{"id":427,"date":"2026-01-23T14:35:28","date_gmt":"2026-01-23T05:35:28","guid":{"rendered":"https:\/\/apprhythm.net\/?p=427"},"modified":"2026-02-17T15:04:13","modified_gmt":"2026-02-17T06:04:13","slug":"%e3%83%95%e3%82%a3%e3%82%b8%e3%82%ab%e3%83%abai%ef%bc%9avla%e3%81%a8vlm%e3%81%ae%e9%81%95%e3%81%84","status":"publish","type":"post","link":"https:\/\/apprhythm.net\/?p=427","title":{"rendered":"\u30d5\u30a3\u30b8\u30ab\u30ebAI\uff1aVLA\u3068VLM\u306e\u9055\u3044"},"content":{"rendered":"\n<p>\u682a\u5f0f\u4f1a\u793e\u30a2\u30d7\u30ea\u30ba\u30e0\u306f\u3001\u30d5\u30a3\u30b8\u30ab\u30ebAI\u306e\u63a8\u9032\u4f01\u696d\u3068\u3057\u3066\u3001\u73fe\u5b9f\u4e16\u754c\u3067\u52d5\u4f5c\u3059\u308bAI\u6280\u8853\u306e\u7814\u7a76\u958b\u767a\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u4e2d\u6838\u3068\u306a\u308b\u3000VLM\uff08Vision-Language Model\uff1a\u8996\u899a\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u3068\u3000VLA\uff08Vision-Language-Action\uff1a\u8996\u899a\u8a00\u8a9e\u884c\u52d5\u30e2\u30c7\u30eb\uff09\u3000\u306e\u9055\u3044\u306b\u3064\u3044\u3066\u3001<br>\u5f53\u793e\u306e\u5b9f\u4f8b\u3092\u4ea4\u3048\u306a\u304c\u3089\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"572\" src=\"https:\/\/apprhythm.net\/wp-content\/uploads\/2026\/01\/8W9EdpiS-1024x572.jpg\" alt=\"\" class=\"wp-image-430\" style=\"width:800px\" srcset=\"https:\/\/apprhythm.net\/wp-content\/uploads\/2026\/01\/8W9EdpiS-1024x572.jpg 1024w, https:\/\/apprhythm.net\/wp-content\/uploads\/2026\/01\/8W9EdpiS-300x167.jpg 300w, https:\/\/apprhythm.net\/wp-content\/uploads\/2026\/01\/8W9EdpiS-768x429.jpg 768w, https:\/\/apprhythm.net\/wp-content\/uploads\/2026\/01\/8W9EdpiS.jpg 1376w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u25c6<strong>VLM\uff08Vision-Language Model\uff09\u3068\u306f\uff1f<\/strong><\/p>\n\n\n\n<p>\u3000VLM\uff08Vision-Language Model\uff1a\u8996\u899a\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u306f\u3001\u753b\u50cf\u3084\u52d5\u753b\u306a\u3069\u306e\u8996\u899a\u60c5\u5831\u3068\u30c6\u30ad\u30b9\u30c8\u306a\u3069\u306e\u8a00\u8a9e\u60c5\u5831\u3092\u7d71\u5408\u7684\u306b\u51e6\u7406\u3067\u304d\u308bAI\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<p><strong>VLM\u306e\u4e3b\u306a\u7279\u5fb4<\/strong><\/p>\n\n\n\n<p>\u3000\u30fb\u8996\u899a\u3068\u8a00\u8a9e\u306e\u7d71\u5408\u51e6\u7406\uff1a\u753b\u50cf\u3092\u898b\u3066\u3001\u305d\u306e\u5185\u5bb9\u3092\u30c6\u30ad\u30b9\u30c8\u3067\u8aac\u660e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059<br>\u3000\u30fb\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u7406\u89e3\uff1a\u753b\u50cf\u8a8d\u8b58\u3068\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306e\u6280\u8853\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3044\u307e\u3059<br>\u3000\u30fb\u51fa\u529b\u306f\u8a00\u8a9e\u60c5\u5831\uff1a\u7406\u89e3\u3057\u305f\u5185\u5bb9\u3092\u6587\u7ae0\u3084\u30c6\u30ad\u30b9\u30c8\u3068\u3057\u3066\u51fa\u529b\u3057\u307e\u3059<\/p>\n\n\n\n<p><strong>\u30a2\u30d7\u30ea\u30ba\u30e0\u306eVLM\u6d3b\u7528\u4e8b\u4f8b<\/strong><\/p>\n\n\n\n<p>\u3010\u4e8b\u4f8b1\u3011\u753b\u50cf\u8a8d\u8b58AI\u3092\u7528\u3044\u305f\u30e9\u30d9\u30eb\u4f4d\u7f6e\u691c\u67fb\u30b7\u30b9\u30c6\u30e0<br>\u682a\u5f0f\u4f1a\u793e\u30a2\u30d7\u30ea\u30ba\u30e0\u3067\u306f\u3001CLIP\u3068DINOv2\u3068\u3044\u30462\u3064\u306eVLM\u3092\u6d3b\u7528\u3057\u305f\u88fd\u9020\u30e9\u30a4\u30f3\u306e\u54c1\u8cea\u691c\u67fb\u30b7\u30b9\u30c6\u30e0\u3092\u958b\u767a\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"765\" src=\"https:\/\/apprhythm.net\/wp-content\/uploads\/2026\/01\/d2vivHfV-1024x765.jpg\" alt=\"\" class=\"wp-image-428\" style=\"object-fit:cover;width:800px;height:400px\" srcset=\"https:\/\/apprhythm.net\/wp-content\/uploads\/2026\/01\/d2vivHfV-1024x765.jpg 1024w, https:\/\/apprhythm.net\/wp-content\/uploads\/2026\/01\/d2vivHfV-300x224.jpg 300w, https:\/\/apprhythm.net\/wp-content\/uploads\/2026\/01\/d2vivHfV-768x573.jpg 768w, https:\/\/apprhythm.net\/wp-content\/uploads\/2026\/01\/d2vivHfV.jpg 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u80cc\u666f\u3068\u8ab2\u984c<\/strong><br>\u304a\u9152\u3084\u98f2\u6599\u306e\u88fd\u9020\u30e9\u30a4\u30f3\u3067\u767a\u751f\u3059\u308b\u300c\u30e9\u30d9\u30eb\u306e\u305a\u308c\u300d\u306e\u691c\u67fb\u306f\u3001\u81ea\u52d5\u5316\u304c\u96e3\u3057\u3044\u8ab2\u984c\u3067\u3057\u305f\u3002<br>\u5f93\u6765\u306f\u4eba\u306e\u76ee\u8996\u306b\u983c\u3063\u3066\u304a\u308a\u3001\u751f\u7523\u52b9\u7387\u3068\u54c1\u8cea\u306e\u5b89\u5b9a\u6027\u306b\u8ab2\u984c\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p><strong>VLM\u6280\u8853\u306e\u6d3b\u7528<\/strong><\/p>\n\n\n\n<p>CLIP\uff08OpenAI\u958b\u767a\u306e\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u57fa\u76e4\u30e2\u30c7\u30eb\uff09\uff1a\u307b\u307c\u30bf\u30a4\u30e0\u30e9\u30b0\u306a\u3057\u3067\u63a8\u8ad6\u3092\u5b9f\u884c<br>DINOv2\uff08Meta\u958b\u767a\u306e\u81ea\u5df1\u6559\u5e2b\u3042\u308a\u5b66\u7fd2CV\u30e2\u30c7\u30eb\uff09\uff1a\u6b63\u89e3\u30fb\u4e0d\u6b63\u89e3\u753b\u50cf\u306e\u985e\u4f3c\u5ea6\u306e\u5dee\u304c\u660e\u78ba<\/p>\n\n\n\n<p><strong>\u5b9f\u8a3c\u5b9f\u9a13\u306e\u6210\u679c<\/strong><br>Raspberry Pi\u4e0a\u3067\u52d5\u4f5c\u3059\u308b\u30a8\u30c3\u30b8AI\u3068\u3057\u3066\u5b9f\u88c5\u3057\u3001\u6b63\u89e3\u30e9\u30d9\u30eb\u3068\u4e0d\u6b63\u89e3\u30e9\u30d9\u30eb\u3092\u9ad8\u7cbe\u5ea6\u3067\u8b58\u5225\u3059\u308b\u3053\u3068\u306b\u6210\u529f\u3057\u307e\u3057\u305f\u3002<br>\u3053\u308c\u306b\u3088\u308a\u3001\u300c\u898b\u3066\u7406\u89e3\u3059\u308b\u300dVLM\u306e\u80fd\u529b\u3092\u5b9f\u8a3c\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p><strong>\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8<\/strong><br>\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u300c\u30e9\u30d9\u30eb\u306e\u305a\u308c\u3092\u691c\u51fa\u3057\u3066\u5831\u544a\u3059\u308b\u300d\u3053\u3068\u306f\u3067\u304d\u307e\u3059\u304c\u3001\u300c\u30e9\u30d9\u30eb\u3092\u6b63\u3057\u3044\u4f4d\u7f6e\u306b\u8cbc\u308a\u76f4\u3059\u300d\u3068\u3044\u3046\u7269\u7406\u7684\u306a\u884c\u52d5\u306f\u884c\u3044\u307e\u305b\u3093\u3002<br>\u3053\u308c\u304cVLM\u306e\u7279\u6027\u3067\u3059\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"572\" src=\"https:\/\/apprhythm.net\/wp-content\/uploads\/2026\/01\/gWqgEA9q-1024x572.jpg\" alt=\"\" class=\"wp-image-431\" style=\"width:800px\" srcset=\"https:\/\/apprhythm.net\/wp-content\/uploads\/2026\/01\/gWqgEA9q-1024x572.jpg 1024w, https:\/\/apprhythm.net\/wp-content\/uploads\/2026\/01\/gWqgEA9q-300x167.jpg 300w, https:\/\/apprhythm.net\/wp-content\/uploads\/2026\/01\/gWqgEA9q-768x429.jpg 768w, https:\/\/apprhythm.net\/wp-content\/uploads\/2026\/01\/gWqgEA9q.jpg 1376w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u25c6VLA\uff08Vision-Language-Action\uff09\u3068\u306f\uff1f<\/strong><br>\u3000VLA\uff08Vision-Language-Action\uff1a\u8996\u899a\u8a00\u8a9e\u884c\u52d5\u30e2\u30c7\u30eb\uff09\u3000\u306f\u3001\u8996\u899a\u3001\u8a00\u8a9e\u3001\u305d\u3057\u3066\u300c\u884c\u52d5\u300d\u306e3\u3064\u306e\u8981\u7d20\u3092\u7d71\u5408\u7684\u306b\u51e6\u7406\u3059\u308b\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30e2\u30c7\u30eb\u3067\u3059\u3002<br>\u3000VLM\u306e\u6a5f\u80fd\u3092\u62e1\u5f35\u3057\u3001\u7269\u7406\u7684\u306a\u884c\u52d5\u306e\u5b9f\u884c\u307e\u3067\u53ef\u80fd\u306b\u3057\u305f\u6b21\u4e16\u4ee3\u306eAI\u6280\u8853\u3067\u3059\u3002<\/p>\n\n\n\n<p><strong>VLA\u306e\u4e3b\u306a\u7279\u5fb4<\/strong><\/p>\n\n\n\n<p>\u3000\u30fb\u8996\u899a\u30fb\u8a00\u8a9e\u30fb\u884c\u52d5\u306e\u7d71\u5408\uff1a\u898b\u3066\u3001\u7406\u89e3\u3057\u3066\u3001\u5b9f\u969b\u306b\u884c\u52d5\u3057\u307e\u3059<br>\u3000\u30fb\u884c\u52d5\u8a08\u753b\u306e\u7acb\u6848\uff1a\u8a8d\u8b58\u3057\u305f\u60c5\u5831\u3092\u57fa\u306b\u5177\u4f53\u7684\u306a\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u8a08\u753b\u3057\u307e\u3059<br>\u3000\u30fb\u7269\u7406\u7684\u5b9f\u884c\u80fd\u529b\uff1a\u30ed\u30dc\u30c3\u30c8\u306a\u3069\u3092\u901a\u3058\u3066\u73fe\u5b9f\u4e16\u754c\u3067\u884c\u52d5\u3092\u5b9f\u884c\u3057\u307e\u3059<br>\u3000\u30fb\u30d5\u30a3\u30b8\u30ab\u30ebAI\u306e\u4e2d\u6838\u6280\u8853\uff1a\u30b5\u30a4\u30d0\u30fc\u7a7a\u9593\u3068\u73fe\u5b9f\u4e16\u754c\u3092\u878d\u5408\u3055\u305b\u308b\u6280\u8853\u3067\u3059<\/p>\n\n\n\n<p><strong>\u30a2\u30d7\u30ea\u30ba\u30e0\u306e\u30d5\u30a3\u30b8\u30ab\u30ebAI\u63a8\u9032<\/strong><br>\u682a\u5f0f\u4f1a\u793e\u30a2\u30d7\u30ea\u30ba\u30e0\u306f\u3001VLA\u6280\u8853\u3092\u542b\u3080<strong>\u30d5\u30a3\u30b8\u30ab\u30ebAI<\/strong>\u306e\u63a8\u9032\u306b\u6ce8\u529b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u30d5\u30a3\u30b8\u30ab\u30ebAI\u3068\u306f<\/strong><br>\u73fe\u5b9f\u4e16\u754c\uff08\u30d5\u30a3\u30b8\u30ab\u30eb\u7a7a\u9593\uff09\u306e\u7269\u7406\u6cd5\u5247\u3092\u7406\u89e3\u3057\u3001\u5468\u56f2\u306e\u74b0\u5883\u306b\u9069\u5fdc\u3057\u306a\u304c\u3089\u81ea\u5f8b\u7684\u306b\u884c\u52d5\u3067\u304d\u308bAI\u6280\u8853\u3067\u3059\u3002<br>\u30bb\u30f3\u30b5\u30fc\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u901a\u3058\u3066\u73fe\u5b9f\u4e16\u754c\u306e\u60c5\u5831\u3092\u53ce\u96c6\u3057\u3001\u30b5\u30a4\u30d0\u30fc\u7a7a\u9593\u3067\u9ad8\u5ea6\u306b\u5206\u6790\u3057\u3001<br>\u305d\u306e\u7d50\u679c\u3092\u518d\u3073\u73fe\u5b9f\u4e16\u754c\u3078\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3059\u308b\u4e00\u9023\u306e\u30b5\u30a4\u30af\u30eb\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u30a2\u30d7\u30ea\u30ba\u30e0\u306e\u6280\u8853\u57fa\u76e4<\/strong><\/p>\n\n\n\n<p>\u3000\u30fb\u6280\u8853\u8005110\u540d\u4f53\u5236\u306e\u3046\u306125\u540d\u304cAI\u95a2\u9023\u306e\u5c02\u9580\u5bb6<br>\u3000\u30fb\u6a5f\u68b0\u5b66\u7fd2\uff08Machine Learning\uff09\u3001\u6df1\u5c64\u5b66\u7fd2\uff08Deep Learning\uff09<br>\u3000\u30fb\u30a8\u30c3\u30b8\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\uff08Edge Computing\uff09<br>\u3000\u30fb\u30d5\u30a3\u30b8\u30ab\u30ebAI\uff08Physical AI\uff09<br>\u3000\u30fb\u751f\u6210AI\u3001RAG AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/p>\n\n\n\n<p><strong>\u7523\u5b98\u5b66\u9023\u643a\u306b\u3088\u308b\u7814\u7a76\u958b\u767a<\/strong><br>\u5927\u624b\u30e1\u30fc\u30ab\u30fc\u69d8\u306e\u5148\u7aef\u6280\u8853\u7814\u7a76\u90e8\u7f72\u3001\u5404\u5927\u5b66\u3001\u56fd\u7acb\u7814\u7a76\u6240\uff08\u7523\u7dcf\u7814\uff09\u3068\u306e\u5171\u540c\u7814\u7a76\u30fb\u53d7\u8a17\u958b\u767a\u30fb\u5b9f\u8a3c\u5b9f\u9a13\u3092\u901a\u3058\u3066\u3001VLA\u6280\u8853\u306e\u5b9f\u7528\u5316\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>VLM\u3068VLA\u306e\u6c7a\u5b9a\u7684\u306a\u9055\u3044<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">\u9805\u76ee<\/th><th class=\"has-text-align-left\" data-align=\"left\">VLM\uff08Vision-Language Model\uff09<\/th><th class=\"has-text-align-left\" data-align=\"left\">VLA\uff08Vision-Language-Action\uff09<\/th><\/tr><\/thead><tbody><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong>\u51e6\u7406\u8981\u7d20<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">\u8996\u899a + \u8a00\u8a9e\uff082\u3064\u306e\u30e2\u30c0\u30ea\u30c6\u30a3\uff09<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u8996\u899a + \u8a00\u8a9e + \u884c\u52d5\uff083\u3064\u306e\u30e2\u30c0\u30ea\u30c6\u30a3\uff09<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong>\u51fa\u529b<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">\u30c6\u30ad\u30b9\u30c8\u30fb\u8aac\u660e\u6587\u30fb\u5206\u6790\u7d50\u679c<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u7269\u7406\u7684\u306a\u30a2\u30af\u30b7\u30e7\u30f3\u30fb\u5236\u5fa1\u4fe1\u53f7<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong>\u76ee\u7684<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">\u7406\u89e3\u3068\u8aac\u660e\u30fb\u691c\u51fa\u3068\u5831\u544a<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u7406\u89e3\u3068\u884c\u52d5\u306e\u5b9f\u884c<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong>\u5b9f\u884c\u80fd\u529b<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">\u8a00\u8a9e\u60c5\u5831\u306e\u751f\u6210\u306e\u307f<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u73fe\u5b9f\u4e16\u754c\u3067\u306e\u884c\u52d5\u5b9f\u884c<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong>\u4e3b\u306a\u7528\u9014<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">\u753b\u50cf\u8a8d\u8b58\u3001\u54c1\u8cea\u691c\u67fb\u3001\u7570\u5e38\u691c\u77e5<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u30ed\u30dc\u30c3\u30c8\u5236\u5fa1\u3001\u81ea\u52d5\u904b\u8ee2\u3001\u7269\u7406\u4f5c\u696d<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong>\u30a2\u30d7\u30ea\u30ba\u30e0\u306e\u4e8b\u4f8b<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">\u30e9\u30d9\u30eb\u4f4d\u7f6e\u691c\u67fb\u30b7\u30b9\u30c6\u30e0<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u30d5\u30a3\u30b8\u30ab\u30ebAI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u958b\u767a\u4e2d<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong>\u4e00\u8a00\u3067\u8868\u3059\u3068<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">\u300c\u5206\u304b\u308bAI\u300d<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u300c\u52d5\u3051\u308bAI\u300d<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><strong>\u88fd\u9020\u73fe\u5834\u3067\u306e\u9055\u3044\u3092\u4f8b\u306b<br>VLM\u306e\u5f79\u5272\uff08\u73fe\u72b6\u306e\u30a2\u30d7\u30ea\u30ba\u30e0\u30b7\u30b9\u30c6\u30e0\uff09<\/strong><\/p>\n\n\n\n<p>\uff11\uff0e\u30ab\u30e1\u30e9\u3067\u30e9\u30d9\u30eb\u3092\u64ae\u5f71<br>\uff12\uff0eVLM\u304c\u30e9\u30d9\u30eb\u306e\u305a\u308c\u3092\u691c\u51fa<br><strong>\uff13\uff0e\u300c\u30e9\u30d9\u30eb\u304c3mm\u53f3\u306b\u305a\u308c\u3066\u3044\u307e\u3059\u300d\u3068\u5831\u544a<\/strong><br>\uff14\uff0e\u4eba\u9593\u304c\u4fee\u6b63\u4f5c\u696d\u3092\u884c\u3046<br>\uff15\uff0eVLA\u306e\u5f79\u5272\uff08\u30d5\u30a3\u30b8\u30ab\u30ebAI\u306e\u672a\u6765\uff09<\/p>\n\n\n\n<p><strong>VLA\u306e\u5f79\u5272\uff08\u30d5\u30a3\u30b8\u30ab\u30ebAI\u306e\u672a\u6765\uff09<\/strong><\/p>\n\n\n\n<p>\uff11\uff0e\u30ab\u30e1\u30e9\u3067\u30e9\u30d9\u30eb\u3092\u64ae\u5f71<br>\uff12\uff0eVLA\u304c\u30e9\u30d9\u30eb\u306e\u305a\u308c\u3092\u691c\u51fa<br><strong>\uff13\uff0e\u30ed\u30dc\u30c3\u30c8\u30a2\u30fc\u30e0\u3092\u5236\u5fa1\u3057\u3066\u30e9\u30d9\u30eb\u3092\u6b63\u3057\u3044\u4f4d\u7f6e\u306b\u8cbc\u308a\u76f4\u3059<\/strong><br>\uff14\uff0e\u4f5c\u696d\u5b8c\u4e86\u3092\u5831\u544a<br><\/p>\n\n\n\n<p>\u6700\u5927\u306e\u9055\u3044\u306f\u300c\u884c\u52d5\u3092\u5b9f\u884c\u3059\u308b\u304b\u3069\u3046\u304b\u300d\u3067\u3059\u3002<\/p>\n\n\n\n<p><strong>\u6280\u8853\u7684\u306a\u767a\u5c55\u306e\u6d41\u308c<\/strong><\/p>\n\n\n\n<p>LLM\uff08\u8a00\u8a9e\u306e\u307f\uff09<br>\u2193<br>VLM\uff08\u8996\u899a + \u8a00\u8a9e\uff09\u2190 \u7406\u89e3\u3068\u8aac\u660e\u3010\u30a2\u30d7\u30ea\u30ba\u30e0\u306e\u73fe\u5728\u5730\u3011<br>\u2193<br>VLA\uff08\u8996\u899a + \u8a00\u8a9e + \u884c\u52d5\uff09\u2190 \u7406\u89e3\u3068\u5b9f\u884c\u3010\u30a2\u30d7\u30ea\u30ba\u30e0\u304c\u76ee\u6307\u3059\u672a\u6765\u3011<\/p>\n\n\n\n<p>\u682a\u5f0f\u4f1a\u793e\u30a2\u30d7\u30ea\u30ba\u30e0\u306f\u3001VLM\u306e\u5b9f\u88c5\u5b9f\u7e3e\u3092\u57fa\u76e4\u306b\u3001VLA\u3092\u542b\u3080\u30d5\u30a3\u30b8\u30ab\u30ebAI\u6280\u8853\u3078\u3068\u9032\u5316\u3092\u7d9a\u3051\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u30a2\u30d7\u30ea\u30ba\u30e0\u304c\u63d0\u4f9b\u3059\u308b\u4fa1\u5024<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u300c\u90e8\u5206\u6700\u9069\u300d\u304b\u3089\u300c\u5168\u4f53\u6700\u9069\u300d\u3078<br>\u500b\u5225\u306e\u5de5\u7a0b\u3060\u3051\u3067\u306a\u304f\u3001\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u3092\u4fef\u77b0\u3057\u305f\u6700\u9069\u5316\u3092\u5b9f\u73fe<\/li>\n\n\n\n<li>\u3042\u3089\u3086\u308b\u793e\u4f1a\u30b7\u30b9\u30c6\u30e0\u306e\u52b9\u7387\u5316<br>\u88fd\u9020\u3001\u7269\u6d41\u3001\u30a4\u30f3\u30d5\u30e9\u7ba1\u7406\u306a\u3069\u591a\u69d8\u306a\u9818\u57df\u3067\u751f\u7523\u6027\u3092\u5411\u4e0a<\/li>\n\n\n\n<li>\u65b0\u7523\u696d\u306e\u5275\u51fa<br>\u73fe\u5b9f\u4e16\u754c\u306e\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3057\u305f\u65b0\u305f\u306a\u30d3\u30b8\u30cd\u30b9\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9<\/li>\n\n\n\n<li>\u77e5\u7684\u751f\u7523\u6027\u306e\u5411\u4e0a<br>\u4eba\u9593\u306e\u5275\u9020\u7684\u696d\u52d9\u3078\u306e\u96c6\u4e2d\u3092\u53ef\u80fd\u306b\u3059\u308b\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u81ea\u52d5\u5316<\/li>\n<\/ol>\n\n\n\n<p><strong>VLA\u304c\u6ce8\u76ee\u3055\u308c\u308b\u7406\u7531<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u67d4\u8edf\u306a\u9069\u5fdc\u529b<br>\u5f93\u6765\u306e\u56fa\u5b9a\u30d7\u30ed\u30b0\u30e9\u30e0\u3068\u7570\u306a\u308a\u3001\u65b0\u3057\u3044\u72b6\u6cc1\u3084\u30bf\u30b9\u30af\u306b\u8fc5\u901f\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u81ea\u7136\u8a00\u8a9e\u3067\u306e\u6307\u793a\u304c\u53ef\u80fd<br>\u300c\u3053\u306e\u4f5c\u696d\u3092\u3057\u3066\u300d\u3068\u3044\u3063\u305f\u81ea\u7136\u306a\u8a00\u8449\u3060\u3051\u3067\u3001\u30ed\u30dc\u30c3\u30c8\u304c\u65b0\u3057\u3044\u30bf\u30b9\u30af\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u30b3\u30b9\u30c8\u306e\u524a\u6e1b<br>\u5c02\u9580\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u3088\u308b\u8907\u96d1\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u304c\u4e0d\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d5\u30a3\u30b8\u30ab\u30ebAI\u306e\u5b9f\u73fe<br>AI\u304c\u4eee\u60f3\u7a7a\u9593\u304b\u3089\u73fe\u5b9f\u4e16\u754c\u3078\u3068\u6d3b\u52d5\u7bc4\u56f2\u3092\u5e83\u3052\u308b\u91cd\u8981\u306a\u6280\u8853\u3067\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"572\" src=\"https:\/\/apprhythm.net\/wp-content\/uploads\/2025\/12\/\u4f1a\u793e\u30a2\u30d7\u30ea\u30ba\u30e0\u4e8b\u696d\u6982\u8981-1024x572.jpg\" alt=\"\" class=\"wp-image-419\" style=\"width:800px\" srcset=\"https:\/\/apprhythm.net\/wp-content\/uploads\/2025\/12\/\u4f1a\u793e\u30a2\u30d7\u30ea\u30ba\u30e0\u4e8b\u696d\u6982\u8981-1024x572.jpg 1024w, https:\/\/apprhythm.net\/wp-content\/uploads\/2025\/12\/\u4f1a\u793e\u30a2\u30d7\u30ea\u30ba\u30e0\u4e8b\u696d\u6982\u8981-300x167.jpg 300w, https:\/\/apprhythm.net\/wp-content\/uploads\/2025\/12\/\u4f1a\u793e\u30a2\u30d7\u30ea\u30ba\u30e0\u4e8b\u696d\u6982\u8981-768x429.jpg 768w, https:\/\/apprhythm.net\/wp-content\/uploads\/2025\/12\/\u4f1a\u793e\u30a2\u30d7\u30ea\u30ba\u30e0\u4e8b\u696d\u6982\u8981.jpg 1376w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u30a2\u30d7\u30ea\u30ba\u30e0\u306e\u5b9f\u7e3e\u3068\u5f37\u307f<\/strong><br>\u3000\u30fbAI\u95a2\u9023\u5b9f\u7e3e<br>\u3000\u30fb\u97f3\u58f0\u8a8d\u8b58\uff1a\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u6280\u8853\u306e\u5b9f\u88c5<br>\u3000\u30fb\u753b\u50cf\u8a8d\u8b58\uff1aCLIP\u3001DINOv2\u3092\u6d3b\u7528\u3057\u305f\u691c\u67fb\u30b7\u30b9\u30c6\u30e0<br>\u3000\u30fb\u5c0e\u7dda\u5206\u6790\uff1a\u4eba\u3084\u30e2\u30ce\u306e\u52d5\u304d\u3092\u53ef\u8996\u5316\u30fb\u6700\u9069\u5316<br>\u3000\u30fb\u7570\u5e38\u691c\u77e5\uff1a\u99ac\u306e\u7570\u5e38\u691c\u77e5\u30d7\u30ed\u30c0\u30af\u30c8\u300caiba\u300d\u306a\u3069<br>\u3000\u30fb\u30a8\u30c3\u30b8AI\uff1aRaspberry Pi\u4e0a\u3067\u306e\u751f\u6210AI\u5b9f\u88c5<\/p>\n\n\n\n<p><strong>\u958b\u767a\u4f53\u5236<\/strong><br>\u3000\u30fbAI\u5c02\u9580\u5bb625\u540d\u3092\u542b\u3080\u6280\u8853\u8005110\u540d\u4f53\u5236<br>\u3000\u30fb\u6982\u5ff5\u691c\u8a3c\uff08PoC\uff09\u304b\u3089\u8ad6\u6587\u8abf\u67fb\u3001\u5b9f\u88c5\u307e\u3067\u4e00\u8cab\u3057\u305f\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u63d0\u4f9b<br>\u3000\u30fb\u5927\u624b\u30e1\u30fc\u30ab\u30fc\u3001\u5927\u5b66\u3001\u56fd\u7acb\u7814\u7a76\u6240\u3068\u306e\u7523\u5b98\u5b66\u9023\u643a<\/p>\n\n\n\n<p><strong>\u6280\u8853\u30b9\u30bf\u30c3\u30af<\/strong><br>\u3000\u30fb\u6a5f\u68b0\u5b66\u7fd2\u30fb\u6df1\u5c64\u5b66\u7fd2<br>\u3000\u30fb\u30a8\u30c3\u30b8\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0<br>\u3000\u30fb\u30d5\u30a3\u30b8\u30ab\u30ebAI<br>\u3000\u30fb\u751f\u6210AI\u30fbRAG\u30fbAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<br>\u3000\u30fbIoT\u30fbCPS\uff08\u30b5\u30a4\u30d0\u30fc\u30d5\u30a3\u30b8\u30ab\u30eb\u30b7\u30b9\u30c6\u30e0\uff09<\/p>\n\n\n\n<p><strong>\u307e\u3068\u3081<\/strong><br>\u3000\u30fbVLM\u306f\u753b\u50cf\u3092\u898b\u3066\u7406\u89e3\u3057\u3001\u8aac\u660e\u3059\u308b\u3053\u3068\u306b\u512a\u308c\u305f\u300c\u8a8d\u8b58\u3068\u8a00\u8a9e\u5316\u300d\u306eAI<br>\u3000\u3000\u3000\u30fb\u30a2\u30d7\u30ea\u30ba\u30e0\u4e8b\u4f8b\uff1a\u30e9\u30d9\u30eb\u4f4d\u7f6e\u691c\u67fb\u30b7\u30b9\u30c6\u30e0\uff08CLIP\u30fbDINOv2\u6d3b\u7528\uff09<\/p>\n\n\n\n<p>\u3000\u30fbVLA\u306fVLM\u306e\u80fd\u529b\u306b\u52a0\u3048\u3066\u3001\u5b9f\u969b\u306b\u884c\u52d5\u3092\u8d77\u3053\u305b\u308b\u300c\u5b9f\u884c\u578b\u300d\u306eAI<br>\u3000\u3000\u30fb\u30a2\u30d7\u30ea\u30ba\u30e0\u306e\u53d6\u308a\u7d44\u307f\uff1a\u30d5\u30a3\u30b8\u30ab\u30ebAI\u306e\u7814\u7a76\u958b\u767a\u63a8\u9032<\/p>\n\n\n\n<p><strong>\u3000\u30fb\u6700\u5927\u306e\u9055\u3044\uff1a\u300c\u8aac\u660e\u3059\u308b\u3060\u3051\u300d\u304b\u300c\u884c\u52d5\u3082\u3067\u304d\u308b\u300d\u304b<\/strong><\/p>\n\n\n\n<p>\u682a\u5f0f\u4f1a\u793e\u30a2\u30d7\u30ea\u30ba\u30e0\u306f\u3001VLM\u6280\u8853\u306e\u5b9f\u88c5\u5b9f\u7e3e\u3092\u6d3b\u304b\u3057\u306a\u304c\u3089\u3001VLA\u3092\u542b\u3080\u30d5\u30a3\u30b8\u30ab\u30ebAI\u6280\u8853\u306e\u63a8\u9032\u3092\u901a\u3058\u3066\u3001\u73fe\u5b9f\u4e16\u754c\u3068\u30c7\u30b8\u30bf\u30eb\u4e16\u754c\u3092\u878d\u5408\u3055\u305b\u305f\u65b0\u305f\u306a\u4fa1\u5024\u5275\u9020\u306b\u6311\u6226\u3057\u7d9a\u3051\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u304a\u554f\u3044\u5408\u308f\u305b<\/strong><br>VLM\u30fbVLA\u6280\u8853\u3001\u30d5\u30a3\u30b8\u30ab\u30ebAI\u306b\u95a2\u3059\u308b\u3054\u76f8\u8ac7\u306f\u3001\u682a\u5f0f\u4f1a\u793e\u30a2\u30d7\u30ea\u30ba\u30e0\u307e\u3067\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p class=\"has-text-align-center\">\u682a\u5f0f\u4f1a\u793e\u30a2\u30d7\u30ea\u30ba\u30e0\u3000AI\u30d7\u30ed\u30c0\u30af\u30c8\u672c\u90e8<br>\u3012542-0081 \u5927\u962a\u5e9c\u5927\u962a\u5e02\u4e2d\u592e\u533a\u5357\u8239\u58342\u4e01\u76ee9-8<br>\u30b7\u30de\u30ce\u30fb\u4f4f\u53cb\u751f\u547d\u30d3\u30eb1\u968e\uff08\u7dcf\u5408\u53d7\u4ed8\uff09\u30fb2\u968e<br>Tel\uff1a06-4708-8959<br>Email\uff1aaisol@apprhythm.co.jp<br>URL\uff1ahttps:\/\/www.apprhythm.co.jp\/<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u682a\u5f0f\u4f1a\u793e\u30a2\u30d7\u30ea\u30ba\u30e0\u306f\u3001\u30d5\u30a3\u30b8\u30ab\u30ebAI\u306e\u63a8\u9032\u4f01\u696d\u3068\u3057\u3066\u3001\u73fe\u5b9f\u4e16\u754c\u3067\u52d5\u4f5c\u3059\u308bAI\u6280\u8853\u306e\u7814\u7a76\u958b\u767a\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u307e\u3059\u3002 \u305d\u306e\u4e2d\u6838\u3068\u306a\u308b\u3000VLM\uff08Vision-Language Model\uff1a\u8996\u899a\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u3068\u3000VLA\uff08Vision [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":428,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","wp-seo-meta-description":"","wp-seo-meta-robots":[]},"categories":[5],"tags":[],"class_list":{"0":"post-427","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-tech","8":"c-entry"},"_links":{"self":[{"href":"https:\/\/apprhythm.net\/index.php?rest_route=\/wp\/v2\/posts\/427","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/apprhythm.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/apprhythm.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/apprhythm.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/apprhythm.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=427"}],"version-history":[{"count":2,"href":"https:\/\/apprhythm.net\/index.php?rest_route=\/wp\/v2\/posts\/427\/revisions"}],"predecessor-version":[{"id":433,"href":"https:\/\/apprhythm.net\/index.php?rest_route=\/wp\/v2\/posts\/427\/revisions\/433"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/apprhythm.net\/index.php?rest_route=\/wp\/v2\/media\/428"}],"wp:attachment":[{"href":"https:\/\/apprhythm.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=427"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/apprhythm.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=427"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/apprhythm.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=427"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}