\u81ea\u5b85\u3067\u3067\u304d\u308b\u507d\u52d5\u753b\u30c1\u30a7\u30c3\u30af\u65b9\u6cd5 | AI\u6642\u4ee3\u306e\u30d5\u30a7\u30a4\u30af\u52d5\u753b\u5bfe\u7b56\u8b1b\u5ea7<\/title>\n <meta name=\"description\" content=\"\u8ab0\u3067\u3082\u7c21\u5358\u306b\u81ea\u5b85\u3067\u507d\u52d5\u753b\u3092\u30c1\u30a7\u30c3\u30af\u3059\u308b\u65b9\u6cd5\u3092\u3001AI\u6280\u8853\u306e\u4ed5\u7d44\u307f\u3084Python\u30b3\u30fc\u30c9\u4f8b\u3082\u4ea4\u3048\u3066\u5fb9\u5e95\u89e3\u8aac\u3002\u8a71\u984c\u306e\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u3084AI\u751f\u6210\u6620\u50cf\u304b\u3089\u5bb6\u65cf\u3092\u5b88\u308b\u3001\u5b89\u5fc3\u306e\u30bb\u30eb\u30d5\u30c1\u30a7\u30c3\u30af\u5165\u9580\u3002\">\n <style>\n \n h1, h2, h3 { color: #13456b; }\n h1 { border-bottom: 2px solid #2897c7; padding-bottom: 10px; }\n h2 { margin-top: 2em; }\n pre, code { background: #f2f8fc; color: #29447e; padding: 8px; border-radius: 8px; display: block; font-size: 1.05em; }\n .step { background: #e9f5fa; border-left: 5px solid #5dc4ec; padding: 18px 22px; margin: 24px 0; border-radius: 8px;}\n .tips { background: #fffbe6; border-left: 5px solid #fbc02d; padding: 18px 22px; margin: 24px 0; border-radius: 8px;}\n .footer { margin-top: 48px; text-align: center; color: #aaa; font-size: 0.95em; }\n ul, ol { margin-left: 1.8em; }\n @media (max-width: 600px) { .container { padding: 8px; } }\n <\/style>\n<\/head>\n<body>\n <div class=\"container\">\n \n\n <p>\n SNS\u3084\u52d5\u753b\u30b5\u30a4\u30c8\u3067\u62e1\u6563\u3055\u308c\u308b\u300c\u30d5\u30a7\u30a4\u30af\u52d5\u753b\u300d\u3084\u300c\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u300d\u3002<br>\n AI\u306e\u9032\u6b69\u3067\u3001\u8ab0\u3067\u3082\u30ea\u30a2\u30eb\u306a\u507d\u52d5\u753b\u3092\u7c21\u5358\u306b\u4f5c\u308c\u308b\u6642\u4ee3\u304c\u5230\u6765\u3057\u307e\u3057\u305f\u3002<br>\n \u3057\u304b\u3057\u3001\u8aa4\u60c5\u5831\u3084\u8a50\u6b3a\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u4fb5\u5bb3\u306e\u30ea\u30b9\u30af\u3082\u5897\u5927\u3057\u3066\u3044\u307e\u3059\u3002<br>\n <b>\u300c\u3053\u308c\u3063\u3066\u672c\u7269\uff1f\u300d<\/b>\u3068\u4e0d\u5b89\u306b\u611f\u3058\u305f\u6642\u3001\u5c02\u9580\u5bb6\u3067\u306a\u304f\u3066\u3082\u81ea\u5b85\u3067\u3067\u304d\u308b\u30c1\u30a7\u30c3\u30af\u65b9\u6cd5\u3092\u3001\u4ed5\u7d44\u307f\u3068\u5b9f\u8df5\u4f8b\u3082\u4ea4\u3048\u3066\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002\n <\/p>\n\n <h2>\u306a\u305c\u4eca\u300c\u507d\u52d5\u753b\u30c1\u30a7\u30c3\u30af\u300d\u304c\u5fc5\u8981\u306a\u306e\u304b\uff1f<\/h2>\n <p>\n \u8fd1\u5e74\u3001\u751f\u6210AI\uff08\u30b8\u30a7\u30cd\u30ec\u30fc\u30c6\u30a3\u30d6AI\uff09\u3084\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u6280\u8853\u306e\u6025\u901f\u306a\u666e\u53ca\u306b\u3088\u308a\u3001<b>\u672c\u7269\u305d\u3063\u304f\u308a\u306a\u507d\u52d5\u753b<\/b>\u304c\u6025\u5897\u3057\u3066\u3044\u307e\u3059\u3002<br>\n \u30d5\u30a7\u30a4\u30af\u52d5\u753b\u306f\u3001\u30cb\u30e5\u30fc\u30b9\u5831\u9053\u30fb\u82b8\u80fd\u4eba\u3084\u653f\u6cbb\u5bb6\u306e\u767a\u8a00\u634f\u9020\u30fb\u8a50\u6b3a\u5e83\u544a\u30fb\u30b5\u30a4\u30d0\u30fc\u72af\u7f6a\u30fb\u30ea\u30d9\u30f3\u30b8\u30dd\u30eb\u30ce\u306a\u3069\u3001\u793e\u4f1a\u7684\u306a\u88ab\u5bb3\u306b\u3082\u3064\u306a\u304c\u308a\u307e\u3059\u3002<br>\n <b>\u8eab\u8fd1\u306a\u5bb6\u65cf\u3084\u53cb\u4eba\u304c\u9a19\u3055\u308c\u308b\u30ea\u30b9\u30af<\/b>\u3082\u3042\u308b\u305f\u3081\u3001\u300c\u81ea\u5206\u3067\u898b\u629c\u304f\u529b\u300d\u304c\u3044\u307e\u975e\u5e38\u306b\u5927\u5207\u3067\u3059\u3002\n <\/p>\n\n <h3>\u4ee3\u8868\u7684\u306a\u507d\u52d5\u753b\u306e\u7a2e\u985e<\/h3>\n <ul>\n <li><b>\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af<\/b>\uff08\u9854\u306e\u3059\u308a\u66ff\u3048\uff0f\u97f3\u58f0\u5408\u6210\uff09<\/li>\n <li><b>AI\u751f\u6210\u52d5\u753b<\/b>\uff08\u5b58\u5728\u3057\u306a\u3044\u4eba\u30fb\u51fa\u6765\u4e8b\u306e\u5275\u4f5c\uff09<\/li>\n <li>\u65e2\u5b58\u6620\u50cf\u306e\u4e00\u90e8\u6539\u5909\u3084\u5408\u6210<\/li>\n <li>CG\u3084\u30a2\u30cb\u30e1\u6620\u50cf\u306e\u30ea\u30a2\u30eb\u98a8\u52a0\u5de5<\/li>\n <\/ul>\n\n <div class=\"tips\">\n <b>\u53c2\u8003\uff1a<\/b>2025\u5e74\u306e\u56fd\u5185\u8abf\u67fb\u306b\u3088\u308b\u3068\u3001\u507d\u52d5\u753b\u3092\u76ee\u306b\u3057\u305f\u3053\u3068\u304c\u3042\u308b\u4eba\u306fSNS\u5229\u7528\u8005\u306e43\uff05\u3001\u3046\u30616\u5272\u304c\u300c\u5224\u5225\u306b\u81ea\u4fe1\u304c\u306a\u3044\u300d\u3068\u56de\u7b54\u3057\u3066\u3044\u307e\u3059\uff08\u7dcf\u52d9\u7701\u30fbNABLAS\u8abf\u3079\uff09\u3002\n <\/div>\n\n <h2>\u81ea\u5b85\u3067\u3067\u304d\u308b\uff01\u507d\u52d5\u753b\u30bb\u30eb\u30d5\u30c1\u30a7\u30c3\u30af\uff15\u30b9\u30c6\u30c3\u30d7<\/h2>\n\n <ol>\n <li><b>\u30d5\u30ec\u30fc\u30e0\u5358\u4f4d\u3067\u6620\u50cf\u3092\u7d30\u304b\u304f\u89b3\u5bdf\u3059\u308b<\/b><\/li>\n <li><b>\u4e0d\u81ea\u7136\u306a\u300c\u9854\u306e\u3086\u304c\u307f\u300d\u300c\u76ee\u7dda\u306e\u30ba\u30ec\u300d\u3092\u63a2\u3059<\/b><\/li>\n <li><b>\u52d5\u753b\u306e\u80cc\u666f\u3084\u624b\u306e\u52d5\u304d\u306b\u6ce8\u76ee\u3059\u308b<\/b><\/li>\n <li><b>\u97f3\u58f0\u3068\u6620\u50cf\u306e\u540c\u671f\u30ba\u30ec\u3092\u78ba\u8a8d\u3059\u308b<\/b><\/li>\n <li><b>\u5c02\u7528\u30c4\u30fc\u30eb\u30fbAI\u5224\u5b9a\u30b5\u30fc\u30d3\u30b9\u3092\u6d3b\u7528\u3059\u308b<\/b><\/li>\n <\/ol>\n\n <div class=\"step\">\n <h3>Step 1. \u30d5\u30ec\u30fc\u30e0\u5358\u4f4d\u3067\u89b3\u5bdf\u3057\u3066\u307f\u3088\u3046<\/h3>\n <p>\n \u30d1\u30bd\u30b3\u30f3\u3084\u30b9\u30de\u30db\u3067\u52d5\u753b\u3092\u4e00\u6642\u505c\u6b62\u3057\u305f\u308a\u3001\u30b9\u30ed\u30fc\u518d\u751f\u3084\u30b3\u30de\u9001\u308a\uff08Frame by Frame\uff09\u3067\u7d30\u304b\u304f\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<br>\n <b>\u507d\u52d5\u753b\u306b\u306f\u300c\u4e00\u77ac\u3060\u3051\u5909\u306a\u9854\u300d\u300c\u80cc\u666f\u304c\u6b6a\u3080\u300d\u306a\u3069\u306e\u4e0d\u81ea\u7136\u3055<\/b>\u304c\u96a0\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002\n <\/p>\n <ul>\n <li>\u76ee\u30fb\u53e3\u5143\u30fb\u9aea\u304c\u6025\u306b\u5909\u5f62<\/li>\n <li>\u773c\u93e1\u3084\u30d4\u30a2\u30b9\u306a\u3069\u7d30\u90e8\u306e\u4e00\u8cab\u6027\u304c\u5d29\u308c\u308b<\/li>\n <li>\u80cc\u666f\u306e\u4e00\u90e8\u304c\u6d88\u3048\u308b\/\u6d6e\u304d\u4e0a\u304c\u308b<\/li>\n <\/ul>\n <\/div>\n\n <div class=\"step\">\n <h3>Step 2. \u9854\u30fb\u76ee\u30fb\u624b\u306e\u52d5\u304d\u306b\u6ce8\u76ee<\/h3>\n <p>\n AI\u5408\u6210\u306f\u300c\u307e\u3070\u305f\u304d\u300d\u3084\u300c\u9854\u306e\u50be\u304d\u300d\u306a\u3069\u3067\u7834\u7dbb\u3057\u3084\u3059\u3044\u3067\u3059\u3002<br>\n <b>\u6307\u5148\u3084\u8033\u3001\u7d30\u304b\u306a\u8868\u60c5\u7b4b\u306e\u52d5\u304d<\/b>\u3082\u89b3\u5bdf\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002\n <\/p>\n <ul>\n <li>\u307e\u3070\u305f\u304d\u304c\u6975\u7aef\u306b\u5c11\u306a\u3044\/\u591a\u3059\u304e\u308b<\/li>\n <li>\u624b\u304c\u9854\u3092\u6a2a\u5207\u308b\u3068\u3001\u4e00\u90e8\u304c\u6d88\u3048\u308b<\/li>\n <li>\u5de6\u53f3\u306e\u76ee\u7dda\u304c\u30ba\u30ec\u3066\u3044\u308b<\/li>\n <\/ul>\n <\/div>\n\n <div class=\"step\">\n <h3>Step 3. \u97f3\u58f0\u30fb\u6620\u50cf\u306e\u9055\u548c\u611f\u3092\u63a2\u3059<\/h3>\n <p>\n \u5408\u6210\u97f3\u58f0\u306f\u611f\u60c5\u8868\u73fe\u3084\u6291\u63da\u304c\u5358\u8abf\u306a\u50be\u5411\u304c\u3042\u308a\u307e\u3059\u3002<br>\n <b>\u53e3\u30d1\u30af\uff08\u30ea\u30c3\u30d7\u30b7\u30f3\u30af\uff09\u3068\u97f3\u58f0\u304c\u30ba\u30ec\u308b<\/b>\u5834\u5408\u3082\u8981\u6ce8\u610f\u3067\u3059\u3002\n <\/p>\n <ul>\n <li>\u58f0\u3068\u53e3\u306e\u52d5\u304d\u304c\u5408\u3063\u3066\u3044\u306a\u3044<\/li>\n <li>\u767a\u58f0\u306e\u606f\u7d99\u304e\u30bf\u30a4\u30df\u30f3\u30b0\u304c\u4e0d\u81ea\u7136<\/li>\n <li>\u8907\u6570\u4eba\u4f1a\u8a71\u3067\u58f0\u304c\u91cd\u306a\u3089\u306a\u3044<\/li>\n <\/ul>\n <\/div>\n\n <div class=\"step\">\n <h3>Step 4. \u30e1\u30bf\u30c7\u30fc\u30bf\u3084\u51fa\u3069\u3053\u308d\u3092\u78ba\u8a8d<\/h3>\n <p>\n <b>\u52d5\u753b\u30d5\u30a1\u30a4\u30eb\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u60c5\u5831<\/b>\u3084\u3001\u5143\u306e\u6295\u7a3f\u5143\u30fb\u62e1\u6563\u7d4c\u8def\u3082\u91cd\u8981\u306a\u30d2\u30f3\u30c8\u3067\u3059\u3002<br>\n <b>\u904e\u53bb\u306e\u30cb\u30e5\u30fc\u30b9\u3084\u516c\u5f0f\u60c5\u5831\u3068\u7a81\u304d\u5408\u308f\u305b\u308b<\/b>\u3053\u3068\u3082\u6709\u52b9\u3067\u3059\u3002\n <\/p>\n <ul>\n <li>\u30d5\u30a1\u30a4\u30eb\u306e\u4f5c\u6210\u65e5\u6642\u3084\u7de8\u96c6\u5c65\u6b74\u304c\u6700\u65b0\u3059\u304e\u308b<\/li>\n <li>\u51fa\u5178\u304c\u660e\u78ba\u3067\u306a\u3044\u5834\u5408\u306f\u8981\u8b66\u6212<\/li>\n <li>\u540c\u3058\u52d5\u753b\u304c\u4ed6\u30b5\u30a4\u30c8\u306b\u3042\u308b\u304b\u9006\u753b\u50cf\u691c\u7d22<\/li>\n <\/ul>\n <\/div>\n\n <div class=\"step\">\n <h3>Step 5. AI\u5224\u5b9a\u30c4\u30fc\u30eb\u3092\u4f7f\u3063\u3066\u307f\u3088\u3046<\/h3>\n \n <h2>\u672c\u683cAI\u30e2\u30c7\u30eb\u30fb\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u30aa\u30f3\u30e9\u30a4\u30f3\u5224\u5b9a\u30b5\u30fc\u30d3\u30b9<\/h2>\n <h3>\u25cf Deepfake Detection Challenge\uff08DFDC\uff09\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3010Kaggle\u516c\u5f0f\u3011<\/h3>\n <ul>\n <li><a href=\"https:\/\/www.kaggle.com\/c\/deepfake-detection-challenge\" target=\"_blank\">DFDC Dataset\uff08Kaggle\u516c\u5f0f\u30da\u30fc\u30b8\uff09<\/a><\/li>\n <\/ul>\n <h3>\u25cf PyTorch\u5b9f\u88c5\u4f8b\uff1aSelimsef\/dfdc_deepfake_challenge<\/h3>\n <ul>\n <li><a href=\"https:\/\/github.com\/selimsef\/dfdc_deepfake_challenge\" target=\"_blank\">GitHub: selimsef\/dfdc_deepfake_challenge<\/a><\/li>\n <\/ul>\n <h3>\u25cf Deepware Scanner\uff08Web\u4e0a\u3067\u52d5\u753b\u30fb\u753b\u50cf\u306eAI\u30b9\u30ad\u30e3\u30f3\uff09<\/h3>\n <ul>\n <li><a href=\"https:\/\/scanner.deepware.ai\/\" target=\"_blank\">Deepware Scanner\uff08\u516c\u5f0f\u30b5\u30a4\u30c8\uff09<\/a><\/li>\n <\/ul>\n<\/div>\n\n <h2>\u81ea\u5b85\u3067\u8a66\u305b\u308bPython\u306b\u3088\u308b\u300c\u7c21\u6613\u507d\u52d5\u753b\u30c1\u30a7\u30c3\u30ab\u30fc\u300d\u30b5\u30f3\u30d7\u30eb<\/h2>\n <p>\n \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u672a\u7d4c\u9a13\u8005\u3067\u3082\u52d5\u304b\u305b\u308b\u3088\u3046\u306b\u3001<b>Python\u3068OpenCV<\/b>\u3092\u4f7f\u3063\u305f\u300c\u30d5\u30ec\u30fc\u30e0\u5dee\u5206\u30c1\u30a7\u30c3\u30ab\u30fc\u300d\u306e\u4f8b\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<br>\n AI\u306e\u3088\u3046\u306a\u9ad8\u5ea6\u306a\u5224\u5b9a\u306f\u3067\u304d\u307e\u305b\u3093\u304c\u3001<b>\u300c\u4e00\u90e8\u3060\u3051\u6025\u306b\u6620\u50cf\u304c\u5909\u308f\u308b\u300d<\/b>\u3068\u3044\u3063\u305f\u9055\u548c\u611f\u3092\u898b\u3064\u3051\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\n <\/p>\n <pre>\n<code>\nimport cv2\nimport numpy as np\n\n# \u30c1\u30a7\u30c3\u30af\u3057\u305f\u3044\u52d5\u753b\u30d5\u30a1\u30a4\u30eb\uff08\u4f8b: \"test.mp4\"\uff09\u3092\u6307\u5b9a\nvideo_path = \"test.mp4\"\ncap = cv2.VideoCapture(video_path)\nret, prev = cap.read()\nif not ret:\n print(\"\u52d5\u753b\u304c\u958b\u3051\u307e\u305b\u3093\u3002\u30d5\u30a1\u30a4\u30eb\u540d\u30fb\u5834\u6240\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\")\n exit(1)\nprev_gray = cv2.cvtColor(prev, cv2.COLOR_BGR2GRAY)\n\nframe_count = 1\nwhile True:\n ret, frame = cap.read()\n if not ret:\n break\n gray = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)\n diff = cv2.absdiff(prev_gray, gray)\n score = np.mean(diff) # \u5dee\u5206\u306e\u5e73\u5747\u5024\n if score > 15: # \u3057\u304d\u3044\u5024\u3002\u5927\u304d\u3044\u3068\u300c\u4e0d\u81ea\u7136\u306a\u5909\u5316\u300d\u3068\u5224\u5b9a\n print(f\"Frame {frame_count}: \u6025\u306a\u5909\u5316\u3042\u308a (\u30b9\u30b3\u30a2={score:.2f})\")\n prev_gray = gray\n frame_count += 1\ncap.release()\n<\/code>\n <\/pre>\n <ul>\n <li>Python\u306e\u5b9f\u884c\u74b0\u5883\u3068OpenCV\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5fc5\u8981\u3067\u3059\uff08<code>pip install opencv-python<\/code>\uff09<\/li>\n <li>\u51fa\u529b\u3055\u308c\u305f\u300c\u6025\u306a\u5909\u5316\u300d\u306e\u30d5\u30ec\u30fc\u30e0\u4ed8\u8fd1\u3092\u91cd\u70b9\u7684\u306b\u76ee\u8996\u30c1\u30a7\u30c3\u30af\u3057\u307e\u3057\u3087\u3046<\/li>\n <li>\u3088\u308a\u672c\u683c\u7684\u306a\u5224\u5b9a\u306b\u306f\u3001AI\u306e\u4e8b\u524d\u5b66\u7fd2\u30e2\u30c7\u30eb\u306a\u3069\u3082\u6d3b\u7528\u53ef\u80fd<\/li>\n <\/ul>\n\n <div class=\"tips\">\n <b>\u5fdc\u7528\u4f8b\uff1a<\/b><br>\n <ul>\n <li>\u300c\u9854\u691c\u51fa\u300d\u3084\u300c\u8868\u60c5\u5909\u5316\u300d\u306e\u81ea\u52d5\u5224\u5b9a\u3092\u8ffd\u52a0\uff08dlib\u3084face_recognition\u30e9\u30a4\u30d6\u30e9\u30ea\uff09<\/li>\n <li>\u300c\u97f3\u58f0\u30d5\u30a1\u30a4\u30eb\u300d\u3082\u5225\u9014\u62bd\u51fa\u30fb\u89e3\u6790\uff08pydub\u3084librosa\u3092\u4f7f\u7528\uff09<\/li>\n <li>OpenCV\u306eGUI\u8868\u793a\u6a5f\u80fd\u3067\u602a\u3057\u3044\u30d5\u30ec\u30fc\u30e0\u3092\u81ea\u52d5\u4fdd\u5b58\u30fb\u901a\u77e5<\/li>\n <\/ul>\n <\/div>\n\n <h2>\u30d7\u30ed\u304c\u884c\u3046AI\u306b\u3088\u308b\u9ad8\u5ea6\u306a\u507d\u52d5\u753b\u5224\u5b9a\u306e\u4ed5\u7d44\u307f<\/h2>\n <p>\n \u73fe\u5728\u306f\u4f01\u696d\u30fb\u7814\u7a76\u6a5f\u95a2\u306b\u3088\u308b<b>\u672c\u683cAI\u5224\u5b9a<\/b>\u3082\u666e\u53ca\u3057\u3066\u3044\u307e\u3059\u3002<br>\n \u5177\u4f53\u7684\u306b\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\uff08CNN, Transformer\uff09\u3001\u7269\u4f53\u691c\u51faAI\u3001\u9854\u30fb\u9aa8\u683c\u306e\u6642\u7cfb\u5217\u5206\u6790\u306a\u3069\u591a\u69d8\u306aAI\u6280\u8853\u304c\u7528\u3044\u3089\u308c\u3066\u3044\u307e\u3059\u3002\n <\/p>\n <ul>\n <li>\u300c\u9854\u30d1\u30fc\u30c4\u300d\u306e\u9055\u548c\u611f\u30fb\u4f4d\u7f6e\u30ba\u30ec\u30fb\u8f2a\u90ed\u7dda\u306e\u4e0d\u9023\u7d9a\u3092\u81ea\u52d5\u691c\u51fa<\/li>\n <li>\u6620\u50cf\u5168\u4f53\u306e\u300c\u52d5\u304d\u300d\u306e\u7d71\u8a08\u7684\u5206\u6790\uff08\u30d6\u30e9\u30fc\u30fb\u6b8b\u50cf\u30fb\u7269\u7406\u6cd5\u5247\u306e\u77db\u76fe\uff09<\/li>\n <li>\u753b\u50cf\u751f\u6210AI\u304c\u5410\u304d\u51fa\u3059\u30ce\u30a4\u30ba\u3084\u30d4\u30af\u30bb\u30eb\u30d1\u30bf\u30fc\u30f3\u306e\u7656\u3092\u691c\u77e5<\/li>\n <li>\u52d5\u753b\u97f3\u58f0\u304b\u3089\u5408\u6210\u97f3\u306e\u7279\u5fb4\u91cf\u62bd\u51fa\u3084\u30ce\u30a4\u30ba\u30b9\u30da\u30af\u30c8\u30eb\u89e3\u6790<\/li>\n <\/ul>\n <p>\n \u5e02\u8ca9\u30b5\u30fc\u30d3\u30b9\u4f8b\uff1aFakeBuster\uff08NABLAS\uff09\u3001Microsoft Video Authenticator\u3001Deepware Scanner \u306a\u3069\u3002\n <\/p>\n\n <h2>\u5bb6\u65cf\u3084\u53cb\u4eba\u3092\u5b88\u308b\u300c\u507d\u52d5\u753b\u30ea\u30c6\u30e9\u30b7\u30fc\u300d\u306e\u3059\u3059\u3081<\/h2>\n <p>\n \u300c\u4fe1\u3058\u308b\u524d\u306b\u3001\u307e\u305a\u7591\u3046\u300d\u3002<br>\n \u30cd\u30c3\u30c8\u52d5\u753b\u3084\u62e1\u6563\u60c5\u5831\u306f<b>100\uff05\u4fe1\u3058\u306a\u3044<\/b>\u3053\u3068\u3082\u5927\u4e8b\u3067\u3059\u3002<br>\n \u898b\u5206\u3051\u306e\u30dd\u30a4\u30f3\u30c8\u3092\u5bb6\u65cf\u3067\u5171\u6709\u3057\u305f\u308a\u3001\u602a\u3057\u3044\u52d5\u753b\u306f\u5b89\u6613\u306b\u62e1\u6563\u3057\u306a\u3044\u306a\u3069\u3001\u300c\u307f\u3093\u306a\u3067\u5b88\u308b\u300d\u610f\u8b58\u304c\u3001\u4eca\u5f8c\u307e\u3059\u307e\u3059\u91cd\u8981\u306b\u306a\u3063\u3066\u304d\u307e\u3059\u3002\n <\/p>\n <ul>\n <li>\u4e0d\u5b89\u306a\u6642\u306f\u4fe1\u983c\u3067\u304d\u308b\u7b2c\u4e09\u8005\u3084\u5c02\u9580\u30b5\u30fc\u30d3\u30b9\u306b\u76f8\u8ac7<\/li>\n <li>\u516c\u5f0f\u30a2\u30ab\u30a6\u30f3\u30c8\u30fb\u5831\u9053\u6a5f\u95a2\u306e\u4e00\u6b21\u60c5\u5831\u3092\u5fc5\u305a\u78ba\u8a8d<\/li>\n <li>SNS\u4e0a\u306e\u300c\u708e\u4e0a\u300d\u300c\u66b4\u9732\u300d\u300c\u5185\u90e8\u544a\u767a\u300d\u52d5\u753b\u306f\u3068\u304f\u306b\u51b7\u9759\u306b\u5224\u65ad<\/li>\n <\/ul>\n\n <h2>\u307e\u3068\u3081\uff1aAI\u6642\u4ee3\u306e\u52d5\u753b\u30ea\u30c6\u30e9\u30b7\u30fc\u306f\u300c\u30bb\u30eb\u30d5\u30c1\u30a7\u30c3\u30af\u300d\u304c\u6700\u521d\u306e\u4e00\u6b69<\/h2>\n <p>\n \u3069\u3093\u306a\u306b\u6280\u8853\u304c\u9032\u5316\u3057\u3066\u3082\u3001\u300c\u4eba\u9593\u306e\u76ee\u300d\u3068\u300c\u76f4\u611f\u300d\u304c\u91cd\u8981\u3067\u3059\u3002<br>\n \u307e\u305a\u306f\u672c\u8a18\u4e8b\u3067\u7d39\u4ecb\u3057\u305f\u300c\u30d5\u30ec\u30fc\u30e0\u5358\u4f4d\u306e\u89b3\u5bdf\u300d\u3084\u300cPython\u7c21\u6613\u30c1\u30a7\u30c3\u30ab\u30fc\u300d\u306a\u3069\u3001\u81ea\u5b85\u3067\u3067\u304d\u308b\u65b9\u6cd5\u304b\u3089\u59cb\u3081\u3066\u307f\u307e\u3057\u3087\u3046\u3002<br>\n <b>\u4eca\u5f8c\u306fAI\u6280\u8853\u306e\u767a\u5c55\u306b\u3088\u308a\u300c\u672c\u7269\u3068\u507d\u7269\u300d\u306e\u5883\u754c\u304c\u307e\u3059\u307e\u3059\u66d6\u6627\u306b\u306a\u308a\u307e\u3059\u3002<\/b><br>\n \u81ea\u5206\u81ea\u8eab\u3068\u5927\u5207\u306a\u4eba\u3092\u5b88\u308b\u305f\u3081\u306e\u201c\u52d5\u753b\u30ea\u30c6\u30e9\u30b7\u30fc\u201d\u3001\u305c\u3072\u4eca\u65e5\u304b\u3089\u5b9f\u8df5\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002\n <\/p>\n\n <div class=\"footer\">\n <hr>\n <p>\u00a9 \u682a\u5f0f\u4f1a\u793e\u30d3\u30fc\u30fb\u30ca\u30ec\u30c3\u30b8\u30fb\u30c7\u30b6\u30a4\u30f3<br>\n \u66f4\u65b0\u65e5\uff1a2025\u5e746\u670823\u65e5<\/p>\n <\/div>\n <\/div>\n<\/body>\n<\/html>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u81ea\u5b85\u3067\u3067\u304d\u308b\u507d\u52d5\u753b\u30c1\u30a7\u30c3\u30af\u65b9\u6cd5 | AI\u6642\u4ee3\u306e\u30d5\u30a7\u30a4\u30af\u52d5\u753b\u5bfe\u7b56\u8b1b\u5ea7 SNS\u3084\u52d5\u753b\u30b5\u30a4\u30c8\u3067\u62e1\u6563\u3055\u308c\u308b\u300c\u30d5\u30a7\u30a4\u30af\u52d5\u753b\u300d\u3084\u300c\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u300d\u3002 AI\u306e\u9032\u6b69\u3067\u3001\u8ab0\u3067\u3082\u30ea\u30a2\u30eb\u306a\u507d\u52d5\u753b\u3092\u7c21\u5358\u306b\u4f5c\u308c\u308b\u6642\u4ee3\u304c\u5230\u6765\u3057\u307e\u3057\u305f\u3002 \u3057\u304b\u3057\u3001\u8aa4 […]<\/p>\n","protected":false},"author":1,"featured_media":1398,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"saved_in_kubio":false,"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"vkexunit_cta_each_option":"","footnotes":""},"categories":[5,6,24],"tags":[],"class_list":["post-1390","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-programing","category-24"],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/beeknowledge.co.jp\/wp-content\/uploads\/2025\/06\/o2sh.jpg","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1390","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1390"}],"version-history":[{"count":9,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1390\/revisions"}],"predecessor-version":[{"id":1411,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1390\/revisions\/1411"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/media\/1398"}],"wp:attachment":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1390"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1390"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1390"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

$\"\"$ <\/div>\n\n\n\n \n \u81ea\u5b85\u3067\u3067\u304d\u308b\u507d\u52d5\u753b\u30c1\u30a7\u30c3\u30af\u65b9\u6cd5 | AI\u6642\u4ee3\u306e\u30d5\u30a7\u30a4\u30af\u52d5\u753b\u5bfe\u7b56\u8b1b\u5ea7<\/title>\n <meta name=\"description\" content=\"\u8ab0\u3067\u3082\u7c21\u5358\u306b\u81ea\u5b85\u3067\u507d\u52d5\u753b\u3092\u30c1\u30a7\u30c3\u30af\u3059\u308b\u65b9\u6cd5\u3092\u3001AI\u6280\u8853\u306e\u4ed5\u7d44\u307f\u3084Python\u30b3\u30fc\u30c9\u4f8b\u3082\u4ea4\u3048\u3066\u5fb9\u5e95\u89e3\u8aac\u3002\u8a71\u984c\u306e\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u3084AI\u751f\u6210\u6620\u50cf\u304b\u3089\u5bb6\u65cf\u3092\u5b88\u308b\u3001\u5b89\u5fc3\u306e\u30bb\u30eb\u30d5\u30c1\u30a7\u30c3\u30af\u5165\u9580\u3002\">\n <style>\n \n h1, h2, h3 { color: #13456b; }\n h1 { border-bottom: 2px solid #2897c7; padding-bottom: 10px; }\n h2 { margin-top: 2em; }\n pre, code { background: #f2f8fc; color: #29447e; padding: 8px; border-radius: 8px; display: block; font-size: 1.05em; }\n .step { background: #e9f5fa; border-left: 5px solid #5dc4ec; padding: 18px 22px; margin: 24px 0; border-radius: 8px;}\n .tips { background: #fffbe6; border-left: 5px solid #fbc02d; padding: 18px 22px; margin: 24px 0; border-radius: 8px;}\n .footer { margin-top: 48px; text-align: center; color: #aaa; font-size: 0.95em; }\n ul, ol { margin-left: 1.8em; }\n @media (max-width: 600px) { .container { padding: 8px; } }\n <\/style>\n<\/head>\n<body>\n <div class=\"container\">\n \n\n <p>\n SNS\u3084\u52d5\u753b\u30b5\u30a4\u30c8\u3067\u62e1\u6563\u3055\u308c\u308b\u300c\u30d5\u30a7\u30a4\u30af\u52d5\u753b\u300d\u3084\u300c\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u300d\u3002<br>\n AI\u306e\u9032\u6b69\u3067\u3001\u8ab0\u3067\u3082\u30ea\u30a2\u30eb\u306a\u507d\u52d5\u753b\u3092\u7c21\u5358\u306b\u4f5c\u308c\u308b\u6642\u4ee3\u304c\u5230\u6765\u3057\u307e\u3057\u305f\u3002<br>\n \u3057\u304b\u3057\u3001\u8aa4\u60c5\u5831\u3084\u8a50\u6b3a\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u4fb5\u5bb3\u306e\u30ea\u30b9\u30af\u3082\u5897\u5927\u3057\u3066\u3044\u307e\u3059\u3002<br>\n <b>\u300c\u3053\u308c\u3063\u3066\u672c\u7269\uff1f\u300d<\/b>\u3068\u4e0d\u5b89\u306b\u611f\u3058\u305f\u6642\u3001\u5c02\u9580\u5bb6\u3067\u306a\u304f\u3066\u3082\u81ea\u5b85\u3067\u3067\u304d\u308b\u30c1\u30a7\u30c3\u30af\u65b9\u6cd5\u3092\u3001\u4ed5\u7d44\u307f\u3068\u5b9f\u8df5\u4f8b\u3082\u4ea4\u3048\u3066\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002\n <\/p>\n\n <h2>\u306a\u305c\u4eca\u300c\u507d\u52d5\u753b\u30c1\u30a7\u30c3\u30af\u300d\u304c\u5fc5\u8981\u306a\u306e\u304b\uff1f<\/h2>\n <p>\n \u8fd1\u5e74\u3001\u751f\u6210AI\uff08\u30b8\u30a7\u30cd\u30ec\u30fc\u30c6\u30a3\u30d6AI\uff09\u3084\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u6280\u8853\u306e\u6025\u901f\u306a\u666e\u53ca\u306b\u3088\u308a\u3001<b>\u672c\u7269\u305d\u3063\u304f\u308a\u306a\u507d\u52d5\u753b<\/b>\u304c\u6025\u5897\u3057\u3066\u3044\u307e\u3059\u3002<br>\n \u30d5\u30a7\u30a4\u30af\u52d5\u753b\u306f\u3001\u30cb\u30e5\u30fc\u30b9\u5831\u9053\u30fb\u82b8\u80fd\u4eba\u3084\u653f\u6cbb\u5bb6\u306e\u767a\u8a00\u634f\u9020\u30fb\u8a50\u6b3a\u5e83\u544a\u30fb\u30b5\u30a4\u30d0\u30fc\u72af\u7f6a\u30fb\u30ea\u30d9\u30f3\u30b8\u30dd\u30eb\u30ce\u306a\u3069\u3001\u793e\u4f1a\u7684\u306a\u88ab\u5bb3\u306b\u3082\u3064\u306a\u304c\u308a\u307e\u3059\u3002<br>\n <b>\u8eab\u8fd1\u306a\u5bb6\u65cf\u3084\u53cb\u4eba\u304c\u9a19\u3055\u308c\u308b\u30ea\u30b9\u30af<\/b>\u3082\u3042\u308b\u305f\u3081\u3001\u300c\u81ea\u5206\u3067\u898b\u629c\u304f\u529b\u300d\u304c\u3044\u307e\u975e\u5e38\u306b\u5927\u5207\u3067\u3059\u3002\n <\/p>\n\n <h3>\u4ee3\u8868\u7684\u306a\u507d\u52d5\u753b\u306e\u7a2e\u985e<\/h3>\n <ul>\n <li><b>\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af<\/b>\uff08\u9854\u306e\u3059\u308a\u66ff\u3048\uff0f\u97f3\u58f0\u5408\u6210\uff09<\/li>\n <li><b>AI\u751f\u6210\u52d5\u753b<\/b>\uff08\u5b58\u5728\u3057\u306a\u3044\u4eba\u30fb\u51fa\u6765\u4e8b\u306e\u5275\u4f5c\uff09<\/li>\n <li>\u65e2\u5b58\u6620\u50cf\u306e\u4e00\u90e8\u6539\u5909\u3084\u5408\u6210<\/li>\n <li>CG\u3084\u30a2\u30cb\u30e1\u6620\u50cf\u306e\u30ea\u30a2\u30eb\u98a8\u52a0\u5de5<\/li>\n <\/ul>\n\n <div class=\"tips\">\n <b>\u53c2\u8003\uff1a<\/b>2025\u5e74\u306e\u56fd\u5185\u8abf\u67fb\u306b\u3088\u308b\u3068\u3001\u507d\u52d5\u753b\u3092\u76ee\u306b\u3057\u305f\u3053\u3068\u304c\u3042\u308b\u4eba\u306fSNS\u5229\u7528\u8005\u306e43\uff05\u3001\u3046\u30616\u5272\u304c\u300c\u5224\u5225\u306b\u81ea\u4fe1\u304c\u306a\u3044\u300d\u3068\u56de\u7b54\u3057\u3066\u3044\u307e\u3059\uff08\u7dcf\u52d9\u7701\u30fbNABLAS\u8abf\u3079\uff09\u3002\n <\/div>\n\n <h2>\u81ea\u5b85\u3067\u3067\u304d\u308b\uff01\u507d\u52d5\u753b\u30bb\u30eb\u30d5\u30c1\u30a7\u30c3\u30af\uff15\u30b9\u30c6\u30c3\u30d7<\/h2>\n\n <ol>\n <li><b>\u30d5\u30ec\u30fc\u30e0\u5358\u4f4d\u3067\u6620\u50cf\u3092\u7d30\u304b\u304f\u89b3\u5bdf\u3059\u308b<\/b><\/li>\n <li><b>\u4e0d\u81ea\u7136\u306a\u300c\u9854\u306e\u3086\u304c\u307f\u300d\u300c\u76ee\u7dda\u306e\u30ba\u30ec\u300d\u3092\u63a2\u3059<\/b><\/li>\n <li><b>\u52d5\u753b\u306e\u80cc\u666f\u3084\u624b\u306e\u52d5\u304d\u306b\u6ce8\u76ee\u3059\u308b<\/b><\/li>\n <li><b>\u97f3\u58f0\u3068\u6620\u50cf\u306e\u540c\u671f\u30ba\u30ec\u3092\u78ba\u8a8d\u3059\u308b<\/b><\/li>\n <li><b>\u5c02\u7528\u30c4\u30fc\u30eb\u30fbAI\u5224\u5b9a\u30b5\u30fc\u30d3\u30b9\u3092\u6d3b\u7528\u3059\u308b<\/b><\/li>\n <\/ol>\n\n <div class=\"step\">\n <h3>Step 1. \u30d5\u30ec\u30fc\u30e0\u5358\u4f4d\u3067\u89b3\u5bdf\u3057\u3066\u307f\u3088\u3046<\/h3>\n <p>\n \u30d1\u30bd\u30b3\u30f3\u3084\u30b9\u30de\u30db\u3067\u52d5\u753b\u3092\u4e00\u6642\u505c\u6b62\u3057\u305f\u308a\u3001\u30b9\u30ed\u30fc\u518d\u751f\u3084\u30b3\u30de\u9001\u308a\uff08Frame by Frame\uff09\u3067\u7d30\u304b\u304f\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<br>\n <b>\u507d\u52d5\u753b\u306b\u306f\u300c\u4e00\u77ac\u3060\u3051\u5909\u306a\u9854\u300d\u300c\u80cc\u666f\u304c\u6b6a\u3080\u300d\u306a\u3069\u306e\u4e0d\u81ea\u7136\u3055<\/b>\u304c\u96a0\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002\n <\/p>\n <ul>\n <li>\u76ee\u30fb\u53e3\u5143\u30fb\u9aea\u304c\u6025\u306b\u5909\u5f62<\/li>\n <li>\u773c\u93e1\u3084\u30d4\u30a2\u30b9\u306a\u3069\u7d30\u90e8\u306e\u4e00\u8cab\u6027\u304c\u5d29\u308c\u308b<\/li>\n <li>\u80cc\u666f\u306e\u4e00\u90e8\u304c\u6d88\u3048\u308b\/\u6d6e\u304d\u4e0a\u304c\u308b<\/li>\n <\/ul>\n <\/div>\n\n <div class=\"step\">\n <h3>Step 2. \u9854\u30fb\u76ee\u30fb\u624b\u306e\u52d5\u304d\u306b\u6ce8\u76ee<\/h3>\n <p>\n AI\u5408\u6210\u306f\u300c\u307e\u3070\u305f\u304d\u300d\u3084\u300c\u9854\u306e\u50be\u304d\u300d\u306a\u3069\u3067\u7834\u7dbb\u3057\u3084\u3059\u3044\u3067\u3059\u3002<br>\n <b>\u6307\u5148\u3084\u8033\u3001\u7d30\u304b\u306a\u8868\u60c5\u7b4b\u306e\u52d5\u304d<\/b>\u3082\u89b3\u5bdf\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002\n <\/p>\n <ul>\n <li>\u307e\u3070\u305f\u304d\u304c\u6975\u7aef\u306b\u5c11\u306a\u3044\/\u591a\u3059\u304e\u308b<\/li>\n <li>\u624b\u304c\u9854\u3092\u6a2a\u5207\u308b\u3068\u3001\u4e00\u90e8\u304c\u6d88\u3048\u308b<\/li>\n <li>\u5de6\u53f3\u306e\u76ee\u7dda\u304c\u30ba\u30ec\u3066\u3044\u308b<\/li>\n <\/ul>\n <\/div>\n\n <div class=\"step\">\n <h3>Step 3. \u97f3\u58f0\u30fb\u6620\u50cf\u306e\u9055\u548c\u611f\u3092\u63a2\u3059<\/h3>\n <p>\n \u5408\u6210\u97f3\u58f0\u306f\u611f\u60c5\u8868\u73fe\u3084\u6291\u63da\u304c\u5358\u8abf\u306a\u50be\u5411\u304c\u3042\u308a\u307e\u3059\u3002<br>\n <b>\u53e3\u30d1\u30af\uff08\u30ea\u30c3\u30d7\u30b7\u30f3\u30af\uff09\u3068\u97f3\u58f0\u304c\u30ba\u30ec\u308b<\/b>\u5834\u5408\u3082\u8981\u6ce8\u610f\u3067\u3059\u3002\n <\/p>\n <ul>\n <li>\u58f0\u3068\u53e3\u306e\u52d5\u304d\u304c\u5408\u3063\u3066\u3044\u306a\u3044<\/li>\n <li>\u767a\u58f0\u306e\u606f\u7d99\u304e\u30bf\u30a4\u30df\u30f3\u30b0\u304c\u4e0d\u81ea\u7136<\/li>\n <li>\u8907\u6570\u4eba\u4f1a\u8a71\u3067\u58f0\u304c\u91cd\u306a\u3089\u306a\u3044<\/li>\n <\/ul>\n <\/div>\n\n <div class=\"step\">\n <h3>Step 4. \u30e1\u30bf\u30c7\u30fc\u30bf\u3084\u51fa\u3069\u3053\u308d\u3092\u78ba\u8a8d<\/h3>\n <p>\n <b>\u52d5\u753b\u30d5\u30a1\u30a4\u30eb\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u60c5\u5831<\/b>\u3084\u3001\u5143\u306e\u6295\u7a3f\u5143\u30fb\u62e1\u6563\u7d4c\u8def\u3082\u91cd\u8981\u306a\u30d2\u30f3\u30c8\u3067\u3059\u3002<br>\n <b>\u904e\u53bb\u306e\u30cb\u30e5\u30fc\u30b9\u3084\u516c\u5f0f\u60c5\u5831\u3068\u7a81\u304d\u5408\u308f\u305b\u308b<\/b>\u3053\u3068\u3082\u6709\u52b9\u3067\u3059\u3002\n <\/p>\n <ul>\n <li>\u30d5\u30a1\u30a4\u30eb\u306e\u4f5c\u6210\u65e5\u6642\u3084\u7de8\u96c6\u5c65\u6b74\u304c\u6700\u65b0\u3059\u304e\u308b<\/li>\n <li>\u51fa\u5178\u304c\u660e\u78ba\u3067\u306a\u3044\u5834\u5408\u306f\u8981\u8b66\u6212<\/li>\n <li>\u540c\u3058\u52d5\u753b\u304c\u4ed6\u30b5\u30a4\u30c8\u306b\u3042\u308b\u304b\u9006\u753b\u50cf\u691c\u7d22<\/li>\n <\/ul>\n <\/div>\n\n <div class=\"step\">\n <h3>Step 5. AI\u5224\u5b9a\u30c4\u30fc\u30eb\u3092\u4f7f\u3063\u3066\u307f\u3088\u3046<\/h3>\n \n <h2>\u672c\u683cAI\u30e2\u30c7\u30eb\u30fb\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u30aa\u30f3\u30e9\u30a4\u30f3\u5224\u5b9a\u30b5\u30fc\u30d3\u30b9<\/h2>\n <h3>\u25cf Deepfake Detection Challenge\uff08DFDC\uff09\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3010Kaggle\u516c\u5f0f\u3011<\/h3>\n <ul>\n <li><a href=\"https:\/\/www.kaggle.com\/c\/deepfake-detection-challenge\" target=\"_blank\">DFDC Dataset\uff08Kaggle\u516c\u5f0f\u30da\u30fc\u30b8\uff09<\/a><\/li>\n <\/ul>\n <h3>\u25cf PyTorch\u5b9f\u88c5\u4f8b\uff1aSelimsef\/dfdc_deepfake_challenge<\/h3>\n <ul>\n <li><a href=\"https:\/\/github.com\/selimsef\/dfdc_deepfake_challenge\" target=\"_blank\">GitHub: selimsef\/dfdc_deepfake_challenge<\/a><\/li>\n <\/ul>\n <h3>\u25cf Deepware Scanner\uff08Web\u4e0a\u3067\u52d5\u753b\u30fb\u753b\u50cf\u306eAI\u30b9\u30ad\u30e3\u30f3\uff09<\/h3>\n <ul>\n <li><a href=\"https:\/\/scanner.deepware.ai\/\" target=\"_blank\">Deepware Scanner\uff08\u516c\u5f0f\u30b5\u30a4\u30c8\uff09<\/a><\/li>\n <\/ul>\n<\/div>\n\n <h2>\u81ea\u5b85\u3067\u8a66\u305b\u308bPython\u306b\u3088\u308b\u300c\u7c21\u6613\u507d\u52d5\u753b\u30c1\u30a7\u30c3\u30ab\u30fc\u300d\u30b5\u30f3\u30d7\u30eb<\/h2>\n <p>\n \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u672a\u7d4c\u9a13\u8005\u3067\u3082\u52d5\u304b\u305b\u308b\u3088\u3046\u306b\u3001<b>Python\u3068OpenCV<\/b>\u3092\u4f7f\u3063\u305f\u300c\u30d5\u30ec\u30fc\u30e0\u5dee\u5206\u30c1\u30a7\u30c3\u30ab\u30fc\u300d\u306e\u4f8b\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<br>\n AI\u306e\u3088\u3046\u306a\u9ad8\u5ea6\u306a\u5224\u5b9a\u306f\u3067\u304d\u307e\u305b\u3093\u304c\u3001<b>\u300c\u4e00\u90e8\u3060\u3051\u6025\u306b\u6620\u50cf\u304c\u5909\u308f\u308b\u300d<\/b>\u3068\u3044\u3063\u305f\u9055\u548c\u611f\u3092\u898b\u3064\u3051\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\n <\/p>\n <pre>\n<code>\nimport cv2\nimport numpy as np\n\n# \u30c1\u30a7\u30c3\u30af\u3057\u305f\u3044\u52d5\u753b\u30d5\u30a1\u30a4\u30eb\uff08\u4f8b: \"test.mp4\"\uff09\u3092\u6307\u5b9a\nvideo_path = \"test.mp4\"\ncap = cv2.VideoCapture(video_path)\nret, prev = cap.read()\nif not ret:\n print(\"\u52d5\u753b\u304c\u958b\u3051\u307e\u305b\u3093\u3002\u30d5\u30a1\u30a4\u30eb\u540d\u30fb\u5834\u6240\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\")\n exit(1)\nprev_gray = cv2.cvtColor(prev, cv2.COLOR_BGR2GRAY)\n\nframe_count = 1\nwhile True:\n ret, frame = cap.read()\n if not ret:\n break\n gray = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)\n diff = cv2.absdiff(prev_gray, gray)\n score = np.mean(diff) # \u5dee\u5206\u306e\u5e73\u5747\u5024\n if score > 15: # \u3057\u304d\u3044\u5024\u3002\u5927\u304d\u3044\u3068\u300c\u4e0d\u81ea\u7136\u306a\u5909\u5316\u300d\u3068\u5224\u5b9a\n print(f\"Frame {frame_count}: \u6025\u306a\u5909\u5316\u3042\u308a (\u30b9\u30b3\u30a2={score:.2f})\")\n prev_gray = gray\n frame_count += 1\ncap.release()\n<\/code>\n <\/pre>\n <ul>\n <li>Python\u306e\u5b9f\u884c\u74b0\u5883\u3068OpenCV\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5fc5\u8981\u3067\u3059\uff08<code>pip install opencv-python<\/code>\uff09<\/li>\n <li>\u51fa\u529b\u3055\u308c\u305f\u300c\u6025\u306a\u5909\u5316\u300d\u306e\u30d5\u30ec\u30fc\u30e0\u4ed8\u8fd1\u3092\u91cd\u70b9\u7684\u306b\u76ee\u8996\u30c1\u30a7\u30c3\u30af\u3057\u307e\u3057\u3087\u3046<\/li>\n <li>\u3088\u308a\u672c\u683c\u7684\u306a\u5224\u5b9a\u306b\u306f\u3001AI\u306e\u4e8b\u524d\u5b66\u7fd2\u30e2\u30c7\u30eb\u306a\u3069\u3082\u6d3b\u7528\u53ef\u80fd<\/li>\n <\/ul>\n\n <div class=\"tips\">\n <b>\u5fdc\u7528\u4f8b\uff1a<\/b><br>\n <ul>\n <li>\u300c\u9854\u691c\u51fa\u300d\u3084\u300c\u8868\u60c5\u5909\u5316\u300d\u306e\u81ea\u52d5\u5224\u5b9a\u3092\u8ffd\u52a0\uff08dlib\u3084face_recognition\u30e9\u30a4\u30d6\u30e9\u30ea\uff09<\/li>\n <li>\u300c\u97f3\u58f0\u30d5\u30a1\u30a4\u30eb\u300d\u3082\u5225\u9014\u62bd\u51fa\u30fb\u89e3\u6790\uff08pydub\u3084librosa\u3092\u4f7f\u7528\uff09<\/li>\n <li>OpenCV\u306eGUI\u8868\u793a\u6a5f\u80fd\u3067\u602a\u3057\u3044\u30d5\u30ec\u30fc\u30e0\u3092\u81ea\u52d5\u4fdd\u5b58\u30fb\u901a\u77e5<\/li>\n <\/ul>\n <\/div>\n\n <h2>\u30d7\u30ed\u304c\u884c\u3046AI\u306b\u3088\u308b\u9ad8\u5ea6\u306a\u507d\u52d5\u753b\u5224\u5b9a\u306e\u4ed5\u7d44\u307f<\/h2>\n <p>\n \u73fe\u5728\u306f\u4f01\u696d\u30fb\u7814\u7a76\u6a5f\u95a2\u306b\u3088\u308b<b>\u672c\u683cAI\u5224\u5b9a<\/b>\u3082\u666e\u53ca\u3057\u3066\u3044\u307e\u3059\u3002<br>\n \u5177\u4f53\u7684\u306b\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\uff08CNN, Transformer\uff09\u3001\u7269\u4f53\u691c\u51faAI\u3001\u9854\u30fb\u9aa8\u683c\u306e\u6642\u7cfb\u5217\u5206\u6790\u306a\u3069\u591a\u69d8\u306aAI\u6280\u8853\u304c\u7528\u3044\u3089\u308c\u3066\u3044\u307e\u3059\u3002\n <\/p>\n <ul>\n <li>\u300c\u9854\u30d1\u30fc\u30c4\u300d\u306e\u9055\u548c\u611f\u30fb\u4f4d\u7f6e\u30ba\u30ec\u30fb\u8f2a\u90ed\u7dda\u306e\u4e0d\u9023\u7d9a\u3092\u81ea\u52d5\u691c\u51fa<\/li>\n <li>\u6620\u50cf\u5168\u4f53\u306e\u300c\u52d5\u304d\u300d\u306e\u7d71\u8a08\u7684\u5206\u6790\uff08\u30d6\u30e9\u30fc\u30fb\u6b8b\u50cf\u30fb\u7269\u7406\u6cd5\u5247\u306e\u77db\u76fe\uff09<\/li>\n <li>\u753b\u50cf\u751f\u6210AI\u304c\u5410\u304d\u51fa\u3059\u30ce\u30a4\u30ba\u3084\u30d4\u30af\u30bb\u30eb\u30d1\u30bf\u30fc\u30f3\u306e\u7656\u3092\u691c\u77e5<\/li>\n <li>\u52d5\u753b\u97f3\u58f0\u304b\u3089\u5408\u6210\u97f3\u306e\u7279\u5fb4\u91cf\u62bd\u51fa\u3084\u30ce\u30a4\u30ba\u30b9\u30da\u30af\u30c8\u30eb\u89e3\u6790<\/li>\n <\/ul>\n <p>\n \u5e02\u8ca9\u30b5\u30fc\u30d3\u30b9\u4f8b\uff1aFakeBuster\uff08NABLAS\uff09\u3001Microsoft Video Authenticator\u3001Deepware Scanner \u306a\u3069\u3002\n <\/p>\n\n <h2>\u5bb6\u65cf\u3084\u53cb\u4eba\u3092\u5b88\u308b\u300c\u507d\u52d5\u753b\u30ea\u30c6\u30e9\u30b7\u30fc\u300d\u306e\u3059\u3059\u3081<\/h2>\n <p>\n \u300c\u4fe1\u3058\u308b\u524d\u306b\u3001\u307e\u305a\u7591\u3046\u300d\u3002<br>\n \u30cd\u30c3\u30c8\u52d5\u753b\u3084\u62e1\u6563\u60c5\u5831\u306f<b>100\uff05\u4fe1\u3058\u306a\u3044<\/b>\u3053\u3068\u3082\u5927\u4e8b\u3067\u3059\u3002<br>\n \u898b\u5206\u3051\u306e\u30dd\u30a4\u30f3\u30c8\u3092\u5bb6\u65cf\u3067\u5171\u6709\u3057\u305f\u308a\u3001\u602a\u3057\u3044\u52d5\u753b\u306f\u5b89\u6613\u306b\u62e1\u6563\u3057\u306a\u3044\u306a\u3069\u3001\u300c\u307f\u3093\u306a\u3067\u5b88\u308b\u300d\u610f\u8b58\u304c\u3001\u4eca\u5f8c\u307e\u3059\u307e\u3059\u91cd\u8981\u306b\u306a\u3063\u3066\u304d\u307e\u3059\u3002\n <\/p>\n <ul>\n <li>\u4e0d\u5b89\u306a\u6642\u306f\u4fe1\u983c\u3067\u304d\u308b\u7b2c\u4e09\u8005\u3084\u5c02\u9580\u30b5\u30fc\u30d3\u30b9\u306b\u76f8\u8ac7<\/li>\n <li>\u516c\u5f0f\u30a2\u30ab\u30a6\u30f3\u30c8\u30fb\u5831\u9053\u6a5f\u95a2\u306e\u4e00\u6b21\u60c5\u5831\u3092\u5fc5\u305a\u78ba\u8a8d<\/li>\n <li>SNS\u4e0a\u306e\u300c\u708e\u4e0a\u300d\u300c\u66b4\u9732\u300d\u300c\u5185\u90e8\u544a\u767a\u300d\u52d5\u753b\u306f\u3068\u304f\u306b\u51b7\u9759\u306b\u5224\u65ad<\/li>\n <\/ul>\n\n <h2>\u307e\u3068\u3081\uff1aAI\u6642\u4ee3\u306e\u52d5\u753b\u30ea\u30c6\u30e9\u30b7\u30fc\u306f\u300c\u30bb\u30eb\u30d5\u30c1\u30a7\u30c3\u30af\u300d\u304c\u6700\u521d\u306e\u4e00\u6b69<\/h2>\n <p>\n \u3069\u3093\u306a\u306b\u6280\u8853\u304c\u9032\u5316\u3057\u3066\u3082\u3001\u300c\u4eba\u9593\u306e\u76ee\u300d\u3068\u300c\u76f4\u611f\u300d\u304c\u91cd\u8981\u3067\u3059\u3002<br>\n \u307e\u305a\u306f\u672c\u8a18\u4e8b\u3067\u7d39\u4ecb\u3057\u305f\u300c\u30d5\u30ec\u30fc\u30e0\u5358\u4f4d\u306e\u89b3\u5bdf\u300d\u3084\u300cPython\u7c21\u6613\u30c1\u30a7\u30c3\u30ab\u30fc\u300d\u306a\u3069\u3001\u81ea\u5b85\u3067\u3067\u304d\u308b\u65b9\u6cd5\u304b\u3089\u59cb\u3081\u3066\u307f\u307e\u3057\u3087\u3046\u3002<br>\n <b>\u4eca\u5f8c\u306fAI\u6280\u8853\u306e\u767a\u5c55\u306b\u3088\u308a\u300c\u672c\u7269\u3068\u507d\u7269\u300d\u306e\u5883\u754c\u304c\u307e\u3059\u307e\u3059\u66d6\u6627\u306b\u306a\u308a\u307e\u3059\u3002<\/b><br>\n \u81ea\u5206\u81ea\u8eab\u3068\u5927\u5207\u306a\u4eba\u3092\u5b88\u308b\u305f\u3081\u306e\u201c\u52d5\u753b\u30ea\u30c6\u30e9\u30b7\u30fc\u201d\u3001\u305c\u3072\u4eca\u65e5\u304b\u3089\u5b9f\u8df5\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002\n <\/p>\n\n <div class=\"footer\">\n <hr>\n <p>\u00a9 \u682a\u5f0f\u4f1a\u793e\u30d3\u30fc\u30fb\u30ca\u30ec\u30c3\u30b8\u30fb\u30c7\u30b6\u30a4\u30f3<br>\n \u66f4\u65b0\u65e5\uff1a2025\u5e746\u670823\u65e5<\/p>\n <\/div>\n <\/div>\n<\/body>\n<\/html>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u81ea\u5b85\u3067\u3067\u304d\u308b\u507d\u52d5\u753b\u30c1\u30a7\u30c3\u30af\u65b9\u6cd5 | AI\u6642\u4ee3\u306e\u30d5\u30a7\u30a4\u30af\u52d5\u753b\u5bfe\u7b56\u8b1b\u5ea7 SNS\u3084\u52d5\u753b\u30b5\u30a4\u30c8\u3067\u62e1\u6563\u3055\u308c\u308b\u300c\u30d5\u30a7\u30a4\u30af\u52d5\u753b\u300d\u3084\u300c\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u300d\u3002 AI\u306e\u9032\u6b69\u3067\u3001\u8ab0\u3067\u3082\u30ea\u30a2\u30eb\u306a\u507d\u52d5\u753b\u3092\u7c21\u5358\u306b\u4f5c\u308c\u308b\u6642\u4ee3\u304c\u5230\u6765\u3057\u307e\u3057\u305f\u3002 \u3057\u304b\u3057\u3001\u8aa4 […]<\/p>\n","protected":false},"author":1,"featured_media":1398,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"saved_in_kubio":false,"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"vkexunit_cta_each_option":"","footnotes":""},"categories":[5,6,24],"tags":[],"class_list":["post-1390","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-programing","category-24"],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/beeknowledge.co.jp\/wp-content\/uploads\/2025\/06\/o2sh.jpg","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1390","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1390"}],"version-history":[{"count":9,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1390\/revisions"}],"predecessor-version":[{"id":1411,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1390\/revisions\/1411"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/media\/1398"}],"wp:attachment":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1390"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1390"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1390"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}