{"id":19374,"date":"2022-08-05T18:58:39","date_gmt":"2022-08-05T09:58:39","guid":{"rendered":"https:\/\/itport.cloud\/?p=19374"},"modified":"2022-09-09T10:58:53","modified_gmt":"2022-09-09T01:58:53","slug":"post-19374","status":"publish","type":"post","link":"https:\/\/itport.cloud\/?p=19374","title":{"rendered":"Vision API\u3067\u753b\u50cf\u8a8d\u8b58\u3057\u3066\u307f\u308b\u2461 \uff5e\u5b9f\u884c\u7de8\uff5e"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\" id=\"e79baee6aca1-1\">\u76ee\u6b21<\/h2>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<p><a href=\"#1\" data-type=\"internal\" data-id=\"#1\">\u306f\u3058\u3081\u306b<\/a><br><a href=\"#2\" data-type=\"internal\" data-id=\"#2\">Python\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/a><br><a href=\"#3\" data-type=\"internal\" data-id=\"#3\">\u30e9\u30d9\u30eb\u691c\u51fa\u3084\u3063\u3066\u307f\u305f <\/a><br><a href=\"#4\" data-type=\"internal\" data-id=\"#4\">\u7d50\u679c<\/a><br><a href=\"#5\" data-type=\"internal\" data-id=\"#5\">\u7d42\u308f\u308a\u306b<\/a><\/p>\n<\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"1\">\u306f\u3058\u3081\u306b<\/h2>\n\n\n\n<p>\u524d\u56de\u3001\u6a5f\u68b0\u5b66\u7fd2\u30b5\u30fc\u30d3\u30b9\u306e\uff11\u3064\u3067\u3042\u308b\u300cGoogle Cloud Vision API \u300d\u306b\u3064\u3044\u3066\u306e\u7c21\u5358\u306a\u3054\u7d39\u4ecb\u3068\u3001<br>Vision API \u3092\u4f7f\u7528\u3059\u308b\u305f\u3081\u306e\u8a2d\u5b9a\u7b49\u3092\u884c\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed is-provider-it-port wp-block-embed-it-port\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"HtCubm4U9g\"><a href=\"https:\/\/itport.cloud\/?p=18831\">Vision API\u3067\u753b\u50cf\u8a8d\u8b58\u3057\u3066\u307f\u308b\u2460 \uff5e \u8a2d\u5b9a\u7de8 \uff5e<\/a><\/blockquote><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" title=\"&#8220;Vision API\u3067\u753b\u50cf\u8a8d\u8b58\u3057\u3066\u307f\u308b\u2460 \uff5e \u8a2d\u5b9a\u7de8 \uff5e&#8221; &#8212; IT PORT\" src=\"https:\/\/itport.cloud\/?p=18831&#038;embed=true#?secret=HtCubm4U9g\" data-secret=\"HtCubm4U9g\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>\u4eca\u56de\u306f\u3001\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u30e9\u30a4\u30d6\u30e9\u30ea\uff08Python\uff09\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3001\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u3066\u753b\u50cf\u5185\u306e\u30e9\u30d9\u30eb\u3092\u691c\u51fa\u3057\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"2\">Python\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h2>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<p>\u3067\u306f\u65e9\u901f\u3001<a rel=\"noreferrer noopener\" href=\"https:\/\/cloud.google.com\/vision\/docs\/detect-labels-image-client-libraries#client-libraries-install-python\" data-type=\"URL\" data-id=\"https:\/\/cloud.google.com\/vision\/docs\/detect-labels-image-client-libraries#client-libraries-install-python\" target=\"_blank\">\u516c\u5f0f\u306e\u624b\u9806<\/a>\u306b\u5f93\u3063\u3066\u30af\u30e9\u30a4\u30a2\u30f3\u30c8 \u30e9\u30a4\u30d6\u30e9\u30ea\uff08Python\uff09\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<br>\u30b3\u30de\u30f3\u30c9\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u7acb\u3061\u4e0a\u3052\u3001\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5165\u529b\u3057\u307e\u3059\u3002<\/p>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: plain; title: ; notranslate\" title=\"\">\npip install --upgrade google-cloud-vision\n<\/pre><\/div><\/div>\n<\/div>\n\n\n\n<p>\u3053\u308c\u3067 Vision API \u3092\u4f7f\u7528\u3057\u3066\u753b\u50cf\u306e\u60c5\u5831\u3092\u30ea\u30af\u30a8\u30b9\u30c8\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u6e96\u5099\u5b8c\u4e86\u306b\u306a\u308a\u307e\u3059\uff01<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"3\">\u30e9\u30d9\u30eb\u691c\u51fa\u3084\u3063\u3066\u307f\u305f<\/h2>\n\n\n\n<p>\u305d\u308c\u3067\u306f\u3001\u3055\u3063\u305d\u304f\u753b\u50cf\u306b\u95a2\u9023\u3059\u308b\u30e9\u30d9\u30eb(\u5358\u8a9e)\u3092\u691c\u51fa\u3055\u305b\u3088\u3046\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"e291a0e794bbe5838fe38292e794a8e6848f-2\">\u2460\u753b\u50cf\u3092\u7528\u610f<\/h4>\n\n\n\n<p>\u307e\u305a\u306f\u3001\u3053\u3061\u3089\u306e\u6a19\u6e96\u7684\u306a\u732b\u3067\u691c\u8a3c\u3057\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002\u51db\u3005\u3057\u3044\u732b\u3067\u3059\u3002<br>\uff08\u6a19\u6e96\u7684\u306a\u732b\u3001\u5b8c\u5168\u306b\u79c1\u306e\u4e3b\u89b3\u3067\u3059\u30fb\u30fb\u30fb\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/itport.cloud\/wp-content\/uploads\/2022\/07\/cat-1012x1024.jpg\" alt=\"\" class=\"wp-image-19510\" width=\"506\" height=\"512\" srcset=\"https:\/\/itport.cloud\/wp-content\/uploads\/2022\/07\/cat-1012x1024.jpg 1012w, https:\/\/itport.cloud\/wp-content\/uploads\/2022\/07\/cat-297x300.jpg 297w, https:\/\/itport.cloud\/wp-content\/uploads\/2022\/07\/cat-768x777.jpg 768w, https:\/\/itport.cloud\/wp-content\/uploads\/2022\/07\/cat-1518x1536.jpg 1518w, https:\/\/itport.cloud\/wp-content\/uploads\/2022\/07\/cat-2025x2048.jpg 2025w, https:\/\/itport.cloud\/wp-content\/uploads\/2022\/07\/cat-316x320.jpg 316w, https:\/\/itport.cloud\/wp-content\/uploads\/2022\/07\/cat-633x640.jpg 633w\" sizes=\"auto, (max-width: 506px) 100vw, 506px\" \/><\/figure>\n\n\n\n<p>\u79c1\u306e\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u69cb\u6210\u306b\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u3061\u3089\u306e\u732b\u306e\u753b\u50cf\u306fdata\u30d5\u30a9\u30eb\u30c0\u914d\u4e0b\u306b\u914d\u7f6e\u3057\u307e\u3057\u305f\u3002<br><br>\u3000ai_test_2022\/<br>\u3000\u3000\u251c data\/<br>\u3000\u3000\u2502\u3000 \u2514 cat <br>\u3000\u3000\u2514 test1<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"e291a1e382b3e383bce38387e382a3e383b3e382b0-3\"> \u2461\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0 <\/h4>\n\n\n\n<p>\u305d\u308c\u3067\u306f\u3001test1.py \u306b Python \u3067\u30b3\u30fc\u30c9\u3092\u66f8\u3044\u3066\u3044\u304d\u307e\u3059\u3002\u30b5\u30f3\u30d7\u30eb\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u304c\u516c\u5f0f\u306e\u30da\u30fc\u30b8\u306b\u8f09\u3063\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u305d\u308c\u3092\u81ea\u5206\u306e\u74b0\u5883\u306b\u5408\u308f\u305b\u3066\u5fae\u4fee\u6b63\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/itport.cloud\/wp-content\/uploads\/2022\/07\/code20220723_1.png\" alt=\"\" class=\"wp-image-19512\" width=\"537\" height=\"489\" srcset=\"https:\/\/itport.cloud\/wp-content\/uploads\/2022\/07\/code20220723_1.png 716w, https:\/\/itport.cloud\/wp-content\/uploads\/2022\/07\/code20220723_1-300x273.png 300w, https:\/\/itport.cloud\/wp-content\/uploads\/2022\/07\/code20220723_1-351x320.png 351w, https:\/\/itport.cloud\/wp-content\/uploads\/2022\/07\/code20220723_1-703x640.png 703w\" sizes=\"auto, (max-width: 537px) 100vw, 537px\" \/><\/figure>\n\n\n\n<p>\u3053\u306e\u30b3\u30fc\u30c9\u3092\u898b\u3066\u3044\u304f\u3068\u3001\u300cImageAnnotatorClient\u300d\u3068\u3044\u3046\u30af\u30e9\u30b9\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002<br><a rel=\"noreferrer noopener\" href=\"https:\/\/cloud.google.com\/python\/docs\/reference\/vision\/latest\/google.cloud.vision_v1p2beta1.services.image_annotator.ImageAnnotatorClient\" data-type=\"URL\" data-id=\"https:\/\/cloud.google.com\/python\/docs\/reference\/vision\/latest\/google.cloud.vision_v1p2beta1.services.image_annotator.ImageAnnotatorClient\" target=\"_blank\">\u516c\u5f0f\u30da\u30fc\u30b8<\/a>\u3092\u53c2\u7167\u3057\u307e\u3059\u3068\u3001\u9854\u3001\u30e9\u30f3\u30c9\u30de\u30fc\u30af\u3001\u30ed\u30b4\u3001\u30e9\u30d9\u30eb\u3001\u30c6\u30ad\u30b9\u30c8\u691c\u51fa\u306a\u3069\u3001\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u753b\u50cf\u306b\u5bfe\u3057\u3066Google CloudVisionAPI\u691c\u51fa\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b\u3082\u306e\u306e\u3088\u3046\u3067\u3059\u3002<br><br><span class=\"has-inline-color has-black-color\">\u203b \u524d\u56de\u3082\u5c11\u3057\u89e6\u308c\u307e\u3057\u305f\u304c\u3001<strong>\u300c\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u300d<\/strong>\u3068\u306f\u3001\u753b\u50cf\u3001\u30c6\u30ad\u30b9\u30c8\u3001\u97f3\u58f0\u3001\u52d5\u753b\u306a\u3069\u69d8\u3005\u306a\u5bfe\u8c61\u306b\u5bfe\u3059\u308b\u300c\u30e9\u30d9\u30eb\u3065\u3051\u300d\u306e\u3053\u3068\u3067\u3059\u3002\u6a5f\u68b0\u5b66\u7fd2\u306b\u304a\u3044\u3066\u306f\u6559\u5e2b\u30c7\u30fc\u30bf\u3092\u4f5c\u308b\u4e0a\u3067\u6b20\u304b\u305b\u306a\u3044\u3082\u306e\u306b\u306a\u308a\u307e\u3059\u3002<\/span><br><br><br>\u307e\u305f\u3001\u30b3\u30fc\u30c9\u306b\u300clabel_detection\u300d \u3068\u3042\u308a\u307e\u3059\u304c\u3001\u3053\u3061\u3089\u3082<a href=\"https:\/\/cloud.google.com\/vision\/docs\/labels#vision_label_detection-drest\" data-type=\"URL\" data-id=\"https:\/\/cloud.google.com\/vision\/docs\/labels#vision_label_detection-drest\" target=\"_blank\" rel=\"noreferrer noopener\">\u516c\u5f0f<\/a><a href=\"https:\/\/cloud.google.com\/vision\/docs\/labels#vision_label_detection-drest\" data-type=\"URL\" data-id=\"https:\/\/cloud.google.com\/vision\/docs\/labels#vision_label_detection-drest\">\u30da\u30fc\u30b8<\/a>\u3092\u53c2\u7167\u3057\u307e\u3059\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u8aac\u660e\u304c\u3042\u308a\u307e\u3059\u3002<br><br><em>\u30ea\u30af\u30a8\u30b9\u30c8\u304c\u6210\u529f\u3059\u308b\u3068\u3001\u30b5\u30fc\u30d0\u30fc\u306f\u30ec\u30b9\u30dd\u30f3\u30b9\u3092 JSON \u5f62\u5f0f\u3067\u8fd4\u3057\u307e\u3059\u3002<\/em><br><em><code>LABEL_DETECTION<\/code>&nbsp;\u30ec\u30b9\u30dd\u30f3\u30b9\u306b\u306f\u3001\u691c\u51fa\u3055\u308c\u305f\u30e9\u30d9\u30eb\u3001\u30b9\u30b3\u30a2\u3001\u30c8\u30d4\u30ab\u30ea\u30c6\u30a3\u3001\u4e0d\u900f\u660e\u30e9\u30d9\u30eb ID \u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/em><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u9805\u76ee\u540d<\/th><th>\u5185\u5bb9<\/th><\/tr><\/thead><tbody><tr><td>mid<\/td><td>\u5b58\u5728\u3059\u308b\u5834\u5408\u306f\u3001\u3053\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e Google Knowledge Graph \u30a8\u30f3\u30c8\u30ea\u306b\u5bfe\u5fdc\u3059\u308b MID\uff08Machine-generated Identifier\uff09\u304c\u683c\u7d0d\u3055\u308c\u307e\u3059\u3002<\/td><\/tr><tr><td>description<\/td><td>\u30e9\u30d9\u30eb\u306e\u8aac\u660e<\/td><\/tr><tr><td>score<\/td><td>\u4fe1\u983c\u30b9\u30b3\u30a2\u30020\uff08\u4fe1\u983c\u3067\u304d\u306a\u3044\uff09\u304b\u3089 1\uff08\u4fe1\u983c\u5ea6\u304c\u975e\u5e38\u306b\u9ad8\u3044\uff09\u306e\u7bc4\u56f2\u3067\u793a\u3055\u308c\u307e\u3059\u3002<\/td><\/tr><tr><td>topicality<\/td><td>\u753b\u50cf\u306b\u5bfe\u3059\u308b ICA\uff08Image Content Annotation\uff09\u30e9\u30d9\u30eb\u306e\u95a2\u9023\u5ea6\u3002<br>\u30da\u30fc\u30b8\u306e\u5168\u4f53\u7684\u306a\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u5bfe\u3059\u308b\u30e9\u30d9\u30eb\u306e\u91cd\u8981\u5ea6 \/ \u95a2\u9023\u5ea6\u3092\u6e2c\u5b9a\u3057\u307e\u3059\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><br>\u305d\u308c\u3067\u306f\u3001\u3069\u3046\u3044\u3063\u305f\u7d50\u679c\u304c\u8868\u793a\u3055\u308c\u308b\u304b\u3001Python\u3092\u5b9f\u884c\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"4\">\u7d50\u679c<\/h2>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"e291a0e78cab-4\">\u2460\u732b<\/h4>\n\n\n\n<p>\u30b3\u30de\u30f3\u30c9\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u958b\u304d\u3001\u300cC:\\ai_test_2022\\code\u300d\u306e\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3067\u3001\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: plain; title: ; notranslate\" title=\"\">\npython test1.py\n<\/pre><\/div>\n\n\n<p>\u3059\u308b\u3068\u3001<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">Labels:\nHead\t \nCat\t \nEye\t \nFelidae\t \nCarnivore\t \nWindow\t \nSmall to medium-sized cats\t \nWhiskers\t \nSnout\t \nTerrestrial animal<\/pre>\n\n\n\n<p>\u3053\u3093\u306a\u611f\u3058\u3067\u30e9\u30d9\u30eb\u304c\u8868\u793a\u3055\u308c\u307e\u3057\u305f\u3002\u7a93\u30fb\u30fb\u30fb\uff1f\uff01<br><br>\u3053\u308c\u3060\u3051\u3060\u3068\u30e9\u30d9\u30eb\u3054\u3068\u306e\u4fe1\u983c\u5ea6\u304c\u3088\u304f\u5206\u304b\u308a\u307e\u305b\u3093\u306e\u3067\u3001<br>\u5148\u307b\u3069\u306e <code>LABEL_DETECTION<\/code>&nbsp;\u306e\u9805\u76ee\u306e\u300cscore\uff08\u4fe1\u983c\u30b9\u30b3\u30a2\uff09\u300d\u3082\u8868\u793a\u3055\u305b\u308b\u3088\u3046\u306b\u3057\u3088\u3046\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/itport.cloud\/wp-content\/uploads\/2022\/07\/code20220723_3.png\" alt=\"\" class=\"wp-image-19520\" width=\"551\" height=\"360\" srcset=\"https:\/\/itport.cloud\/wp-content\/uploads\/2022\/07\/code20220723_3.png 734w, https:\/\/itport.cloud\/wp-content\/uploads\/2022\/07\/code20220723_3-300x196.png 300w, https:\/\/itport.cloud\/wp-content\/uploads\/2022\/07\/code20220723_3-450x294.png 450w\" sizes=\"auto, (max-width: 551px) 100vw, 551px\" \/><\/figure>\n\n\n\n<p> \u300clabel.score\u300d\u3092\u8ffd\u8a18\u3057\u3066\u3001\u518d\u5ea6\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">Labels:\nHead : 0.9724438786506653\t \nCat : 0.9499096274375916\t \nEye : 0.9413082003593445\t \nFelidae : 0.9108079671859741\t \nCarnivore : 0.9009854793548584\t \nWindow : 0.8666111826896667\t \nSmall to medium-sized cats : 0.8550629615783691\t \nWhiskers : 0.837993323802948\t \nSnout : 0.7689116597175598\t \nTerrestrial animal : 0.7306946516036987<\/pre>\n\n\n\n<p>\u732b\u306e\u982d\u3067\u3042\u308b\u3068\u3044\u3046\u3053\u3068\u306f\u3057\u3063\u304b\u308a\u5224\u5b9a\u3055\u308c\u305f\u307f\u305f\u3044\u3067\u3059\u3002\u7a93\u306e\u4fe1\u983c\u30b9\u30b3\u30a2\u306f86%\u3068\u3044\u3046\u306a\u304b\u306a\u304b\u885d\u6483\u3067\u3059\u3002<br>\u3053\u306e\u732b\u306f\u7a93\u306b\u3082\u898b\u3048\u308b\u306e\u3067\u3059\u306d\u3002\u9762\u767d\u3044\u3067\u3059\u3002<br><br>\u732b\u5358\u4f53\u3067\u691c\u8a3c\u3057\u3066\u307f\u307e\u3057\u305f\u304c\u3001\u516c\u5f0f\u306e\u30b5\u30f3\u30d7\u30eb\u753b\u50cf\u3092\u898b\u308b\u9650\u308a\u60c5\u5831\u91cf\u304c\u591a\u3044\u3082\u306e\u306e\u65b9\u304c\u826f\u3055\u305d\u3046\u306a\u306e\u3067\u3001<br>\u6b21\u306f\u98a8\u666f\u306e\u753b\u50cf\u3067\u691c\u8a3c\u3057\u3066\u307f\u3088\u3046\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"e291a1e7a59ee688b8e5b882e8a197-5\">\u2461\u795e\u6238\u5e02\u8857<\/h4>\n\n\n\n<p>\u8eab\u8fd1\u306a\u5834\u6240\u306e\u753b\u50cf\u306b\u3057\u3066\u307f\u307e\u3057\u305f\uff01\u3053\u3061\u3089\u306f\u795e\u6238\u306e\u65e7\u5c45\u7559\u5730\u306e\u8857\u4e26\u307f\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/itport.cloud\/wp-content\/uploads\/2022\/09\/4075029_s.jpg\" alt=\"\" class=\"wp-image-19900\" width=\"480\" height=\"320\" srcset=\"https:\/\/itport.cloud\/wp-content\/uploads\/2022\/09\/4075029_s.jpg 640w, https:\/\/itport.cloud\/wp-content\/uploads\/2022\/09\/4075029_s-300x200.jpg 300w, https:\/\/itport.cloud\/wp-content\/uploads\/2022\/09\/4075029_s-450x300.jpg 450w\" sizes=\"auto, (max-width: 480px) 100vw, 480px\" \/><\/figure>\n\n\n\n<p>\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068\u30fb\u30fb\u30fb<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">Labels:\nDaytime : 0.9449639347543012\nPlant : 0.91240783869672301\nBuilding : 0.9059518428573618\nRoad surface : 0.8938178224254723\nInfrastructure : 0.8926476254931465\nTree : 0.8509724431022829\nUrban design : 0.8439324512785221\nNeighbourhood : 0.84277351225065779\nWindow : 0.8308643807676993\nSidewalk : 0.8130733120821403<\/pre>\n\n\n\n<p>\u3053\u306e\u753b\u50cf\u306f\u591c\u3067\u3059\u304c\u3001\u660e\u5ea6\u3092\u5224\u65ad\u3057\u3066\u300c Daytime \u300d\u304c\u30e9\u30d9\u30eb\u3068\u3057\u3066\u691c\u51fa\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3059\u306d\uff5e\u3002<br>\u300c Plant \u300d\u300c Building \u300d\u300c  Road surface  \u300d\u300c Tree \u300d\u300c Window \u300d\u300c Sidewalk \u300d\u306a\u3069\u3001\u7684\u78ba\u306b\u753b\u50cf\u5185\u306e\u60c5\u5831\u3092\u8a00\u8a9e\u5316\u3057\u3066\u304f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"e291a2e382b4e38383e3839be3808ce6989fe69c88e5a49ce3808d-6\">\u2462\u30b4\u30c3\u30db\u300c\u661f\u6708\u591c\u300d<\/h4>\n\n\n\n<p>\u6b21\u306b\u3001\u7d75\u306e\u5834\u5408\u306f\u3069\u306e\u3088\u3046\u306b\u8868\u793a\u3055\u308c\u308b\u306e\u304b\u6c17\u306b\u306a\u308a\u307e\u3057\u305f\u306e\u3067\u3001\u691c\u8a3c\u3057\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/itport.cloud\/wp-content\/uploads\/2022\/07\/Gogh.jpg\" alt=\"\" class=\"wp-image-19521\" width=\"437\" height=\"350\" srcset=\"https:\/\/itport.cloud\/wp-content\/uploads\/2022\/07\/Gogh.jpg 874w, https:\/\/itport.cloud\/wp-content\/uploads\/2022\/07\/Gogh-300x240.jpg 300w, https:\/\/itport.cloud\/wp-content\/uploads\/2022\/07\/Gogh-768x615.jpg 768w, https:\/\/itport.cloud\/wp-content\/uploads\/2022\/07\/Gogh-400x320.jpg 400w, https:\/\/itport.cloud\/wp-content\/uploads\/2022\/07\/Gogh-799x640.jpg 799w\" sizes=\"auto, (max-width: 437px) 100vw, 437px\" \/><\/figure>\n\n\n\n<p>\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068\u30fb\u30fb\u30fb<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">Labels:\nPaint : 0.9022921919822693\nNature : 0.8995094299316406\nAzure : 0.8969144225120544\nPainting : 0.8764228224754333\nTextile : 0.8721943497657776\nVegetation : 0.8497583270072937\nArt : 0.8485283851623535\nTree : 0.8345407843589783\nGrass : 0.8320682644844055\nSky : 0.8287011981010437<\/pre>\n\n\n\n<p>\u300cPaint\u300d\u3060\u3068\u8a8d\u8b58\u3055\u308c\u3066\u3044\u307e\u3059\uff01\u3053\u306e\u753b\u50cf\u306e\u8cea\u611f\u304b\u3089\u8aad\u307f\u53d6\u3063\u305f\u306e\u3067\u3057\u3087\u3046\u304b\u3002<br>\u4eca\u56de\u306e\u3088\u3046\u306b\u5206\u304b\u308a\u3084\u3059\u3044\u7d75\u753b\u3060\u3068\u3053\u306e\u3088\u3046\u306b\u8a8d\u8b58\u3055\u308c\u308b\u306e\u3067\u3059\u306d\u3002<br><br>\u3082\u3046\u5c11\u3057\u5177\u4f53\u7684\u306a\u30e9\u30d9\u30eb\u306f\u691c\u51fa\u3067\u304d\u306a\u3044\u304b\u6c17\u306b\u306a\u3063\u305f\u306e\u3067\u3001\u691c\u8a3c\u3057\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"e291a3e382a8e383aae383b3e382ae-7\">\u2463\u30a8\u30ea\u30f3\u30ae<\/h4>\n\n\n\n<p>\u30ad\u30ce\u30b3\u985e\u306f\u69d8\u3005\u7a2e\u985e\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u30ad\u30ce\u30b3\u3068\u4e00\u62ec\u308a\u306b\u3055\u308c\u305a\u300c\u30a8\u30ea\u30f3\u30ae\u300d\u3068\u5224\u5b9a\u3055\u308c\u308b\u306e\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/itport.cloud\/wp-content\/uploads\/2022\/08\/ering.jpg\" alt=\"\" class=\"wp-image-19587\" width=\"345\" height=\"265\" srcset=\"https:\/\/itport.cloud\/wp-content\/uploads\/2022\/08\/ering.jpg 690w, https:\/\/itport.cloud\/wp-content\/uploads\/2022\/08\/ering-300x230.jpg 300w, https:\/\/itport.cloud\/wp-content\/uploads\/2022\/08\/ering-417x320.jpg 417w\" sizes=\"auto, (max-width: 345px) 100vw, 345px\" \/><\/figure>\n\n\n\n<p> \u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068\u30fb\u30fb\u30fb <\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">Labels:\nFawn : 0.8150516748428345\nWood : 0.7822701930999756\nBeige : 0.6253003478050232\nMushroom : 0.6122145652770996\nPlant : 0.563472330570221\nNatural material : 0.5484763383865356\nMetal : 0.5299309492111206\nFashion accessory : 0.5243878960609436\nStill life photography : 0.5126955509185791\nIngredient : 0.5060304999351501<\/pre>\n\n\n\n<p>\u300c Mushroom \u300d\u3067\u4e00\u62ec\u308a\u306b\u3055\u308c\u3066\u3044\u307e\u3059\u306d\u3002\u5177\u5408\u7684\u306a\u5358\u8a9e\u306e\u691c\u51fa\u306f\u4e0d\u53ef\u80fd\u306a\u306e\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"e291a4e38390e383a9-8\">\u2464\u30d0\u30e9<\/h4>\n\n\n\n<p>\u3082\u3046\u5c11\u3057\u898b\u305f\u76ee\u304c\u5206\u304b\u308a\u3084\u3059\u3044\u3082\u306e\u3067\u691c\u8a3c\u3057\u3066\u307f\u307e\u3059\u3002\u300c\u82b1\u300d\u3068\u4e00\u62ec\u308a\u306b\u3055\u308c\u305a\u300c\u30d0\u30e9\u300d\u306e\u30e9\u30d9\u30eb\u306f\u691c\u51fa\u3055\u308c\u308b\u306e\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/itport.cloud\/wp-content\/uploads\/2022\/08\/rose-714x1024.jpg\" alt=\"\" class=\"wp-image-19588\" width=\"357\" height=\"512\" srcset=\"https:\/\/itport.cloud\/wp-content\/uploads\/2022\/08\/rose-714x1024.jpg 714w, https:\/\/itport.cloud\/wp-content\/uploads\/2022\/08\/rose-209x300.jpg 209w, https:\/\/itport.cloud\/wp-content\/uploads\/2022\/08\/rose-768x1101.jpg 768w, https:\/\/itport.cloud\/wp-content\/uploads\/2022\/08\/rose-1071x1536.jpg 1071w, https:\/\/itport.cloud\/wp-content\/uploads\/2022\/08\/rose-1428x2048.jpg 1428w, https:\/\/itport.cloud\/wp-content\/uploads\/2022\/08\/rose-223x320.jpg 223w, https:\/\/itport.cloud\/wp-content\/uploads\/2022\/08\/rose-446x640.jpg 446w, https:\/\/itport.cloud\/wp-content\/uploads\/2022\/08\/rose-scaled.jpg 1786w\" sizes=\"auto, (max-width: 357px) 100vw, 357px\" \/><\/figure>\n\n\n\n<p>\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068\u30fb\u30fb\u30fb<br><br><\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">Labels:\nFlower : 0.9811161756515503\nPlant : 0.9586992859840393\nPetal : 0.9024657607078552\nHybrid tea rose : 0.8716349005699158\nRose : 0.8099624514579773\nGarden roses : 0.7800278663635254\nFlowering plant : 0.7686492204666138\nRose family : 0.7467091679573059\nRose order : 0.7344076633453369\nFloribunda : 0.7274734377861023<\/pre>\n\n\n\n<p>\u300cRose\u300d\u3068\u3057\u3066\u8a8d\u8b58\u3055\u308c\u3066\u3044\u308b\u3088\u3046\u3067\u3059\uff01\u305d\u306e\u3046\u3048\u300cHybrid tea rose\u300d\u3068\u3044\u3046\u30e9\u30d9\u30eb\u307e\u3067\u3082\u691c\u51fa\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br>\u4e8b\u524d\u306b\u5b9a\u7fa9\u3055\u308c\u3066\u3042\u308b\u3082\u306e\/\u306a\u3044\u3082\u306e\u306e\u7dda\u5f15\u304d\u306f\u96e3\u3057\u305d\u3046\u3067\u3059\u306d\u3002  <\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"5\">\u7d42\u308f\u308a\u306b<\/h2>\n\n\n\n<p>\u4eca\u56de\u306e\u3088\u3046\u306b\u300cGoogle Cloud Vision API\u300d\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u6559\u5e2b\u30c7\u30fc\u30bf\u3092\u4f5c\u6210\u305b\u305a\u3068\u3082\u7c21\u5358\u306b\u753b\u50cf\u8a8d\u8b58\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u98a8\u666f\u306e\u753b\u50cf\u306a\u3069\u304b\u3089\u7c21\u6613\u306a\u60c5\u5831\u3092\u53d6\u5f97\u3059\u308b\u306e\u306b\u306f\u5341\u5206\u9069\u3057\u3066\u3044\u308b\u3088\u3046\u306b\u601d\u3044\u307e\u3059\u3002<br>\u4e00\u65b9\u3067 \u3001\u4e8b\u524d\u5b9a\u7fa9\u6e08\u307f\u30ab\u30c6\u30b4\u30ea\u306b\u306f\u306a\u3044\u30e9\u30d9\u30eb\u306e\u691c\u51fa\u306f\u3067\u304d\u305a\u3001\u5b9a\u7fa9\u3055\u308c\u3066\u3042\u308b\u3082\u306e\/\u306a\u3044\u3082\u306e\u306e\u7dda\u5f15\u304d\u3082\u96e3\u3057\u3044\u305f\u3081\u3001\u3088\u308a\u5177\u4f53\u7684\u306a\u60c5\u5831\u304c\u77e5\u308a\u305f\u3044\u306e\u3067\u3042\u308c\u3070\u4ed6\u306e\u65b9\u6cd5\u3067\u884c\u3046\u306e\u304c\u3088\u3055\u305d\u3046\u3067\u3059\u3002<br><br>\u72ec\u81ea\u306e\u753b\u50cf\u8a8d\u8b58\u3092\u5b9f\u73fe\u3067\u304d\u308b\u3088\u3046\u3001\u4eca\u5f8c\u306f\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u81ea\u5206\u3067\u4f5c\u6210\u3057\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3057\u305f\u3002 <br>\u8abf\u3079\u3066\u307f\u305f\u4e2d\u3067\u3001\u300cGoogle Cloud AutoML Vision\u300d \u3092\u4f7f\u3063\u3066\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u4f5c\u6210\u3092\u884c\u3046\u65b9\u6cd5\u3082\u3042\u308b\u305d\u3046\u306a\u306e\u3067\u3001\u6298\u3092\u898b\u3066\u3084\u3063\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"\u76ee\u6b21 \u306f\u3058\u3081\u306bPython\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u30e9\u30d9\u30eb\u691c\u51fa\u3084\u3063\u3066\u307f\u305f \u7d50\u679c\u7d42\u308f\u308a\u306b \u306f\u3058\u3081\u306b \u524d\u56de\u3001\u6a5f\u68b0\u5b66\u7fd2\u30b5\u30fc\u30d3\u30b9\u306e\uff11\u3064\u3067\u3042\u308b\u300cGoogle Cloud Vision API \u300d\u306b\u3064\u3044\u3066\u306e\u7c21\u5358\u306a\u3054\u7d39\u4ecb\u3068\u3001Vision API \u3092\u4f7f\u7528\u3059\u308b\u305f\u3081\u306e\u8a2d\u5b9a\u7b49\u3092\u884c\u3044\u307e\u3057\u305f\u3002 https:\/\/itport.cloud\/?p=18831 \u4eca\u56de\u306f\u3001\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u30e9\u30a4\u30d6\u30e9\u30ea\uff08Python\uff09\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3001\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u3066\u753b\u50cf\u5185\u306e\u30e9\u30d9\u30eb\u3092\u691c\u51fa\u3057\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002 Python\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb \u3067\u306f\u65e9\u901f\u3001\u516c\u5f0f\u306e\u624b\u9806\u306b\u5f93\u3063\u3066\u30af\u30e9\u30a4\u30a2\u30f3\u30c8 \u30e9\u30a4\u30d6\u30e9\u30ea\uff08Python\uff09\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002\u30b3\u30de\u30f3\u30c9\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u7acb\u3061\u4e0a\u3052\u3001\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5165\u529b\u3057\u307e\u3059\u3002 p&hellip;","protected":false},"author":30,"featured_media":19540,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9],"tags":[140],"class_list":{"0":"post-19374","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-ai","8":"tag-season46"},"_links":{"self":[{"href":"https:\/\/itport.cloud\/index.php?rest_route=\/wp\/v2\/posts\/19374","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itport.cloud\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itport.cloud\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/itport.cloud\/index.php?rest_route=\/wp\/v2\/users\/30"}],"replies":[{"embeddable":true,"href":"https:\/\/itport.cloud\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=19374"}],"version-history":[{"count":82,"href":"https:\/\/itport.cloud\/index.php?rest_route=\/wp\/v2\/posts\/19374\/revisions"}],"predecessor-version":[{"id":19905,"href":"https:\/\/itport.cloud\/index.php?rest_route=\/wp\/v2\/posts\/19374\/revisions\/19905"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/itport.cloud\/index.php?rest_route=\/wp\/v2\/media\/19540"}],"wp:attachment":[{"href":"https:\/\/itport.cloud\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=19374"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itport.cloud\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=19374"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itport.cloud\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=19374"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}