{"id":2865,"date":"2025-11-21T10:33:03","date_gmt":"2025-11-21T02:33:03","guid":{"rendered":"https:\/\/pithrust.com\/?p=2865"},"modified":"2025-11-25T14:33:25","modified_gmt":"2025-11-25T06:33:25","slug":"2025-%d8%ab%d9%88%d8%b1%d8%a9-%d8%b7%d8%a7%d8%a6%d8%b1%d8%a7%d8%aa-%d8%a8%d8%af%d9%88%d9%86-%d8%b7%d9%8a%d8%a7%d8%b1-%d9%84%d8%ad%d9%85%d8%a7%d9%8a%d8%a9-%d8%a7%d9%84%d9%86%d8%a8%d8%a7%d8%aa%d8%a7","status":"publish","type":"post","link":"https:\/\/pithrust.com\/ar\/2025-plant-protection-drone-revolution-ai-and-vision-transformers-power-98-64-accurate-crop-disease-detection\/","title":{"rendered":"\u062b\u0648\u0631\u0629 \u0637\u0627\u0626\u0631\u0627\u062a \u0627\u0644\u062f\u0631\u0648\u0646 \u0641\u064a \u0645\u062c\u0627\u0644 \u062d\u0645\u0627\u064a\u0629 \u0627\u0644\u0646\u0628\u0627\u062a\u0627\u062a \u0639\u0627\u0645 2025: \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629 \u062a\u062f\u0639\u0645\u0627\u0646 \u0627\u0644\u0643\u0634\u0641 \u0627\u0644\u062f\u0642\u064a\u0642 \u0639\u0646 \u0623\u0645\u0631\u0627\u0636 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0628\u062f\u0642\u0629 \u062a\u0628\u0644\u063a 98.64%"},"content":{"rendered":"
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\u062a\u0624\u0643\u062f \u062f\u0631\u0627\u0633\u0629 \u0631\u0627\u0626\u062f\u0629 \u0623\u062c\u0631\u0627\u0647\u0627 \u0645\u0639\u0647\u062f \u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a \u0648\u062c\u0627\u0645\u0639\u0629 \u0627\u0644\u0634\u0627\u0631\u0642\u0629 \u0647\u0630\u0627 \u0627\u0644\u062a\u062d\u0648\u0644. \u0648\u062a\u0634\u064a\u0631 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u064a \u062a\u0648\u0635\u0644\u062a \u0625\u0644\u064a\u0647\u0627 \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0625\u0644\u0649 \u0623\u0646 \u00ab\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u00bb \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0645\u0644\u062a\u0642\u0637\u0629 \u0628\u0648\u0627\u0633\u0637\u0629 \u0643\u0627\u0645\u064a\u0631\u0627\u062a \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u064a\u0645\u062b\u0644 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0630\u064a \u0644\u0627 \u062c\u062f\u0627\u0644 \u0641\u064a\u0647 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0623\u0645\u0631\u0627\u0636 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t

\n\t\t\t\t\t

\u0634\u0631\u0643\u0629 \u00ab\u0641\u064a\u062c\u0646 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631\u0632\u00bb \u062a\u0631\u062a\u0642\u064a \u0628\u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0627\u0644\u0632\u0631\u0627\u0639\u064a\u0629 \u0625\u0644\u0649 \u0622\u0641\u0627\u0642 \u062c\u062f\u064a\u062f\u0629<\/h2>\t\t\t\t<\/div>\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\t

\u062a\u0642\u0648\u0645 \u0623\u0641\u0636\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0628\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0635\u0648\u0631 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u062a\u064a \u062a\u062c\u0645\u0639\u0647\u0627 \u0637\u0627\u0626\u0631\u0627\u062a \u0627\u0644\u062f\u0631\u0648\u0646\u0632 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u062d\u0645\u0627\u064a\u0629 \u0627\u0644\u0646\u0628\u0627\u062a\u0627\u062a \u0645\u0646 \u0627\u0644\u0623\u0648\u0631\u0627\u0642 \u0648\u0627\u0644\u062b\u0645\u0627\u0631 \u0648\u0627\u0644\u0633\u064a\u0642\u0627\u0646 \u0628\u0634\u0643\u0644 \u0641\u0648\u0631\u064a. \u0648\u062a\u0643\u062a\u0634\u0641 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0645\u0631\u0627\u0636 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u0637\u0641\u064a\u0641\u0629 \u0641\u064a \u0627\u0644\u0644\u0648\u0646 \u0648\u0627\u0644\u0645\u0644\u0645\u0633 \u0648\u0627\u0644\u0634\u0643\u0644 \u0627\u0644\u062a\u064a \u0644\u0627 \u062a\u0644\u0627\u062d\u0638\u0647\u0627 \u0627\u0644\u0639\u064a\u0646 \u0627\u0644\u0628\u0634\u0631\u064a\u0629.<\/p>

\u0633\u064a\u0637\u0631\u062a \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 \u0644\u0633\u0646\u0648\u0627\u062a \u0639\u062f\u064a\u062f\u0629\u060c \u0644\u0643\u0646 \u0634\u0628\u0643\u0627\u062a \u00abVision Transformers\u00bb (ViTs) \u062a\u062a\u0641\u0648\u0642 \u0639\u0644\u064a\u0647\u0627 \u0627\u0644\u0622\u0646 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631. \u062a\u0639\u0627\u0644\u062c \u0634\u0628\u0643\u0627\u062a ViTs \u0627\u0644\u0635\u0648\u0631 \u0628\u0623\u0643\u0645\u0644\u0647\u0627 \u0639\u0644\u0649 \u0623\u0646\u0647\u0627 \u062a\u0633\u0644\u0633\u0644\u0627\u062a \u0645\u0646 \u00ab\u0627\u0644\u0631\u0642\u0639\u00bb \u0648\u062a\u0633\u062a\u062e\u062f\u0645 \u0622\u0644\u064a\u0629 \u00ab\u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0627\u0644\u0630\u0627\u062a\u064a\u00bb \u0644\u0641\u0647\u0645 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0639\u0627\u0645 \u2014 \u0648\u0647\u0648 \u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0623\u0645\u0631\u0627\u0636 \u0639\u0628\u0631 \u062d\u0642\u0648\u0644 \u0628\u0623\u0643\u0645\u0644\u0647\u0627 \u0645\u0646 \u0627\u0631\u062a\u0641\u0627\u0639 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631.<\/p>

\u062a\u062d\u0642\u0642 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0647\u062c\u064a\u0646\u0629 \u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646 \u0645\u062b\u0644 CropViT \u062f\u0642\u0629 \u0645\u0630\u0647\u0644\u0629 \u062a\u0628\u0644\u063a 98.64%\u060c \u0645\u0639 \u0639\u0645\u0644\u0647\u0627 \u0628\u0633\u0644\u0627\u0633\u0629 \u0639\u0644\u0649 \u0645\u062a\u0646 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0627\u0644\u0632\u0631\u0627\u0639\u064a\u0629 \u0627\u0644\u0645\u0633\u064a\u0631\u0629 \u0627\u0644\u062d\u062f\u064a\u062b\u0629. \u0648\u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 \u0637\u064a\u0627\u0631\u064a \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u064a\u0631\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u062d\u0645\u0627\u064a\u0629 \u0627\u0644\u0646\u0628\u0627\u062a\u0627\u062a \u064a\u062a\u0645\u0643\u0646\u0648\u0646 \u0645\u0646 \u0627\u0643\u062a\u0634\u0627\u0641 \u062d\u0627\u0644\u0627\u062a \u062a\u0641\u0634\u064a \u0627\u0644\u0623\u0645\u0631\u0627\u0636 \u0642\u0628\u0644 \u0623\u064a\u0627\u0645 \u0623\u0648 \u0623\u0633\u0627\u0628\u064a\u0639 \u0645\u0646 \u0623\u064a \u0648\u0642\u062a \u0645\u0636\u0649.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t

\n\t\t\t\t\t

\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0623\u0635\u0628\u062d\u062a \u062d\u0642\u064a\u0642\u0629 \u0648\u0627\u0642\u0639\u0629<\/h2>\t\t\t\t<\/div>\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\t

\u062a\u062d\u0644\u0642 \u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0645\u062e\u0635\u0635\u0629 \u0644\u062d\u0645\u0627\u064a\u0629 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644\u060c \u0648\u0645\u0632\u0648\u062f\u0629 \u0628\u0643\u0627\u0645\u064a\u0631\u0627\u062a \u062a\u0639\u0645\u0644 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0646\u0645\u0627\u0630\u062c \u00abVision Transformer\u00bb\u060c \u064a\u0648\u0645\u064a\u064b\u0627 \u0641\u0648\u0642 \u0645\u0633\u0627\u062d\u0627\u062a \u0634\u0627\u0633\u0639\u0629\u060c \u0648\u062a\u0644\u062a\u0642\u0637 \u0635\u0648\u0631\u064b\u0627 \u0641\u0627\u0626\u0642\u0629 \u0627\u0644\u0648\u0636\u0648\u062d\u060c \u0648\u062a\u062c\u0631\u064a \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0641\u0648\u0631\u064a\u0629\u060c \u0648\u062a\u0646\u0628\u0647 \u0627\u0644\u0645\u0632\u0627\u0631\u0639\u064a\u0646 \u0641\u0648\u0631 \u0638\u0647\u0648\u0631 \u0623\u064a \u0645\u0631\u0636. \u0648\u0628\u0630\u0644\u0643 \u0623\u0635\u0628\u062d \u0627\u0644\u0627\u0633\u062a\u0637\u0644\u0627\u0639 \u0627\u0644\u064a\u062f\u0648\u064a \u0623\u0645\u0631\u064b\u0627 \u0645\u0646 \u0627\u0644\u0645\u0627\u0636\u064a \u2014 \u062d\u064a\u062b \u0627\u0646\u062e\u0641\u0636\u062a \u0623\u0648\u0642\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0645\u0646 \u0623\u0633\u0627\u0628\u064a\u0639 \u0625\u0644\u0649 \u0633\u0627\u0639\u0627\u062a\u060c \u0648\u062a\u0631\u0627\u062c\u0639\u062a \u062e\u0633\u0627\u0626\u0631 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t

\n\t\t\t\t\t

\u0645\u0646 \u0627\u0644\u0648\u0639\u062f \u0627\u0644\u0645\u062e\u062a\u0628\u0631\u064a \u0625\u0644\u0649 \u0627\u0644\u0648\u0627\u0642\u0639 \u0627\u0644\u0645\u064a\u062f\u0627\u0646\u064a<\/h2>\t\t\t\t<\/div>\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\t

\u0644\u0627 \u062a\u0632\u0627\u0644 \u0647\u0646\u0627\u0643 \u062a\u062d\u062f\u064a\u0627\u062a\u060c \u0628\u0627\u0644\u0637\u0628\u0639. \u0641\u0644\u0627 \u062a\u0632\u0627\u0644 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u062a\u064f\u062f\u0631\u064e\u0651\u0628 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0639\u0645\u0644\u064a\u0629 \u0645\u062d\u062f\u0648\u062f\u0629 \u062a\u062a\u062c\u0627\u0647\u0644 \u0627\u0644\u062a\u0628\u0627\u064a\u0646\u0627\u062a \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629 \u0641\u064a \u0627\u0644\u0625\u0636\u0627\u0621\u0629 \u0648\u0627\u0644\u0637\u0642\u0633 \u0648\u0627\u0644\u062a\u0631\u0628\u0629. \u0648\u064a\u0639\u0645\u0644 \u0627\u0644\u0645\u0637\u0648\u0631\u0648\u0646 \u0627\u0644\u0622\u0646 \u0639\u0644\u0649 \u0645\u0639\u0627\u0644\u062c\u0629 \u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0628\u0634\u0643\u0644 \u0645\u0643\u062b\u0641 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0632\u0648\u064a\u062f \u00abVision Transformers\u00bb \u0628\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0627\u0644\u0645\u064a\u0629 \u0645\u062a\u0646\u0648\u0639\u0629 \u0648\u062a\u062d\u0633\u064a\u0646\u0647\u0627 \u0644\u062a\u0646\u0627\u0633\u0628 \u0643\u0644 \u0645\u0646\u0627\u062e \u0648\u0645\u062d\u0635\u0648\u0644.<\/p>

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\u0648\u0627\u0644\u0646\u062a\u064a\u062c\u0629\u061f \u0633\u062a\u0642\u0648\u0645 \u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u062d\u0645\u0627\u064a\u0629 \u0627\u0644\u0646\u0628\u0627\u062a\u0627\u062a \u0642\u0631\u064a\u0628\u064b\u0627 \u0628\u062d\u0631\u0627\u0633\u0629 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0647\u0643\u062a\u0627\u0631\u0627\u062a\u060c \u0648\u062a\u0642\u0644\u064a\u0644 \u062e\u0633\u0627\u0626\u0631 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0628\u0646\u0633\u0628\u0629 \u062a\u0635\u0644 \u0625\u0644\u0649 40%\u060c \u0648\u0636\u0645\u0627\u0646 \u0625\u0646\u062a\u0627\u062c \u0627\u0644\u063a\u0630\u0627\u0621 \u0644\u0644\u0623\u062c\u064a\u0627\u0644 \u0627\u0644\u0642\u0627\u062f\u0645\u0629.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"

Plant diseases seriously threaten global food security year after year. Fortunately, AI-powered plant protection drones now lead the charge, combining advanced machine learning models to deliver ultra-fast, scalable, and incredibly accurate early crop disease detection that every modern farmer and drone pilot needs. DRONELIFE proudly publishes this guest post by Khawla Almazrouei, Robotics Engineer at […]<\/p>\n","protected":false},"author":5,"featured_media":2867,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","inline_featured_image":false,"_monsterinsights_skip_tracking":false,"_templately_pack_id":"","_templately_imported_at":"","_templately_source":"","_templately_import_session_id":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[105],"tags":[118,166,114,219,112,133,111,110,178],"class_list":["post-2865","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-agricultural-drone","tag-agricultural-drone-sprayers","tag-agricultural-drones","tag-crop-protection-drones","tag-drone-propulsion-system","tag-drones","tag-heavy-lift-uav","tag-industrial-drones","tag-sprayer-drones"],"yoast_head":"\n2025 AI Plant Protection Drones<\/title>\n<meta name=\"description\" content=\"2025 Plant Protection Drone Hits 98.64% Crop Disease Accuracy with AI + Vision Transformer! FPV camera real-time detection, cut 40% losses\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/pithrust.com\/ar\/2025-\u062b\u0648\u0631\u0629-\u0637\u0627\u0626\u0631\u0627\u062a-\u0628\u062f\u0648\u0646-\u0637\u064a\u0627\u0631-\u0644\u062d\u0645\u0627\u064a\u0629-\u0627\u0644\u0646\u0628\u0627\u062a\u0627\/\" \/>\n<meta property=\"og:locale\" content=\"ar_AR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"2025 Plant Protection Drone Revolution: AI and Vision Transformers Power 98.64% Accurate Crop Disease Detection\" \/>\n<meta property=\"og:description\" content=\"2025 Plant Protection Drone Hits 98.64% Crop Disease Accuracy with AI + Vision Transformer! 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