u306f\u5bfe\u5fdc\u3067\u304d\u306a\u304b\u3063\u305f\u8996\u899a\u7684\u306a\u696d\u52d9\u306b\u3082AI\u3092\u6d3b\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-4\">VLM\u306e\u4ed5\u7d44\u307f\u30fb\u69cb\u9020<\/h2>\n\n\n\n<p>VLM\u304c\u3069\u306e\u3088\u3046\u306b\u3057\u3066\u753b\u50cf\u3068\u30c6\u30ad\u30b9\u30c8\u3092\u540c\u6642\u306b\u7406\u89e3\u3059\u308b\u306e\u304b\u3001\u305d\u306e\u5185\u90e8\u69cb\u9020\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002\u751f\u6210\u7cfbVLM\u306e\u591a\u304f\u306f\u3001\u5927\u304d\u304f3\u3064\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-5\">\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0<\/h3>\n\n\n\n<p>VLM\u306e\u6700\u521d\u306e\u30b9\u30c6\u30c3\u30d7\u306f\u3001\u753b\u50cf\u3068\u30c6\u30ad\u30b9\u30c8\u3092\u305d\u308c\u305e\u308c\u6570\u5024\u8868\u73fe\uff08\u30d9\u30af\u30c8\u30eb\uff09\u306b\u5909\u63db\u3059\u308b\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u753b\u50cf\u5074\u3067\u306f\u3001ViT\uff08Vision Transformer\uff09\u3084CNN\u3068\u3044\u3063\u305f\u753b\u50cf\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u304c\u4f7f\u308f\u308c\u307e\u3059\u3002\u753b\u50cf\u3092\u30d1\u30c3\u30c1\uff08\u5c0f\u3055\u306a\u9818\u57df\uff09\u306b\u5206\u5272\u3057\u3001\u5404\u30d1\u30c3\u30c1\u306e\u7279\u5fb4\u3092\u30d9\u30af\u30c8\u30eb\u3068\u3057\u3066\u62bd\u51fa\u3057\u307e\u3059\u3002\u30c6\u30ad\u30b9\u30c8\u5074\u3067\u306f\u3001Transformer\u30d9\u30fc\u30b9\u306e\u30c6\u30ad\u30b9\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u304c\u6587\u7ae0\u3092\u30c8\u30fc\u30af\u30f3\u5358\u4f4d\u3067\u30d9\u30af\u30c8\u30eb\u5316\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u6bb5\u968e\u3067\u306f\u3001\u753b\u50cf\u3068\u30c6\u30ad\u30b9\u30c8\u306f\u307e\u3060\u5225\u3005\u306e\u7a7a\u9593\u3067\u51e6\u7406\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-6\">\u30a2\u30e9\u30a4\u30e1\u30f3\u30c8<\/h3>\n\n\n\n<p>\u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u304c\u3001VLM\u306e\u6838\u5fc3\u3068\u3082\u3044\u3048\u308b\u30a2\u30e9\u30a4\u30e1\u30f3\u30c8\uff08\u6574\u5217\uff09\u3067\u3059\u3002\u753b\u50cf\u30d9\u30af\u30c8\u30eb\u3068\u30c6\u30ad\u30b9\u30c8\u30d9\u30af\u30c8\u30eb\u3092<mark>\u540c\u3058\u6f5c\u5728\u7a7a\u9593\u306b\u30de\u30c3\u30d4\u30f3\u30b0<\/mark>\u3057\u3001\u4e21\u8005\u3092\u610f\u5473\u7684\u306b\u7d10\u3065\u3051\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u6280\u8853\u306e\u4ee3\u8868\u4f8b\u304cCLIP\uff08Contrastive Language-Image Pre-training\uff09\u3067\u3059\u3002CLIP\u306f\u5bfe\u7167\u5b66\u7fd2\u3068\u3044\u3046\u624b\u6cd5\u3092\u7528\u3044\u3066\u3001\u300c\u72ac\u306e\u753b\u50cf\u300d\u3068\u300c\u72ac\u300d\u3068\u3044\u3046\u30c6\u30ad\u30b9\u30c8\u304c\u8fd1\u3044\u4f4d\u7f6e\u306b\u3001\u300c\u72ac\u306e\u753b\u50cf\u300d\u3068\u300c\u8eca\u300d\u3068\u3044\u3046\u30c6\u30ad\u30b9\u30c8\u304c\u9060\u3044\u4f4d\u7f6e\u306b\u914d\u7f6e\u3055\u308c\u308b\u3088\u3046\u5b66\u7fd2\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u753b\u50cf\u3068\u30c6\u30ad\u30b9\u30c8\u306e\u610f\u5473\u7684\u306a\u5bfe\u5fdc\u95a2\u4fc2\u3092\u30e2\u30c7\u30eb\u304c\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30d7\u30ed\u30b8\u30a7\u30af\u30bf\u30fc\uff08\u30b3\u30cd\u30af\u30bf\u30fc\uff09\u3068\u547c\u3070\u308c\u308b\u30e2\u30b8\u30e5\u30fc\u30eb\u304c\u3001\u753b\u50cf\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u306e\u51fa\u529b\u3092LLM\u304c\u7406\u89e3\u3067\u304d\u308b\u5f62\u5f0f\u306b\u5909\u63db\u3059\u308b\u5f79\u5272\u3082\u62c5\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-7\">\u30c7\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0<\/h3>\n\n\n\n<p>\u6700\u5f8c\u306e\u30b9\u30c6\u30c3\u30d7\u304c\u30c7\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3067\u3059\u3002\u30a2\u30e9\u30a4\u30e1\u30f3\u30c8\u306b\u3088\u3063\u3066\u7d71\u5408\u3055\u308c\u305f\u753b\u50cf\u30fb\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\u3092\u3082\u3068\u306b\u3001LLM\u304c\u6700\u7d42\u7684\u306a\u30c6\u30ad\u30b9\u30c8\u51fa\u529b\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u300c\u3053\u306e\u753b\u50cf\u306b\u306f\u4f55\u304c\u5199\u3063\u3066\u3044\u307e\u3059\u304b\uff1f\u300d\u3068\u3044\u3046\u8cea\u554f\u3068\u753b\u50cf\u304c\u5165\u529b\u3055\u308c\u305f\u5834\u5408\u3001\u7d71\u5408\u3055\u308c\u305f\u60c5\u5831\u304b\u3089LLM\u304c\u300c\u516c\u5712\u3067\u30d5\u30ea\u30b9\u30d3\u30fc\u3092\u30ad\u30e3\u30c3\u30c1\u3057\u3088\u3046\u3068\u3057\u3066\u3044\u308b\u72ac\u304c\u5199\u3063\u3066\u3044\u307e\u3059\u300d\u3068\u3044\u3063\u305f\u81ea\u7136\u8a00\u8a9e\u306e\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u2192\u30a2\u30e9\u30a4\u30e1\u30f3\u30c8\u2192\u30c7\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e3\u30b9\u30c6\u30c3\u30d7\u306b\u3088\u308a\u3001VLM\u306f\u753b\u50cf\u3092\u300c\u898b\u3066\u300d\u30c6\u30ad\u30b9\u30c8\u3067\u300c\u8a9e\u308b\u300d\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-8\">VLM\u306e\u5b66\u7fd2\u30fb\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u65b9\u6cd5<\/h2>\n\n\n\n<p>VLM\u306e\u9ad8\u3044\u6027\u80fd\u306f\u3001\u6bb5\u968e\u7684\u306a\u5b66\u7fd2\u30d7\u30ed\u30bb\u30b9\u306b\u3088\u3063\u3066\u5b9f\u73fe\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u3053\u3067\u306fVLM\u306e\u5b66\u7fd2\u306b\u7528\u3044\u3089\u308c\u308b\u4e3b\u8981\u306a\u624b\u6cd5\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-9\">\u5bfe\u7167\u5b66\u7fd2<\/h3>\n\n\n\n<p>VLM\u306e\u5b66\u7fd2\u306e\u57fa\u76e4\u3068\u306a\u308b\u306e\u304c\u5bfe\u7167\u5b66\u7fd2\uff08Contrastive Learning\uff09\u3067\u3059\u3002CLIP\u306b\u4ee3\u8868\u3055\u308c\u308b\u3053\u306e\u624b\u6cd5\u3067\u306f\u3001\u5927\u91cf\u306e\u753b\u50cf-\u30c6\u30ad\u30b9\u30c8\u30da\u30a2\u3092\u4f7f\u3044\u3001\u5bfe\u5fdc\u3059\u308b\u753b\u50cf\u3068\u30c6\u30ad\u30b9\u30c8\u306e\u57cb\u3081\u8fbc\u307f\uff08\u30d9\u30af\u30c8\u30eb\u8868\u73fe\uff09\u3092\u8fd1\u3065\u3051\u3001\u5bfe\u5fdc\u3057\u306a\u3044\u30da\u30a2\u306e\u57cb\u3081\u8fbc\u307f\u3092\u9060\u3056\u3051\u308b\u3088\u3046\u306b\u5b66\u7fd2\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u304b\u3089\u53ce\u96c6\u3055\u308c\u305f\u6570\u5104\u898f\u6a21\u306e\u753b\u50cf-\u30c6\u30ad\u30b9\u30c8\u30da\u30a2\u3092\u7528\u3044\u305f\u4e8b\u524d\u5b66\u7fd2\u306b\u3088\u308a\u3001VLM\u306f\u300c\u753b\u50cf\u3068\u8a00\u8a9e\u306e\u5bfe\u5fdc\u95a2\u4fc2\u300d\u3092\u5e83\u7bc4\u306b\u7372\u5f97\u3057\u307e\u3059\u3002\u3053\u306e\u4e8b\u524d\u5b66\u7fd2\u306b\u3088\u3063\u3066\u3001\u672a\u77e5\u306e\u753b\u50cf\u30ab\u30c6\u30b4\u30ea\u306b\u5bfe\u3057\u3066\u3082\u3042\u308b\u7a0b\u5ea6\u306e\u7406\u89e3\u304c\u53ef\u80fd\u306a<mark>\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u80fd\u529b<\/mark>\u304c\u751f\u307e\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-10\">\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb<\/h3>\n\n\n\n<p>\u3082\u3046\u4e00\u3064\u306e\u4e3b\u8981\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u3001\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u306eLLM\u3068\u30d3\u30b8\u30e7\u30f3\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u3092\u7d44\u307f\u5408\u308f\u305b\u3066VLM\u3092\u69cb\u7bc9\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u4ee3\u8868\u4f8b\u304cLLaVA\uff08Large Language and Vision Assistant\uff09\u3067\u3001\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u306eCLIP\u30d3\u30b8\u30e7\u30f3\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u3068LLM\uff08Vicuna\u306a\u3069\uff09\u3092\u30d7\u30ed\u30b8\u30a7\u30af\u30bf\u30fc\u3067\u63a5\u7d9a\u3057\u3001\u8996\u899a\u6307\u793a\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff08Visual Instruction Tuning\uff09\u3092\u884c\u3044\u307e\u3059\u3002\u3053\u306e\u624b\u6cd5\u3067\u306f\u3001LLM\u306e\u5f37\u529b\u306a\u8a00\u8a9e\u80fd\u529b\u3092\u305d\u306e\u307e\u307e\u6d3b\u304b\u3057\u3064\u3064\u3001\u8996\u899a\u7406\u89e3\u80fd\u529b\u3092\u52b9\u7387\u7684\u306b\u4ed8\u4e0e\u3067\u304d\u308b\u305f\u3081\u3001\u6bd4\u8f03\u7684\u5c11\u306a\u3044\u30c7\u30fc\u30bf\u30fb\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3067\u3082\u9ad8\u6027\u80fd\u306aVLM\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5b66\u7fd2\u30d7\u30ed\u30bb\u30b9\u306f\u4e00\u822c\u7684\u306b\u3001\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u3067\u306e\u4e8b\u524d\u5b66\u7fd2\u3001\u30bf\u30b9\u30af\u56fa\u6709\u30c7\u30fc\u30bf\u3067\u306e\u6559\u5e2b\u3042\u308a\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3001\u305d\u3057\u3066\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u4eba\u9593\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u306b\u3088\u308b\u9078\u597d\u30a2\u30e9\u30a4\u30e1\u30f3\u30c8\u3001\u3068\u3044\u3046\u6bb5\u968e\u3092\u8e0f\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u4ed5\u7d44\u307f\u3084\u6d3b\u7528\u4e8b\u4f8b\u306b\u3064\u3044\u3066\u306f\u3001\u300c<a href=\"https:\/\/japan-ai.co.jp\/media\/5219\/\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306f\uff1f\u4ed5\u7d44\u307f\u30fbRAG\u3068\u306e\u9055\u3044\u30fb\u6d3b\u7528\u4e8b\u4f8b\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac<\/a>\u300d\u306e\u8a18\u4e8b\u3067\u8a73\u3057\u304f\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-11\">VLM\u306e\u6d3b\u7528\u4e8b\u4f8b\u30fb\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/h2>\n\n\n\n<p>VLM\u306f\u7406\u8ad6\u7684\u306a\u6280\u8853\u306b\u3068\u3069\u307e\u3089\u305a\u3001\u3059\u3067\u306b\u3055\u307e\u3056\u307e\u306a\u30d3\u30b8\u30cd\u30b9\u9818\u57df\u3067\u5b9f\u7528\u5316\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u3002\u3053\u3053\u3067\u306fVLM\u306e\u4ee3\u8868\u7684\u306a\u6d3b\u7528\u4e8b\u4f8b\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-12\">\u753b\u50cf\u30ad\u30e3\u30d7\u30b7\u30e7\u30f3\u751f\u6210<\/h3>\n\n\n\n<p>VLM\u306e\u6700\u3082\u57fa\u672c\u7684\u306a\u6d3b\u7528\u304c\u753b\u50cf\u30ad\u30e3\u30d7\u30b7\u30e7\u30f3\u751f\u6210\u3067\u3059\u3002\u753b\u50cf\u306e\u5185\u5bb9\u3092\u81ea\u52d5\u7684\u306b\u30c6\u30ad\u30b9\u30c8\u3067\u8aac\u660e\u3059\u308b\u6a5f\u80fd\u3067\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5834\u9762\u3067\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>EC\u30b5\u30a4\u30c8\u306b\u304a\u3051\u308b\u5546\u54c1\u753b\u50cf\u304b\u3089\u306e\u81ea\u52d5\u5546\u54c1\u8aac\u660e\u6587\u751f\u6210\u3067\u3001\u51fa\u54c1\u4f5c\u696d\u3092\u52b9\u7387\u5316<\/li>\n\n\n\n<li>SNS\u904b\u7528\u306b\u304a\u3051\u308b\u6295\u7a3f\u753b\u50cf\u306b\u5bfe\u3059\u308b\u9069\u5207\u306a\u30ad\u30e3\u30d7\u30b7\u30e7\u30f3\u306e\u81ea\u52d5\u63d0\u6848<\/li>\n\n\n\n<li>\u8996\u899a\u969c\u5bb3\u8005\u5411\u3051\u306b\u3001Web\u30b5\u30a4\u30c8\u306e\u753b\u50cf\u5185\u5bb9\u3092\u97f3\u58f0\u8aad\u307f\u4e0a\u3052\u7528\u30c6\u30ad\u30b9\u30c8\u3068\u3057\u3066\u81ea\u52d5\u751f\u6210\u3059\u308b\u30a2\u30af\u30bb\u30b7\u30d3\u30ea\u30c6\u30a3\u5bfe\u5fdc<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-13\">\u8996\u899a\u8cea\u554f\u5fdc\u7b54\uff08VQA\uff09<\/h3>\n\n\n\n<p>VQA\uff08Visual Question Answering\uff09\u306f\u3001\u753b\u50cf\u306b\u95a2\u3059\u308b\u8cea\u554f\u306b\u30c6\u30ad\u30b9\u30c8\u3067\u56de\u7b54\u3059\u308b\u6a5f\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5951\u7d04\u66f8\u3084\u8acb\u6c42\u66f8\u306e\u753b\u50cf\u3092\u8aad\u307f\u53d6\u308a\u3001\u300c\u3053\u306e\u5951\u7d04\u306e\u6709\u52b9\u671f\u9650\u306f\u3044\u3064\u3067\u3059\u304b\uff1f\u300d\u3068\u3044\u3063\u305f\u8cea\u554f\u306b\u56de\u7b54\u3059\u308b\u6587\u66f8\u7406\u89e3<\/li>\n\n\n\n<li>\u30b0\u30e9\u30d5\u3084\u8868\u306e\u753b\u50cf\u304b\u3089\u6570\u5024\u3084\u30c8\u30ec\u30f3\u30c9\u3092\u8aad\u307f\u53d6\u308a\u3001\u30c6\u30ad\u30b9\u30c8\u3067\u8981\u7d04\u3059\u308b\u56f3\u8868\u89e3\u6790<\/li>\n\n\n\n<li>\u30ec\u30f3\u30c8\u30b2\u30f3\u3084CT\u753b\u50cf\u306b\u5bfe\u3057\u3066\u300c\u7570\u5e38\u6240\u898b\u306f\u3042\u308a\u307e\u3059\u304b\uff1f\u300d\u3068\u8cea\u554f\u3057\u3001\u8a3a\u65ad\u306e\u88dc\u52a9\u60c5\u5831\u3092\u63d0\u4f9b\u3059\u308b\u533b\u7642\u753b\u50cf\u8a3a\u65ad\u652f\u63f4<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-14\">\u7269\u4f53\u691c\u51fa<\/h3>\n\n\n\n<p>\u4e00\u90e8\u306eVLM\u3084\u95a2\u9023\u30e2\u30c7\u30eb\u306f\u3001\u753b\u50cf\u5185\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u691c\u51fa\u30fb\u8b58\u5225\u3057\u3001\u4f4d\u7f6e\u3092\u7279\u5b9a\u3059\u308b<mark>\u7269\u4f53\u691c\u51fa<\/mark>\u306b\u3082\u6d3b\u7528\u3055\u308c\u307e\u3059\u3002\u5f93\u6765\u306e\u7269\u4f53\u691c\u51fa\u30e2\u30c7\u30eb\u3068\u7570\u306a\u308a\u3001\u5bfe\u5fdc\u3059\u308b\u30e2\u30c7\u30eb\u3067\u306f\u81ea\u7136\u8a00\u8a9e\u3067\u691c\u51fa\u5bfe\u8c61\u3092\u6307\u5b9a\u3067\u304d\u308b\u70b9\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u3001\u300c\u753b\u50cf\u5185\u306e\u8d64\u3044\u8eca\u3092\u3059\u3079\u3066\u691c\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u3044\u3063\u305f\u30c6\u30ad\u30b9\u30c8\u6307\u793a\u306b\u57fa\u3065\u304d\u3001\u8a72\u5f53\u3059\u308b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b\u30d0\u30a6\u30f3\u30c7\u30a3\u30f3\u30b0\u30dc\u30c3\u30af\u30b9\u3092\u751f\u6210\u3067\u304d\u307e\u3059\u3002\u88fd\u9020\u696d\u306e\u5916\u89b3\u691c\u67fb\u3084\u5c0f\u58f2\u696d\u306e\u68da\u5272\u308a\u5206\u6790\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5206\u91ce\u306e\u6620\u50cf\u76e3\u8996\u306a\u3069\u306b\u5fdc\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-15\">\u30c6\u30ad\u30b9\u30c8\u8a8d\u8b58\uff08OCR\uff09<\/h3>\n\n\n\n<p>VLM\u306f\u753b\u50cf\u5185\u306e\u6587\u5b57\u3092\u691c\u51fa\u3057\u3001\u6a5f\u68b0\u53ef\u8aad\u30c6\u30ad\u30b9\u30c8\u306b\u5909\u63db\u3059\u308bOCR\uff08\u5149\u5b66\u6587\u5b57\u8a8d\u8b58\uff09\u306b\u3082\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002VLM\u30d9\u30fc\u30b9\u306eOCR\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u7279\u5fb4\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30ec\u30a4\u30a2\u30a6\u30c8\u304c\u8907\u96d1\u306a\u5e33\u7968\u3084\u624b\u66f8\u304d\u6587\u5b57\u306b\u3082\u5bfe\u5fdc\u3057\u3084\u3059\u3044<\/li>\n\n\n\n<li>\u6587\u5b57\u8a8d\u8b58\u3068\u540c\u6642\u306b\u6587\u66f8\u306e\u610f\u5473\u7406\u89e3\u304c\u53ef\u80fd\u3067\u3001\u5358\u306a\u308b\u6587\u5b57\u8d77\u3053\u3057\u3067\u306f\u306a\u304f\u5185\u5bb9\u306e\u8981\u7d04\u3084\u5206\u985e\u3082\u540c\u6642\u306b\u884c\u3048\u308b<\/li>\n\n\n\n<li>\u591a\u8a00\u8a9e\u6587\u66f8\u3078\u306e\u5bfe\u5fdc\u529b\u304c\u9ad8\u3044<\/li>\n<\/ul>\n\n\n\n<p>\u7d4c\u7406\u90e8\u9580\u306e\u8acb\u6c42\u66f8\u51e6\u7406\u3001\u4eba\u4e8b\u90e8\u9580\u306e\u5c65\u6b74\u66f8\u30fb\u7533\u8acb\u66f8\u306e\u30c7\u30b8\u30bf\u30eb\u5316\u3001\u6cd5\u52d9\u90e8\u9580\u306e\u5951\u7d04\u66f8\u7ba1\u7406\u306a\u3069\u3001\u30d0\u30c3\u30af\u30aa\u30d5\u30a3\u30b9\u696d\u52d9\u306e\u52b9\u7387\u5316\u306b\u8ca2\u732e\u3057\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u6587\u5b57\u4f4d\u7f6e\u306e\u7279\u5b9a\u7cbe\u5ea6\u3084\u8907\u96d1\u306a\u30ec\u30a4\u30a2\u30a6\u30c8\u51e6\u7406\u3067\u306f\u5c02\u7528OCR\u30c4\u30fc\u30eb\u304c\u6709\u5229\u306a\u5834\u9762\u3082\u3042\u308b\u305f\u3081\u3001\u7528\u9014\u306b\u5fdc\u3058\u305f\u4f7f\u3044\u5206\u3051\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<p><b>VLM\u3092\u6d3b\u304b\u3057\u305f\u4eba\u4e8b\u696d\u52d9\u306e\u52b9\u7387\u5316\u306a\u3089\u300cJAPAN AI HR\u300d<\/b><\/p>\n\n\n\n<p>VLM\u306e\u9032\u5316\u306b\u3088\u308a\u3001\u753b\u50cf\u3084\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u81ea\u52d5\u7406\u89e3\u304c\u5b9f\u7528\u6bb5\u968e\u306b\u5165\u308a\u3064\u3064\u3042\u308a\u307e\u3059\u3002\u3053\u3046\u3057\u305fAI\u6280\u8853\u3092\u4eba\u4e8b\u9818\u57df\u3067\u6d3b\u7528\u3057\u3001\u63a1\u7528\u304b\u3089\u8a55\u4fa1\u30fb\u30bf\u30ec\u30f3\u30c8\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u307e\u3067\u4e00\u6c17\u901a\u8cab\u3067\u52b9\u7387\u5316\u3067\u304d\u308b\u306e\u304c<a href=\"https:\/\/japan-ai.co.jp\/hr\/?uqid=p2056i86409db80a&amp;bid=6683I86d2e24f378\">JAPAN AI HR<\/a>\u3067\u3059\u3002AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u57fa\u76e4\u3068\u500b\u5225\u958b\u767a\u3001BPO\u306e\u7d44\u307f\u5408\u308f\u305b\u304c\u53ef\u80fd\u306aAI\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u3057\u3066\u3001\u66f8\u985e\u30b9\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3084AI\u9762\u63a5\u3001\u8a55\u4fa1\u30ec\u30dd\u30fc\u30c8\u306e\u81ea\u52d5\u751f\u6210\u306a\u3069\u3001\u7169\u96d1\u306a\u5b9a\u578b\u696d\u52d9\u3092AI\u304c\u62c5\u3044\u3001\u4eba\u4e8b\u62c5\u5f53\u8005\u304c\u672c\u8cea\u7684\u306a\u5224\u65ad\u30fb\u610f\u601d\u6c7a\u5b9a\u306b\u96c6\u4e2d\u3067\u304d\u308b\u74b0\u5883\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/p>\n\n\n<div class=\"\"><div class=\"sgb-content-block post-8780 js-sgb-content-block\" data-id=\"8780\">\n<div class=\"wp-block-group cta_ai_hr cta_wh_type japanai-legacy-content-block is-layout-flow wp-block-group-is-layout-flow\">\n\n<figure class=\"wp-block-image size-full cta_logo\"><img decoding=\"async\" src=\"https:\/\/japan-ai.geniee.co.jp\/media\/wp-content\/themes\/sango-theme-child\/images\/logo_cta-ai-hr-cta.png\" alt=\"JAPAN AI HR\"><\/figure>\n\n\n<div class=\"wp-block-group cta_inner is-layout-flow wp-block-group-is-layout-flow\">\n\n<div class=\"wp-block-group cta_inner_top is-layout-flow wp-block-group-is-layout-flow\">\n\n<p class=\"sub_top_p\"><span>\u5de5\u6570\u524a\u6e1b<\/span>\u304b\u3089<br><span>\u63a1\u7528\u529b\u5f37\u5316<\/span>\u307e\u3067\u4f34\u8d70\u652f\u63f4<\/p>\n\n\n<p class=\"sub_bot_p sp_txttop\">\u63a1\u7528\u696d\u52d9\u306eAX\u5316<br class=\"pc_br\"><br class=\"sp_br\">\u30c8\u30fc\u30bf\u30eb\u652f\u63f4\u30b5\u30fc\u30d3\u30b9<br class=\"pc_br\"><br class=\"sp_br\"><span>JAPAN AI HR<\/span><\/p>\n\n<\/div>\n\n\n<div class=\"wp-block-group cta_inner_bot is-layout-flow wp-block-group-is-layout-flow\">\n\n<div class=\"wp-block-group cta_txtbox is-layout-flow wp-block-group-is-layout-flow\">\n\n<p class=\"sub_bot_p\">\u63a1\u7528\u696d\u52d9\u306eAX\u5316<br class=\"pc_br\"><br class=\"sp_br\">\u30c8\u30fc\u30bf\u30eb\u652f\u63f4\u30b5\u30fc\u30d3\u30b9<br class=\"pc_br\"><br class=\"sp_br\"><span>JAPAN AI HR<\/span><\/p>\n\n\n<div class=\"wp-block-group txt_cols is-layout-flow wp-block-group-is-layout-flow\">\n\n<div class=\"wp-block-group txt_itm is-layout-flow wp-block-group-is-layout-flow\">\n\n<div class=\"wp-block-group japanai-legacy-check-wrap is-layout-flow wp-block-group-is-layout-flow\">\n\n<p class=\"japanai-legacy-check has-text-color\" style=\"color:#C2410C\">\u2713<\/p>\n\n<\/div>\n\n\n<p>\u4e00\u9023\u306e\u63a1\u7528\u30d5\u30ed\u30fc\u3092\u52b9\u7387\u5316\u3059\u308b<br>\u63a1\u7528\u7279\u5316\u578bAI\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/p>\n\n<\/div>\n\n\n<div class=\"wp-block-group txt_itm is-layout-flow wp-block-group-is-layout-flow\">\n\n<div class=\"wp-block-group japanai-legacy-check-wrap is-layout-flow wp-block-group-is-layout-flow\">\n\n<p class=\"japanai-legacy-check has-text-color\" style=\"color:#C2410C\">\u2713<\/p>\n\n<\/div>\n\n\n<p>\u81ea\u793e\u7279\u6709\u306e\u696d\u52d9\u306b\u5408\u308f\u305b\u305fAI\u30a8\u30fc\u30b8\u30a7<br>\u30f3\u30c8\u306e\u4f5c\u6210\u3001\u500b\u5225\u958b\u767a\u306b\u3082\u5bfe\u5fdc<\/p>\n\n<\/div>\n\n\n<div class=\"wp-block-group txt_itm is-layout-flow wp-block-group-is-layout-flow\">\n\n<div class=\"wp-block-group japanai-legacy-check-wrap is-layout-flow wp-block-group-is-layout-flow\">\n\n<p class=\"japanai-legacy-check has-text-color\" style=\"color:#C2410C\">\u2713<\/p>\n\n<\/div>\n\n\n<p>\u63a1\u7528\u696d\u52d9\u306e\u68da\u5378\u3057\u304b\u3089AI\u3078\u306e\u4ee3\u66ff\u307e\u3067<br>\u4f34\u8d70\u3059\u308bAX\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0<\/p>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n\n<div class=\"wp-block-group ming is-layout-flow wp-block-group-is-layout-flow\">\n\n<figure class=\"wp-block-image size-full monitor_div\"><img decoding=\"async\" src=\"https:\/\/japan-ai.geniee.co.jp\/media\/wp-content\/themes\/sango-theme-child\/images\/cta-ai-hr-ax.png\" alt=\"JAPAN AI HR\"><\/figure>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n\n<div class=\"wp-block-buttons bottom_box japanai-legacy-bottom is-layout-flex wp-block-buttons-is-layout-flex\">\n\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"#\" target=\"_blank\" rel=\"noreferrer noopener\"><span>\u8cc7\u6599\u8acb\u6c42\u306f\u3053\u3061\u3089<\/span><\/a><\/div>\n\n<\/div>\n\n<\/div>\n<\/div><\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"i-16\">VLM\u306e\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8<\/h2>\n\n\n\n<p>VLM\u306e\u5c0e\u5165\u3092\u691c\u8a0e\u3059\u308b\u306b\u3042\u305f\u3063\u3066\u3001<mark>\u30e1\u30ea\u30c3\u30c8\u3068\u30c7\u30e1\u30ea\u30c3\u30c8\u306e\u4e21\u9762\u3092\u7406\u89e3\u3057\u3066\u304a\u304f\u3053\u3068<\/mark>\u304c\u91cd\u8981\u3067\u3059\u3002\u4ee5\u4e0b\u306b\u305d\u308c\u305e\u308c\u306e\u8981\u70b9\u3092\u6574\u7406\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-17\">\u30e1\u30ea\u30c3\u30c8<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u51e6\u7406\u306b\u3088\u308b\u696d\u52d9\u52b9\u7387\u5316<\/li>\n\n\n\n<li>\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2\u306b\u3088\u308b\u67d4\u8edf\u306a\u5bfe\u5fdc<\/li>\n\n\n\n<li>\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306e\u6d3b\u7528<\/li>\n\n\n\n<li>\u76f4\u611f\u7684\u306a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9<\/li>\n<\/ul>\n\n\n\n<p>\u753b\u50cf\u3068\u30c6\u30ad\u30b9\u30c8\u3092\u7d71\u5408\u7684\u306b\u51e6\u7406\u3067\u304d\u308b\u305f\u3081\u3001\u3053\u308c\u307e\u3067\u4eba\u624b\u3067\u884c\u3063\u3066\u3044\u305f\u300c\u753b\u50cf\u3092\u898b\u3066\u5185\u5bb9\u3092\u8a18\u8ff0\u3059\u308b\u300d\u300c\u6587\u66f8\u753b\u50cf\u304b\u3089\u60c5\u5831\u3092\u62bd\u51fa\u3059\u308b\u300d\u3068\u3044\u3063\u305f\u4f5c\u696d\u3092\u81ea\u52d5\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e8b\u524d\u306b\u5b66\u7fd2\u3057\u3066\u3044\u306a\u3044\u30ab\u30c6\u30b4\u30ea\u306e\u753b\u50cf\u306b\u5bfe\u3057\u3066\u3082\u3001\u81ea\u7136\u8a00\u8a9e\u306e\u6307\u793a\u3060\u3051\u3067\u3042\u308b\u7a0b\u5ea6\u306e\u51e6\u7406\u304c\u53ef\u80fd\u3067\u3059\u3002\u65b0\u3057\u3044\u30bf\u30b9\u30af\u306e\u305f\u3073\u306b\u30e2\u30c7\u30eb\u3092\u518d\u5b66\u7fd2\u3059\u308b\u5fc5\u8981\u304c\u306a\u304f\u3001\u5c0e\u5165\u306e\u30cf\u30fc\u30c9\u30eb\u304c\u4e0b\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4f01\u696d\u5185\u306b\u84c4\u7a4d\u3055\u308c\u305f\u753b\u50cf\u30fb\u6587\u66f8\u30fb\u56f3\u9762\u3068\u3044\u3063\u305f\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u3001VLM\u3092\u901a\u3058\u3066\u691c\u7d22\u30fb\u5206\u6790\u30fb\u6d3b\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u307e\u3067\u7720\u3063\u3066\u3044\u305f\u30c7\u30fc\u30bf\u8cc7\u7523\u306e\u4fa1\u5024\u3092\u5f15\u304d\u51fa\u305b\u308b\u70b9\u306f\u3001\u5927\u304d\u306a\u30d3\u30b8\u30cd\u30b9\u30e1\u30ea\u30c3\u30c8\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u81ea\u7136\u8a00\u8a9e\u3067\u6307\u793a\u3092\u51fa\u305b\u308b\u305f\u3081\u3001\u5c02\u9580\u7684\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u77e5\u8b58\u304c\u306a\u304f\u3066\u3082\u6d3b\u7528\u3057\u3084\u3059\u304f\u3001\u73fe\u5834\u3078\u306e\u5c55\u958b\u304c\u30b9\u30e0\u30fc\u30ba\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-18\">\u30c7\u30e1\u30ea\u30c3\u30c8<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8a08\u7b97\u30b3\u30b9\u30c8\u30fbGPU\u8ca0\u8377\u306e\u5897\u5927<\/li>\n\n\n\n<li>\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff08\u5e7b\u899a\uff09\u306e\u30ea\u30b9\u30af<\/li>\n\n\n\n<li>\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u4f9d\u5b58<\/li>\n\n\n\n<li>\u30d0\u30a4\u30a2\u30b9\u306e\u554f\u984c<\/li>\n<\/ul>\n\n\n\n<p>\u753b\u50cf\u3068\u30c6\u30ad\u30b9\u30c8\u3092\u540c\u6642\u306b\u51e6\u7406\u3059\u308b\u305f\u3081\u3001LLM\u5358\u4f53\u3068\u6bd4\u8f03\u3057\u3066\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u306e\u6d88\u8cbb\u304c\u5927\u304d\u304f\u306a\u308a\u307e\u3059\u3002\u9ad8\u6027\u80fd\u306aGPU\u304c\u5fc5\u8981\u3068\u306a\u308b\u30b1\u30fc\u30b9\u304c\u591a\u304f\u3001\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u306e\u5229\u7528\u6599\u3082\u5897\u52a0\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>VLM\u306f\u753b\u50cf\u306b\u5199\u3063\u3066\u3044\u306a\u3044\u3082\u306e\u3092\u300c\u5199\u3063\u3066\u3044\u308b\u300d\u3068\u8aa4\u8a8d\u3057\u305f\u308a\u3001\u753b\u50cf\u306e\u5185\u5bb9\u3068\u77db\u76fe\u3059\u308b\u8aac\u660e\u3092\u751f\u6210\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e<a href=\"https:\/\/japan-ai.co.jp\/media\/5186\/\">\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3<\/a>\u306f\u3001\u533b\u7642\u3084\u88fd\u9020\u306a\u3069\u9ad8\u3044\u7cbe\u5ea6\u304c\u6c42\u3081\u3089\u308c\u308b\u9818\u57df\u3067\u306f\u7279\u306b\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p>VLM\u306e\u51fa\u529b\u54c1\u8cea\u306f\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3057\u307e\u3059\u3002\u504f\u3063\u305f\u30c7\u30fc\u30bf\u3067\u5b66\u7fd2\u3055\u308c\u305f\u30e2\u30c7\u30eb\u306f\u3001\u7279\u5b9a\u306e\u30ab\u30c6\u30b4\u30ea\u3084\u6587\u5316\u570f\u306b\u5bfe\u3057\u3066\u4e0d\u6b63\u78ba\u306a\u51fa\u529b\u3092\u751f\u6210\u3059\u308b\u30ea\u30b9\u30af\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u542b\u307e\u308c\u308b\u30b8\u30a7\u30f3\u30c0\u30fc\u30fb\u4eba\u7a2e\u30fb\u6587\u5316\u7684\u306a\u30d0\u30a4\u30a2\u30b9\u304c\u3001VLM\u306e\u51fa\u529b\u306b\u53cd\u6620\u3055\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u516c\u5e73\u6027\u304c\u6c42\u3081\u3089\u308c\u308b\u5834\u9762\u3067\u306f\u3001\u51fa\u529b\u7d50\u679c\u306e\u76e3\u8996\u3068\u662f\u6b63\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-19\">VLM\u306e\u4ee3\u8868\u7684\u306a\u30e2\u30c7\u30eb<\/h2>\n\n\n\n<p>2026\u5e747\u6708\u6642\u70b9\u3067\u3001VLM\u5206\u91ce\u306b\u306f\u5546\u7528API\u3068\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u4e21\u65b9\u3067\u6709\u529b\u306a\u30e2\u30c7\u30eb\u304c\u5b58\u5728\u3057\u307e\u3059\u3002\u305d\u308c\u305e\u308c\u306e\u7279\u5fb4\u3092\u628a\u63e1\u3057\u3001\u7528\u9014\u306b\u5fdc\u3058\u305f\u9078\u5b9a\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-20\">GPT-4o<\/h3>\n\n\n\n<p>OpenAI\u793e\u304c\u63d0\u4f9b\u3059\u308b\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30e2\u30c7\u30eb\u3067\u3059\u3002\u30c6\u30ad\u30b9\u30c8\u30fb\u753b\u50cf\u30fb\u97f3\u58f0\u3092\u7d71\u5408\u7684\u306b\u51e6\u7406\u3067\u304d\u3001VLM\u3068\u3057\u3066\u3082\u9ad8\u3044\u6027\u80fd\u3092\u767a\u63ee\u3057\u307e\u3059\u3002API\u3092\u901a\u3058\u3066\u624b\u8efd\u306b\u5229\u7528\u3067\u304d\u3001\u9ad8\u901f\u5316\u30fb\u4f4e\u4fa1\u683c\u5316\u304c\u9032\u3093\u3067\u3044\u308b\u3053\u3068\u304b\u3089\u3001PoC\u3084\u5c0f\u898f\u6a21\u5c0e\u5165\u306e\u7b2c\u4e00\u5019\u88dc\u3068\u3057\u3066\u9078\u3070\u308c\u308b\u30b1\u30fc\u30b9\u304c\u591a\u3044\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-21\">Gemini 3.1 Pro<\/h3>\n\n\n\n<p>Google\u793e\u306eVLM\u3067\u3001\u6587\u66f8\u7406\u89e3\u30fb\u30c1\u30e3\u30fc\u30c8\u89e3\u6790\u30fb\u52d5\u753b\u7406\u89e3\u306b\u304a\u3044\u3066\u9ad8\u3044\u6027\u80fd\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002CharXiv Reasoning\uff08\u30c1\u30e3\u30fc\u30c8\u63a8\u8ad6\u30d9\u30f3\u30c1\u30de\u30fc\u30af\uff09\u3067\u306f\u4eba\u9593\u306e\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\uff0880.5%\uff09\u3092\u4e0a\u56de\u308b81.4%\u3092\u9054\u6210\u3059\u308b\u306a\u3069\u3001\u7279\u306b\u30d3\u30b8\u30cd\u30b9\u6587\u66f8\u306e\u51e6\u7406\u306b\u5f37\u307f\u3092\u6301\u3061\u307e\u3059\u3002Google Cloud\u306e\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u7d71\u5408\u3082\u5bb9\u6613\u3067\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u7528\u9014\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002\u306a\u304a\u3001\u524d\u30e2\u30c7\u30eb\u306eGemini 3 Pro Preview\u306f2026\u5e743\u67089\u65e5\u306b\u505c\u6b62\u6e08\u307f\u3067\u3001\u73fe\u884c\u30e2\u30c7\u30eb\u306fGemini 3.1 Pro\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u51fa\u5178:<a href=\"https:\/\/charxiv.github.io\/\" rel=\"nofollow\">CharXiv\u300cCharXiv: Charting Gaps in Realistic Chart Understanding\u300d<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-22\">Qwen3-VL<\/h3>\n\n\n\n<p>Alibaba Cloud\u793e\u304c\u958b\u767a\u3059\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9VLM\u3067\u3059\u3002\u6280\u8853\u30ec\u30dd\u30fc\u30c8\u306b\u3088\u308b\u3068\u3001DocVQA\uff08\u6587\u66f8\u8cea\u554f\u5fdc\u7b54\u30d9\u30f3\u30c1\u30de\u30fc\u30af\uff09\u306796.5%\u3001OCRBench\uff08OCR\u6027\u80fd\u30d9\u30f3\u30c1\u30de\u30fc\u30af\uff09\u3067875\u70b9\u3068\u3044\u3046\u9ad8\u3044\u7cbe\u5ea6\u3092\u8a18\u9332\u3057\u3066\u3044\u307e\u3059\u3002Apache 2.0\u30e9\u30a4\u30bb\u30f3\u30b9\u3067\u63d0\u4f9b\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u74b0\u5883\u3067\u306e\u904b\u7528\u3084\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u304c\u53ef\u80fd\u3067\u3059\u3002\u30c7\u30fc\u30bf\u3092\u5916\u90e8\u306b\u51fa\u305b\u306a\u3044\u4f01\u696d\u306b\u3068\u3063\u3066\u6709\u529b\u306a\u9078\u629e\u80a2\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u51fa\u5178:<a href=\"https:\/\/arxiv.org\/abs\/2511.21631\" rel=\"nofollow\">arXiv\u300cQwen3-VL Technical Report\u300d<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-23\">LLaVA<\/h3>\n\n\n\n<p>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9VLM\u306e\u4ee3\u8868\u7684\u306a\u624b\u6cd5\u3067\u3001CLIP\u30d3\u30b8\u30e7\u30f3\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u3068LLM\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u69cb\u6210\u304c\u7279\u5fb4\u3067\u3059\u3002\u8996\u899a\u6307\u793a\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff08Visual Instruction Tuning\uff09\u3068\u3044\u3046\u5b66\u7fd2\u624b\u6cd5\u3092\u63d0\u5531\u3057\u3001VLM\u7814\u7a76\u306e\u767a\u5c55\u306b\u5927\u304d\u304f\u8ca2\u732e\u3057\u307e\u3057\u305f\u3002\u7814\u7a76\u7528\u9014\u3084\u30ab\u30b9\u30bf\u30e0VLM\u69cb\u7bc9\u306e\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u3068\u3057\u3066\u5e83\u304f\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<div id=\"id-c2791ee2-7ad8-44f3-91f7-e333a61d5c3d\">\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u30e2\u30c7\u30eb\u540d<\/th><th>\u63d0\u4f9b\u5143<\/th><th>\u30e9\u30a4\u30bb\u30f3\u30b9<\/th><th>\u5f37\u307f<\/th><\/tr><\/thead><tbody><tr><td>GPT-4o<\/td><td>OpenAI<\/td><td>\u5546\u7528API<\/td><td>\u6c4e\u7528\u6027\u30fb\u5c0e\u5165\u5bb9\u6613\u6027<\/td><\/tr><tr><td>Gemini 3.1 Pro<\/td><td>Google<\/td><td>\u5546\u7528API<\/td><td>\u6587\u66f8\u30fb\u30c1\u30e3\u30fc\u30c8\u7406\u89e3<\/td><\/tr><tr><td>Qwen3-VL<\/td><td>Alibaba Cloud<\/td><td>Apache 2.0\uff08OSS\uff09<\/td><td>OCR\u30fb\u6587\u66f8\u51e6\u7406\u7cbe\u5ea6<\/td><\/tr><tr><td>LLaVA<\/td><td>\u7814\u7a76\u30b3\u30df\u30e5\u30cb\u30c6\u30a3<\/td><td>OSS<\/td><td>\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027\u30fb\u7814\u7a76\u57fa\u76e4<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"i-24\">VLM\u306e\u8ab2\u984c\u3068\u6ce8\u610f\u70b9<\/h2>\n\n\n\n<p>VLM\u306e\u5b9f\u7528\u5316\u304c\u9032\u3080\u4e00\u65b9\u3067\u3001\u5c0e\u5165\u30fb\u904b\u7528\u306b\u3042\u305f\u3063\u3066\u306f\u4ee5\u4e0b\u306e\u8ab2\u984c\u3092\u8a8d\u8b58\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-25\">\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3<\/h3>\n\n\n\n<p>VLM\u306b\u304a\u3051\u308b\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3068\u306f\u3001<mark>\u753b\u50cf\u306b\u5b9f\u969b\u306b\u306f\u5b58\u5728\u3057\u306a\u3044\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3084\u60c5\u5831\u3092\u300c\u3042\u308b\u300d\u3068\u8aa4\u3063\u3066\u51fa\u529b\u3059\u308b\u73fe\u8c61<\/mark>\u3067\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u30c6\u30fc\u30d6\u30eb\u306e\u4e0a\u306b\u30ea\u30f3\u30b4\u3057\u304b\u7f6e\u304b\u308c\u3066\u3044\u306a\u3044\u753b\u50cf\u306b\u5bfe\u3057\u3066\u300c\u30c6\u30fc\u30d6\u30eb\u306e\u4e0a\u306b\u30ea\u30f3\u30b4\u3068\u30d0\u30ca\u30ca\u304c\u3042\u308a\u307e\u3059\u300d\u3068\u56de\u7b54\u3057\u3066\u3057\u307e\u3046\u30b1\u30fc\u30b9\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u533b\u7642\u753b\u50cf\u306e\u8a3a\u65ad\u88dc\u52a9\u3084\u88fd\u9020\u696d\u306e\u54c1\u8cea\u691c\u67fb\u306a\u3069\u3001\u9ad8\u3044\u7cbe\u5ea6\u304c\u6c42\u3081\u3089\u308c\u308b\u9818\u57df\u3067\u306f\u3001VLM\u306e\u51fa\u529b\u3092\u6700\u7d42\u5224\u65ad\u3068\u305b\u305a\u3001\u4eba\u9593\u306b\u3088\u308b\u78ba\u8a8d\u30fb\u627f\u8a8d\u30d7\u30ed\u30bb\u30b9\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u904b\u7528\u30d5\u30ed\u30fc\u3092\u8a2d\u8a08\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-26\">\u30b3\u30b9\u30c8\u3068\u8907\u96d1\u3055<\/h3>\n\n\n\n<p>VLM\u306f\u753b\u50cf\u3068\u30c6\u30ad\u30b9\u30c8\u3092\u540c\u6642\u306b\u51e6\u7406\u3059\u308b\u305f\u3081\u3001LLM\u5358\u4f53\u3068\u6bd4\u8f03\u3057\u3066\u63a8\u8ad6\u6642\u306e\u8a08\u7b97\u30b3\u30b9\u30c8\u304c\u9ad8\u304f\u306a\u308a\u307e\u3059\u3002\u7279\u306b\u9ad8\u89e3\u50cf\u5ea6\u753b\u50cf\u3084\u52d5\u753b\u3092\u6271\u3046\u5834\u5408\u3001\u5fc5\u8981\u306aGPU\u30e1\u30e2\u30ea\u3084\u51e6\u7406\u6642\u9593\u304c\u5927\u5e45\u306b\u5897\u52a0\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5bfe\u7b56\u3068\u3057\u3066\u306f\u3001\u30af\u30e9\u30a6\u30c9API\u306e\u6d3b\u7528\u306b\u3088\u308b\u521d\u671f\u6295\u8cc7\u306e\u6291\u5236\u3001\u753b\u50cf\u89e3\u50cf\u5ea6\u306e\u6700\u9069\u5316\u306b\u3088\u308b\u30b3\u30b9\u30c8\u524a\u6e1b\u3001\u51e6\u7406\u983b\u5ea6\u306b\u5fdc\u3058\u305f\u30d0\u30c3\u30c1\u51e6\u7406\u306e\u5c0e\u5165\u306a\u3069\u304c\u6709\u52b9\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-27\">\u30d0\u30a4\u30a2\u30b9<\/h3>\n\n\n\n<p>VLM\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u306f\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u304b\u3089\u53ce\u96c6\u3055\u308c\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u30c7\u30fc\u30bf\u306b\u542b\u307e\u308c\u308b\u793e\u4f1a\u7684\u30d0\u30a4\u30a2\u30b9\u304c\u30e2\u30c7\u30eb\u306e\u51fa\u529b\u306b\u53cd\u6620\u3055\u308c\u308b\u30ea\u30b9\u30af\u304c\u3042\u308a\u307e\u3059\u3002\u7279\u306b\u3001\u4eba\u7269\u753b\u50cf\u306e\u5206\u6790\u3084\u63a1\u7528\u30fb\u4eba\u4e8b\u95a2\u9023\u306e\u696d\u52d9\u306bVLM\u3092\u6d3b\u7528\u3059\u308b\u5834\u5408\u306f\u3001\u516c\u5e73\u6027\u306e\u89b3\u70b9\u304b\u3089\u51fa\u529b\u7d50\u679c\u3092\u614e\u91cd\u306b\u691c\u8a3c\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u4f7f\u7528\u3001\u5b9a\u671f\u7684\u306a\u30d0\u30a4\u30a2\u30b9\u76e3\u67fb\u3001\u4eba\u9593\u306b\u3088\u308b\u51fa\u529b\u76e3\u8996\u306e\u4ed5\u7d44\u307f\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u304c\u63a8\u5968\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-28\">VLM\u306e\u4eca\u5f8c\u306e\u5c55\u671b\u3068\u5c06\u6765\u6027<\/h2>\n\n\n\n<p>VLM\u306f\u6025\u901f\u306b\u9032\u5316\u3092\u7d9a\u3051\u3066\u304a\u308a\u3001\u4eca\u5f8c\u3055\u3089\u306b\u5927\u304d\u306a\u30a4\u30f3\u30d1\u30af\u30c8\u3092\u3082\u305f\u3089\u3059\u3068\u4e88\u6e2c\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u73fe\u5728\u306eVLM\u306f\u4e3b\u306b\u753b\u50cf\u3068\u30c6\u30ad\u30b9\u30c8\u306e2\u3064\u306e\u30e2\u30c0\u30ea\u30c6\u30a3\u3092\u6271\u3044\u307e\u3059\u304c\u3001\u4eca\u5f8c\u306f\u97f3\u58f0\u30fb\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\u30fb3D\u60c5\u5831\u306a\u3069\u3082\u7d71\u5408\u3057\u305f\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebAI\u3078\u306e\u767a\u5c55\u304c\u898b\u8fbc\u307e\u308c\u3066\u3044\u307e\u3059\u3002\u5e02\u5834\u898f\u6a21\u3082\u62e1\u5927\u3092\u7d9a\u3051\u3066\u304a\u308a\u3001Precedence Research\u306e\u8abf\u67fb\u306b\u3088\u308b\u3068\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebAI\u5e02\u5834\u306f2035\u5e74\u307e\u3067\u306b\u7d04518\u5104\u30c9\u30eb\u898f\u6a21\u306b\u9054\u3059\u308b\u3068\u4e88\u6e2c\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u51fa\u5178:<a href=\"https:\/\/www.precedenceresearch.com\/multimodal-ai-market\" rel=\"nofollow\">Precedence Research\u300cMultimodal AI Market Size, Share, and Trends 2025 to 2035\u300d<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-29\">VLA\uff08Vision Language Action\uff09\u30e2\u30c7\u30eb\u3078\u306e\u767a\u5c55<\/h3>\n\n\n\n<p>VLM\u306e\u767a\u5c55\u5f62\u3068\u3057\u3066\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u306e\u304c\u3001VLA\uff08Vision Language Action\uff09\u30e2\u30c7\u30eb\u3067\u3059\u3002VLM\u304c\u300c\u898b\u3066\u300d\u300c\u8a9e\u308b\u300d\u30e2\u30c7\u30eb\u3067\u3042\u308b\u306e\u306b\u5bfe\u3057\u3001VLA\u306f<mark>\u300c\u898b\u3066\u300d\u300c\u8a9e\u3063\u3066\u300d\u300c\u884c\u52d5\u3059\u308b\u300d\u30e2\u30c7\u30eb<\/mark>\u3078\u3068\u9032\u5316\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>2026\u5e74\u306eICLR\uff08\u6a5f\u68b0\u5b66\u7fd2\u306e\u56fd\u969b\u4f1a\u8b70\uff09\u3067\u306fVLA\u95a2\u9023\u306e\u8ad6\u6587\u304c164\u672c\u6295\u7a3f\u3055\u308c\u308b\u306a\u3069\uff08\u524d\u5e74\u6bd4\u7d0418\u500d\u306e\u5897\u52a0\uff09\u3001\u7814\u7a76\u306e\u52e2\u3044\u306f\u52a0\u901f\u3057\u3066\u3044\u307e\u3059\u3002VLA\u306f\u30ed\u30dc\u30c3\u30c8\u306e\u5236\u5fa1\u3001\u81ea\u52d5\u904b\u8ee2\u3001\u7523\u696d\u7528\u30aa\u30fc\u30c8\u30e1\u30fc\u30b7\u30e7\u30f3\u3068\u3044\u3063\u305f\u9818\u57df\u3067\u3001\u8996\u899a\u7406\u89e3\u306b\u57fa\u3065\u3044\u305f\u7269\u7406\u7684\u306a\u884c\u52d5\u3092\u5b9f\u884c\u3067\u304d\u308bAI\u3068\u3057\u3066\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>VLM\u3067\u57f9\u308f\u308c\u305f\u8996\u899a\u3068\u8a00\u8a9e\u306e\u7d71\u5408\u6280\u8853\u304c\u3001\u73fe\u5b9f\u4e16\u754c\u3067\u306e\u884c\u52d5\u306b\u307e\u3067\u62e1\u5f35\u3055\u308c\u308b\u3053\u3068\u3067\u3001AI\u306e\u6d3b\u7528\u7bc4\u56f2\u306f\u98db\u8e8d\u7684\u306b\u5e83\u304c\u308b\u53ef\u80fd\u6027\u3092\u79d8\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u51fa\u5178:<a href=\"https:\/\/mbreuss.github.io\/blog_post_iclr_26_vla.html\" rel=\"nofollow\">Moritz Reuss\u300cVLAs at ICLR 2026\u300d<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-30\">VLM\u306b\u95a2\u3057\u3066\u3088\u304f\u3042\u308b\u8cea\u554f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-31\">VLM\u306f\u7121\u6599\u3067\u4f7f\u3048\u307e\u3059\u304b\uff1f<\/h3>\n\n\n\n<p>Qwen3-VL\u3084LLaVA\u306a\u3069\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e2\u30c7\u30eb\u306f\u7121\u6599\u3067\u5229\u7528\u53ef\u80fd\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u5b9f\u884c\u306b\u306fGPU\u74b0\u5883\u304c\u5fc5\u8981\u3068\u306a\u308b\u305f\u3081\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u30b3\u30b9\u30c8\u306f\u5225\u9014\u767a\u751f\u3057\u307e\u3059\u3002\u4e00\u65b9\u3067\u3001GPT-4o\u3084Gemini 3.1 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id=\"i-32\">VLM\u3068\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebAI\u306e\u9055\u3044\u306f\u306a\u3093\u3067\u3059\u304b\uff1f<\/h3>\n\n\n\n<p>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebAI\u306f\u3001\u753b\u50cf\u30fb\u97f3\u58f0\u30fb\u30c6\u30ad\u30b9\u30c8\u306a\u3069\u8907\u6570\u306e\u30e2\u30c0\u30ea\u30c6\u30a3\uff08\u30c7\u30fc\u30bf\u5f62\u5f0f\uff09\u3092\u6271\u3046AI\u306e\u7dcf\u79f0\u3067\u3059\u3002VLM\u306f\u305d\u306e\u4e2d\u3067\u3001<mark>\u7279\u306b\u8996\u899a\uff08\u753b\u50cf\u30fb\u52d5\u753b\uff09\u3068\u8a00\u8a9e\uff08\u30c6\u30ad\u30b9\u30c8\uff09\u306e\u7d71\u5408\u306b\u7279\u5316\u3057\u305f\u30e2\u30c7\u30eb<\/mark>\u3092\u6307\u3057\u307e\u3059\u3002\u3064\u307e\u308a\u3001VLM\u306f\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebAI\u306e\u4e00\u7a2e\u3067\u3042\u308a\u3001\u8996\u899a\u00d7\u8a00\u8a9e\u3068\u3044\u3046\u7d44\u307f\u5408\u308f\u305b\u306b\u7126\u70b9\u3092\u5f53\u3066\u305f\u6280\u8853\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-33\">VLM\u3092\u81ea\u793e\u696d\u52d9\u306b\u5c0e\u5165\u3059\u308b\u306b\u306f\u3069\u3046\u3059\u308c\u3070\u3088\u3044\u3067\u3059\u304b\uff1f<\/h3>\n\n\n\n<p>\u307e\u305a\u89e3\u6c7a\u3057\u305f\u3044\u696d\u52d9\u8ab2\u984c\u3092\u660e\u78ba\u306b\u3057\u3001GPT-4o\u306a\u3069\u306e\u5546\u7528API\u3092\u4f7f\u3063\u3066\u5c0f\u898f\u6a21\u306aPoC\uff08\u6982\u5ff5\u5b9f\u8a3c\uff09\u3092\u5b9f\u65bd\u3057\u307e\u3057\u3087\u3046\u3002\u305f\u3068\u3048\u3070\u300c\u8acb\u6c42\u66f8\u753b\u50cf\u304b\u3089\u306e\u60c5\u5831\u62bd\u51fa\u300d\u300c\u5546\u54c1\u753b\u50cf\u306e\u81ea\u52d5\u5206\u985e\u300d\u306a\u3069\u3001\u5177\u4f53\u7684\u306a\u30bf\u30b9\u30af\u3092\u8a2d\u5b9a\u3057\u3066\u52b9\u679c\u3092\u691c\u8a3c\u3057\u307e\u3059\u3002\u52b9\u679c\u304c\u78ba\u8a8d\u3067\u304d\u305f\u3089\u3001\u7cbe\u5ea6\u3084\u30b3\u30b9\u30c8\u306e\u8981\u4ef6\u306b\u5fdc\u3058\u3066\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e2\u30c7\u30eb\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3084\u672c\u756a\u74b0\u5883\u306e\u69cb\u7bc9\u3092\u691c\u8a0e\u3059\u308b\u6d41\u308c\u304c\u4e00\u822c\u7684\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-34\">VLM\u3092\u6b63\u3057\u304f\u7406\u89e3\u3057\u3066AI\u6d3b\u7528\u306e\u5e45\u3092\u5e83\u3052\u3088\u3046<\/h2>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001VLM\uff08\u8996\u899a\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u306b\u3064\u3044\u3066\u4ee5\u4e0b\u306e\u30dd\u30a4\u30f3\u30c8\u3092\u89e3\u8aac\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<ul 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3.1 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