{"id":11549,"date":"2025-05-04T21:00:25","date_gmt":"2025-05-04T19:00:25","guid":{"rendered":"https:\/\/geopard.tech\/?p=11549"},"modified":"2025-05-04T21:00:25","modified_gmt":"2025-05-04T19:00:25","slug":"%d9%8a%d8%b9%d9%8a%d8%af-cmtnet-%d8%aa%d8%b9%d8%b1%d9%8a%d9%81-%d8%a7%d9%84%d8%b2%d8%b1%d8%a7%d8%b9%d8%a9-%d8%a7%d9%84%d8%af%d9%82%d9%8a%d9%82%d8%a9-%d9%85%d9%86-%d8%ae%d9%84%d8%a7%d9%84-%d8%aa%d9%81","status":"publish","type":"post","link":"https:\/\/geopard.tech\/ar\/blog\/cmtnet-redefines-precision-agriculture-by-outperforming-traditional-crop-classification\/","title":{"rendered":"CMTNet \u062a\u0639\u064a\u062f \u062a\u0639\u0631\u064a\u0641 \u0627\u0644\u0632\u0631\u0627\u0639\u0629 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0628\u062a\u0641\u0648\u0642\u0647\u0627 \u0639\u0644\u0649 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a"},"content":{"rendered":"

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\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u0637\u064a\u0641\u064a \u0627\u0644\u0641\u0627\u0626\u0642 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a \u0641\u064a \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0632\u0631\u0627\u0639\u064a<\/h2>\n

\u0631\u0643\u0632\u062a \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0645\u0628\u0643\u0631\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0637\u064a\u0641\u064a\u0629 \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u063a\u0627\u0644\u0628\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0637\u064a\u0641\u064a\u0629 \u0623\u0648 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629\u060c \u0645\u0645\u0627 \u0623\u062f\u0649 \u0625\u0644\u0649 \u0646\u062a\u0627\u0626\u062c \u063a\u064a\u0631 \u0645\u0643\u062a\u0645\u0644\u0629. \u0648\u0642\u062f \u0642\u0644\u0644\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0637\u064a\u0641\u064a\u0629\u060c \u0645\u062b\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 (PCA)\u060c \u0645\u0646 \u062a\u0639\u0642\u064a\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0637\u0648\u0644 \u0627\u0644\u0645\u0648\u062c\u064a\u060c \u0644\u0643\u0646\u0647\u0627 \u062a\u062c\u0627\u0647\u0644\u062a \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0628\u064a\u0646 \u0627\u0644\u0628\u0643\u0633\u0644\u0627\u062a.<\/p>\n

\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u062a\u064f\u062d\u0648\u0651\u0644 \u062a\u0642\u0646\u064a\u0629 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 (PCA) \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0637\u064a\u0641\u064a\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0625\u0644\u0649 \u0639\u062f\u062f \u0623\u0642\u0644 \u0645\u0646 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u064f\u0641\u0633\u0651\u0631 \u0645\u0639\u0638\u0645 \u0627\u0644\u062a\u0628\u0627\u064a\u0646\u060c \u0645\u0645\u0627 \u064a\u064f\u0628\u0633\u0651\u0637 \u0627\u0644\u062a\u062d\u0644\u064a\u0644. \u0645\u0639 \u0630\u0644\u0643\u060c \u062a\u062a\u062c\u0627\u0647\u0644 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u060c \u0645\u062b\u0644 \u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0641\u064a \u0627\u0644\u062d\u0642\u0644. \u0641\u064a \u0627\u0644\u0645\u0642\u0627\u0628\u0644\u060c \u062a\u064f\u0628\u0631\u0632 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629\u060c \u0645\u062b\u0644 \u0645\u064f\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u062a\u0634\u0643\u0644 \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u060c \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0641\u064a \u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0641\u064a\u0632\u064a\u0627\u0626\u064a \u0644\u0644\u0645\u062d\u0627\u0635\u064a\u0644\u060c \u0644\u0643\u0646\u0647\u0627 \u062a\u062a\u062c\u0627\u0647\u0644 \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0637\u064a\u0641\u064a\u0629 \u0627\u0644\u0647\u0627\u0645\u0629.<\/p>\n

\u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0645\u0648\u0631\u0641\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0639\u0645\u0644\u064a\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062a\u0645\u062f\u062f \u0648\u0627\u0644\u062a\u0639\u0631\u064a\u0629 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0623\u0634\u0643\u0627\u0644 \u0648\u0627\u0644\u0628\u0646\u0649 \u0645\u0646 \u0627\u0644\u0635\u0648\u0631\u060c \u0645\u062b\u0644 \u0627\u0644\u062d\u062f\u0648\u062f \u0628\u064a\u0646 \u0627\u0644\u062d\u0642\u0648\u0644. \u0648\u0645\u0639 \u0645\u0631\u0648\u0631 \u0627\u0644\u0648\u0642\u062a\u060c \u062d\u0633\u0651\u0646\u062a \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0627\u0644\u062a\u0641\u0627\u0641\u064a\u0629 (CNNs) \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0645\u0639\u0627\u0644\u062c\u0629 \u0643\u0644\u0627 \u0627\u0644\u0646\u0648\u0639\u064a\u0646 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n

\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0646\u0637\u0627\u0642 \u0627\u0633\u062a\u0642\u0628\u0627\u0644\u0647\u0627 \u0627\u0644\u062b\u0627\u0628\u062a - \u0623\u064a \u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0644\u0644\u0634\u0628\u0643\u0629 "\u0631\u0624\u064a\u062a\u0647\u0627" \u0641\u064a \u0622\u0646 \u0648\u0627\u062d\u062f - \u064a\u062d\u062f \u0645\u0646 \u0642\u062f\u0631\u062a\u0647\u0627 \u0639\u0644\u0649 \u0631\u0635\u062f \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0628\u0639\u064a\u062f\u0629 \u0627\u0644\u0645\u062f\u0649. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0642\u062f \u062a\u0648\u0627\u062c\u0647 \u0634\u0628\u0643\u0629 CNN \u062b\u0644\u0627\u062b\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0635\u0639\u0648\u0628\u0629 \u0641\u064a \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 \u0646\u0648\u0639\u064a\u0646 \u0645\u0646 \u0641\u0648\u0644 \u0627\u0644\u0635\u0648\u064a\u0627 \u0644\u0647\u0645\u0627 \u062e\u0635\u0627\u0626\u0635 \u0637\u064a\u0641\u064a\u0629 \u0645\u062a\u0634\u0627\u0628\u0647\u0629 \u0648\u0644\u0643\u0646 \u0623\u0646\u0645\u0627\u0637 \u0646\u0645\u0648 \u0645\u062e\u062a\u0644\u0641\u0629 \u0639\u0628\u0631 \u062d\u0642\u0644 \u0648\u0627\u0633\u0639.<\/p>\n

\u0642\u062f\u0645\u062a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a\u060c \u0648\u0647\u064a \u0646\u0648\u0639 \u0645\u0646 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u0635\u0645\u0645\u0629 \u0623\u0635\u0644\u0627\u064b \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u060c \u062d\u0644\u0627\u064b \u0644\u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0643\u0644\u0629. \u0648\u0628\u0641\u0636\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0622\u0644\u064a\u0627\u062a \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0627\u0644\u0630\u0627\u062a\u064a\u060c \u062a\u062a\u0641\u0648\u0642 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0641\u064a \u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0627\u0644\u0634\u0627\u0645\u0644\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u064a\u0633\u0645\u062d \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0627\u0644\u0630\u0627\u062a\u064a \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u062a\u0642\u064a\u064a\u0645 \u0623\u0647\u0645\u064a\u0629 \u0627\u0644\u0623\u062c\u0632\u0627\u0621 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u0625\u062f\u062e\u0627\u0644\u060c \u0645\u0645\u0627 \u064a\u064f\u0645\u0643\u0651\u0646\u0647 \u0645\u0646 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0645\u0646\u0627\u0637\u0642 \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629 (\u0645\u062b\u0644 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0646\u0628\u0627\u062a\u0627\u062a \u0627\u0644\u0645\u0631\u064a\u0636\u0629) \u0645\u0639 \u062a\u062c\u0627\u0647\u0644 \u0627\u0644\u062a\u0634\u0648\u064a\u0634 (\u0645\u062b\u0644 \u0638\u0644\u0627\u0644 \u0627\u0644\u0633\u062d\u0628).<\/p>\n

\u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u063a\u0641\u0644 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0627\u0644\u062f\u0642\u064a\u0642\u0629\u060c \u0645\u062b\u0644 \u062d\u0648\u0627\u0641 \u0627\u0644\u0623\u0648\u0631\u0627\u0642 \u0623\u0648 \u062a\u0634\u0642\u0642\u0627\u062a \u0627\u0644\u062a\u0631\u0628\u0629. \u062d\u0627\u0648\u0644\u062a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0647\u062c\u064a\u0646\u0629\u060c \u0645\u062b\u0644 CTMixer\u060c \u062f\u0645\u062c \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNNs) \u0648\u0646\u0645\u0627\u0630\u062c Transformers\u060c \u0644\u0643\u0646\u0647\u0627 \u0641\u0639\u0644\u062a \u0630\u0644\u0643 \u0628\u0634\u0643\u0644 \u0645\u062a\u0633\u0644\u0633\u0644\u060c \u062d\u064a\u062b \u0639\u0627\u0644\u062c\u062a \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0623\u0648\u0644\u064b\u0627 \u062b\u0645 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0639\u0627\u0645\u0629 \u0644\u0627\u062d\u0642\u064b\u0627. \u0623\u062f\u0649 \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u0625\u0644\u0649 \u062f\u0645\u062c \u063a\u064a\u0631 \u0641\u0639\u0627\u0644 \u0644\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0648\u0623\u062f\u0627\u0621 \u062f\u0648\u0646 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0623\u0645\u062b\u0644 \u0641\u064a \u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0632\u0631\u0627\u0639\u064a\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/p>\n

\u0643\u064a\u0641 \u062a\u0639\u0645\u0644 \u0634\u0628\u0643\u0629 CMTNet: \u0627\u0644\u0631\u0628\u0637 \u0628\u064a\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0648\u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629<\/h2>\n

\u064a\u062a\u063a\u0644\u0628 CMTNet \u0639\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u0642\u064a\u0648\u062f \u0645\u0646 \u062e\u0644\u0627\u0644 \u0628\u0646\u064a\u0629 \u0641\u0631\u064a\u062f\u0629 \u0645\u0646 \u062b\u0644\u0627\u062b\u0629 \u0623\u062c\u0632\u0627\u0621 \u0645\u0635\u0645\u0645\u0629 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648\u062f\u0645\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0637\u064a\u0641\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0648\u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0648\u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629 \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644.<\/p>\n

1.<\/strong> \u0627\u0644\u0645\u0643\u0648\u0646 \u0627\u0644\u0623\u0648\u0644\u060c \u0648\u062d\u062f\u0629 \u0627\u0633\u062a\u062e\u0644\u0627\u0635 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0637\u064a\u0641\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629<\/strong>, \u060c \u064a\u0642\u0648\u0645 \u0628\u0645\u0639\u0627\u0644\u062c\u0629 \u0628\u064a\u0627\u0646\u0627\u062a HSI \u0627\u0644\u062e\u0627\u0645 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0627\u0644\u062a\u0641\u0627\u0641 \u062b\u0644\u0627\u062b\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0648\u062b\u0646\u0627\u0626\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f.<\/p>\n

\u062a\u062d\u0644\u0644 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 \u062b\u0644\u0627\u062b\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 (\u0627\u0644\u0627\u0631\u062a\u0641\u0627\u0639 \u00d7 \u0627\u0644\u0639\u0631\u0636) \u0648\u0627\u0644\u0637\u064a\u0641\u064a\u0629 (\u0627\u0644\u0637\u0648\u0644 \u0627\u0644\u0645\u0648\u062c\u064a) \u0641\u064a \u0622\u0646\u064d \u0648\u0627\u062d\u062f\u060c \u0645\u0627 \u064a\u0633\u0645\u062d \u0628\u0627\u0644\u062a\u0642\u0627\u0637 \u0623\u0646\u0645\u0627\u0637 \u0645\u062b\u0644 \u0627\u0646\u0639\u0643\u0627\u0633 \u0623\u0637\u0648\u0627\u0644 \u0645\u0648\u062c\u064a\u0629 \u0645\u062d\u062f\u062f\u0629 \u0639\u0628\u0631 \u063a\u0637\u0627\u0621 \u0627\u0644\u0645\u062d\u0635\u0648\u0644. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0642\u062f \u062a\u0643\u0634\u0641 \u062d\u0628\u0629 \u0630\u0631\u0629 \u062b\u0644\u0627\u062b\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0623\u0646 \u0627\u0644\u0630\u0631\u0629 \u0627\u0644\u0633\u0644\u064a\u0645\u0629 \u062a\u0639\u0643\u0633 \u0636\u0648\u0621\u064b\u0627 \u0623\u0642\u0631\u0628 \u0625\u0644\u0649 \u0627\u0644\u0623\u0634\u0639\u0629 \u062a\u062d\u062a \u0627\u0644\u062d\u0645\u0631\u0627\u0621 \u0641\u064a \u0623\u0648\u0631\u0627\u0642\u0647\u0627 \u0627\u0644\u0639\u0644\u0648\u064a\u0629 \u0623\u0643\u062b\u0631 \u0645\u0646 \u0623\u0648\u0631\u0627\u0642\u0647\u0627 \u0627\u0644\u0633\u0641\u0644\u064a\u0629.<\/p>\n

\u062b\u0645 \u062a\u0639\u0645\u0644 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u062b\u0646\u0627\u0626\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0647\u0630\u0647 \u0627\u0644\u062e\u0635\u0627\u0626\u0635\u060c \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0645\u062b\u0644 \u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u0646\u0628\u0627\u062a\u0627\u062a \u0641\u064a \u0627\u0644\u062d\u0642\u0644. \u062a\u0636\u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0645\u0643\u0648\u0646\u0629 \u0645\u0646 \u062e\u0637\u0648\u062a\u064a\u0646 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0643\u0644 \u0645\u0646 \u0627\u0644\u062a\u0646\u0648\u0639 \u0627\u0644\u0637\u064a\u0641\u064a (\u0645\u062b\u0644 \u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0643\u0644\u0648\u0631\u0648\u0641\u064a\u0644) \u0648\u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0645\u0643\u0627\u0646\u064a (\u0645\u062b\u0644 \u062a\u0628\u0627\u0639\u062f \u0627\u0644\u0635\u0641\u0648\u0641).<\/p>\n

2.<\/strong> \u0627\u0644\u0645\u0643\u0648\u0646 \u0627\u0644\u062b\u0627\u0646\u064a\u060c \u0648\u062d\u062f\u0629 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0648\u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629<\/strong>, \u064a\u0639\u0645\u0644 \u0647\u0630\u0627 \u0627\u0644\u0646\u0638\u0627\u0645 \u0628\u0634\u0643\u0644 \u0645\u062a\u0648\u0627\u0632\u064d. \u064a\u0633\u062a\u062e\u062f\u0645 \u0623\u062d\u062f \u0641\u0631\u0648\u0639\u0647 \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\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0645\u062d\u0644\u064a\u0629\u060c \u0645\u062b\u0644 \u0646\u0633\u064a\u062c \u0627\u0644\u0623\u0648\u0631\u0627\u0642 \u0627\u0644\u0641\u0631\u062f\u064a\u0629 \u0623\u0648 \u0634\u0643\u0644 \u0628\u0642\u0639 \u0627\u0644\u062a\u0631\u0628\u0629. \u062a\u064f\u0639\u062f \u0647\u0630\u0647 \u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0628\u0627\u0644\u063a\u0629 \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0630\u0627\u062a \u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0637\u064a\u0641\u064a\u0629 \u0627\u0644\u0645\u062a\u0634\u0627\u0628\u0647\u0629\u060c \u0645\u062b\u0644 \u0623\u0635\u0646\u0627\u0641 \u0641\u0648\u0644 \u0627\u0644\u0635\u0648\u064a\u0627 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/p>\n

\u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0641\u0631\u0639 \u0627\u0644\u0622\u062e\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0644\u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629\u060c \u0645\u062b\u0644 \u0643\u064a\u0641\u064a\u0629 \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0639\u0644\u0649 \u0645\u0633\u0627\u062d\u0627\u062a \u0648\u0627\u0633\u0639\u0629 \u0623\u0648 \u0643\u064a\u0641\u064a\u0629 \u062a\u0623\u062b\u064a\u0631 \u0638\u0644\u0627\u0644 \u0627\u0644\u0623\u0634\u062c\u0627\u0631 \u0627\u0644\u0642\u0631\u064a\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0642\u0631\u0627\u0621\u0627\u062a \u0627\u0644\u0637\u064a\u0641\u064a\u0629. \u0648\u0645\u0646 \u062e\u0644\u0627\u0644 \u0645\u0639\u0627\u0644\u062c\u0629 \u0647\u0630\u0647 \u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0641\u064a \u0648\u0642\u062a \u0648\u0627\u062d\u062f \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627 \u0628\u0627\u0644\u062a\u062a\u0627\u0628\u0639\u060c \u064a\u062a\u062c\u0646\u0628 \u0646\u0645\u0648\u0630\u062c CMTNet \u0641\u0642\u062f\u0627\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0630\u064a \u064a\u0639\u0627\u0646\u064a \u0645\u0646\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0647\u062c\u064a\u0646\u0629 \u0627\u0644\u0633\u0627\u0628\u0642\u0629.<\/p>\n

\u0641\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u062d\u062f\u062f \u0641\u0631\u0639 CNN \u0627\u0644\u062d\u0648\u0627\u0641 \u0627\u0644\u0645\u0633\u0646\u0646\u0629 \u0644\u0623\u0648\u0631\u0627\u0642 \u0627\u0644\u0642\u0637\u0646\u060c \u064a\u062a\u0639\u0631\u0641 \u0641\u0631\u0639 Transformer \u0639\u0644\u0649 \u0623\u0646 \u0647\u0630\u0647 \u0627\u0644\u0623\u0648\u0631\u0627\u0642 \u0647\u064a \u062c\u0632\u0621 \u0645\u0646 \u062d\u0642\u0644 \u0642\u0637\u0646 \u0623\u0643\u0628\u0631 \u0645\u062d\u0627\u0637 \u0628\u0646\u0628\u0627\u062a\u0627\u062a \u0627\u0644\u0633\u0645\u0633\u0645.<\/p>\n

3.<\/strong> \u0627\u0644\u0645\u0643\u0648\u0646 \u0627\u0644\u062b\u0627\u0644\u062b\u060c \u0648\u062d\u062f\u0629 \u0642\u064a\u0648\u062f \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a<\/strong>, \u064a\u0636\u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u0623\u0633\u0644\u0648\u0628 \u062a\u0639\u0644\u0645\u064b\u0627 \u0645\u062a\u0648\u0627\u0632\u0646\u064b\u0627 \u0639\u0628\u0631 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0648\u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629 \u0648\u0627\u0644\u0645\u062f\u0645\u062c\u0629. \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u062a\u064f\u0637\u0628\u0642 \u062f\u0648\u0627\u0644 \u062e\u0633\u0627\u0631\u0629 \u0645\u0646\u0641\u0635\u0644\u0629 \u0639\u0644\u0649 \u0643\u0644 \u0646\u0648\u0639 \u0645\u0646 \u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0645\u064a\u0632\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u062c\u0628\u0631 \u0627\u0644\u0634\u0628\u0643\u0629 \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u062c\u0645\u064a\u0639 \u062c\u0648\u0627\u0646\u0628 \u0641\u0647\u0645\u0647\u0627.<\/p>\n

\u062a\u064f\u062d\u062f\u062f \u062f\u0627\u0644\u0629 \u0627\u0644\u062e\u0633\u0627\u0631\u0629 \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629 \u0648\u0627\u0644\u0641\u0639\u0644\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u064f\u0648\u062c\u0647 \u062a\u0639\u062f\u064a\u0644\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0642\u062f \u062a\u064f\u0639\u0627\u0642\u0628 \u062f\u0627\u0644\u0629 \u0627\u0644\u062e\u0633\u0627\u0631\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u062a\u0635\u0646\u064a\u0641 \u062d\u0648\u0627\u0641 \u0627\u0644\u0623\u0648\u0631\u0627\u0642 \u0628\u0634\u0643\u0644 \u062e\u0627\u0637\u0626\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u064f\u0635\u062d\u062d \u062f\u0627\u0644\u0629 \u0627\u0644\u062e\u0633\u0627\u0631\u0629 \u0627\u0644\u0639\u0627\u0645\u0629 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0641\u064a \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639.<\/p>\n

\u062a\u064f\u062c\u0645\u0639 \u0647\u0630\u0647 \u0627\u0644\u062e\u0633\u0627\u0626\u0631 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0648\u0632\u0627\u0646 \u0645\u064f\u062d\u0633\u064e\u0651\u0646\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0628\u062d\u062b \u0639\u0634\u0648\u0627\u0626\u064a\u060c \u0648\u0647\u064a \u062a\u0642\u0646\u064a\u0629 \u062a\u062e\u062a\u0628\u0631 \u062a\u0631\u0643\u064a\u0628\u0627\u062a \u0623\u0648\u0632\u0627\u0646 \u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u062f\u0642\u0629 \u0625\u0644\u0649 \u0623\u0642\u0635\u0649 \u062d\u062f. \u062a\u064f\u0646\u062a\u062c \u0647\u0630\u0647 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u0642\u0648\u064a\u064b\u0627 \u0648\u0642\u0627\u0628\u0644\u064b\u0627 \u0644\u0644\u062a\u0643\u064a\u0641 \u0642\u0627\u062f\u0631\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0632\u0631\u0627\u0639\u064a\u0629 \u0645\u062a\u0646\u0648\u0639\u0629.<\/p>\n

\u062a\u0642\u064a\u064a\u0645 \u0623\u062f\u0627\u0621 \u0634\u0628\u0643\u0629 CMTNet \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0637\u064a\u0641\u064a\u0629 \u0641\u0627\u0626\u0642\u0629 \u0627\u0644\u062f\u0642\u0629 \u0645\u0646 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631<\/h2>\n

\u0644\u062a\u0642\u064a\u064a\u0645 \u0634\u0628\u0643\u0629 CMTNet\u060c \u0627\u062e\u062a\u0628\u0631\u0647\u0627 \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0639\u0644\u0649 \u062b\u0644\u0627\u062b \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0637\u064a\u0641\u064a\u0629 \u0641\u0627\u0626\u0642\u0629 \u0627\u0644\u062f\u0642\u0629 \u062a\u0645 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u064a\u0647\u0627 \u0628\u0648\u0627\u0633\u0637\u0629 \u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0645\u0646 \u062c\u0627\u0645\u0639\u0629 \u0648\u0648\u0647\u0627\u0646. \u0648\u062a\u064f\u0639\u062f\u0651 \u0647\u0630\u0647 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0639\u0627\u064a\u064a\u0631 \u0634\u0627\u0626\u0639\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u0634\u0639\u0627\u0631 \u0639\u0646 \u0628\u064f\u0639\u062f \u0646\u0638\u0631\u064b\u0627 \u0644\u062c\u0648\u062f\u062a\u0647\u0627 \u0627\u0644\u0639\u0627\u0644\u064a\u0629 \u0648\u062a\u0646\u0648\u0639\u0647\u0627.<\/p>\n

    \n
  1. WHU-\u0647\u0627\u064a-\u0644\u0648\u0646\u062c \u0643\u0648<\/strong>\u062a\u063a\u0637\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0633\u0627\u062d\u0629 550 \u00d7 400 \u0628\u0643\u0633\u0644\u060c \u0645\u0648\u0632\u0639\u0629 \u0639\u0644\u0649 270 \u0646\u0637\u0627\u0642\u064b\u0627 \u0637\u064a\u0641\u064a\u064b\u0627\u060c \u0648\u0628\u062f\u0642\u0629 \u0645\u0643\u0627\u0646\u064a\u0629 \u062a\u0628\u0644\u063a 0.463 \u0645\u062a\u0631\u064b\u0627. \u062a\u0639\u0646\u064a \u0647\u0630\u0647 \u0627\u0644\u062f\u0642\u0629 \u0623\u0646 \u0643\u0644 \u0628\u0643\u0633\u0644 \u064a\u0645\u062b\u0644 \u0645\u0633\u0627\u062d\u0629 0.463 \u00d7 0.463 \u0645\u062a\u0631\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u0623\u0631\u0636\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0628\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0646\u0628\u0627\u062a\u0627\u062a \u0627\u0644\u0641\u0631\u062f\u064a\u0629. \u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u062a\u0633\u0639\u0629 \u0623\u0646\u0648\u0627\u0639 \u0645\u0646 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644\u060c \u0645\u062b\u0644 \u0627\u0644\u0630\u0631\u0629 \u0648\u0627\u0644\u0642\u0637\u0646 \u0648\u0627\u0644\u0623\u0631\u0632\u060c \u0645\u0639 1019 \u0639\u064a\u0646\u0629 \u062a\u062f\u0631\u064a\u0628\u064a\u0629 \u0648203523 \u0639\u064a\u0646\u0629 \u0627\u062e\u062a\u0628\u0627\u0631.<\/li>\n
  2. WHU-\u0645\u0631\u062d\u0628\u0627-\u0647\u0627\u0646\u062a\u0634\u0648\u0627\u0646<\/strong>\u062a\u0636\u0645 \u0647\u0630\u0647 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0627\u0644\u062a\u064a \u062a\u0644\u062a\u0642\u0637 1217 \u00d7 303 \u0628\u0643\u0633\u0644 \u0628\u062f\u0642\u0629 0.109 \u0645\u062a\u0631\u060c 16 \u0646\u0648\u0639\u064b\u0627 \u0645\u0646 \u0627\u0644\u063a\u0637\u0627\u0621 \u0627\u0644\u0623\u0631\u0636\u064a\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0641\u0631\u0627\u0648\u0644\u0629 \u0648\u0641\u0648\u0644 \u0627\u0644\u0635\u0648\u064a\u0627 \u0648\u0627\u0644\u0623\u063a\u0637\u064a\u0629 \u0627\u0644\u0628\u0644\u0627\u0633\u062a\u064a\u0643\u064a\u0629. \u0648\u062a\u062a\u064a\u062d \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0639\u0627\u0644\u064a\u0629 (0.109 \u0645\u062a\u0631) \u0631\u0624\u064a\u0629 \u062a\u0641\u0627\u0635\u064a\u0644 \u0623\u062f\u0642\u060c \u0645\u062b\u0644 \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 \u0646\u0628\u0627\u062a\u0627\u062a \u0641\u0648\u0644 \u0627\u0644\u0635\u0648\u064a\u0627 \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0648\u0627\u0644\u0646\u0627\u0636\u062c\u0629. \u0648\u0628\u0644\u063a \u0625\u062c\u0645\u0627\u0644\u064a \u0639\u064a\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 1289 \u0648256241 \u0639\u064a\u0646\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0648\u0627\u0644\u064a.<\/li>\n
  3. \u0648\u0648-\u0645\u0631\u062d\u0628\u0627-\u0647\u0648\u0646\u063a \u0647\u0648<\/strong>\u062a\u062a\u0636\u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062f\u0642\u0629 (0.043 \u0645\u062a\u0631) 22 \u0641\u0626\u0629\u060c \u0628\u062f\u0642\u0629 940 \u00d7 475 \u0628\u0643\u0633\u0644 \u0648270 \u0646\u0637\u0627\u0642\u064b\u0627\u060c \u0645\u062b\u0644 \u0627\u0644\u0642\u0637\u0646 \u0648\u0627\u0644\u0644\u0641\u062a \u0648\u0628\u0631\u0627\u0639\u0645 \u0627\u0644\u062b\u0648\u0645. \u062a\u062a\u064a\u062d \u0647\u0630\u0647 \u0627\u0644\u062f\u0642\u0629 \u0631\u0624\u064a\u0629 \u0627\u0644\u0623\u0648\u0631\u0627\u0642 \u0627\u0644\u0641\u0631\u062f\u064a\u0629 \u0648\u062a\u0634\u0642\u0642\u0627\u062a \u0627\u0644\u062a\u0631\u0628\u0629 \u0628\u0648\u0636\u0648\u062d\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062f\u0642\u064a\u0642. \u062a\u062d\u062a\u0648\u064a \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0639\u0644\u0649 1925 \u0639\u064a\u0646\u0629 \u062a\u062f\u0631\u064a\u0628\u064a\u0629 \u0648384678 \u0639\u064a\u0646\u0629 \u0627\u062e\u062a\u0628\u0627\u0631.<\/li>\n<\/ol>\n

    \"\u0645\u0642\u0627\u0631\u0646\u0629<\/p>\n

    \u062a\u0645 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a NVIDIA TITAN Xp \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 PyTorch\u060c \u0628\u0645\u0639\u062f\u0644 \u062a\u0639\u0644\u0645 0.001 \u0648\u062d\u062c\u0645 \u062f\u0641\u0639\u0629 100. \u064a\u062d\u062f\u062f \u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u0642\u062f\u0627\u0631 \u062a\u0639\u062f\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u0645\u0639\u0644\u0645\u0627\u062a\u0647 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 - \u0625\u0630\u0627 \u0643\u0627\u0646 \u0645\u0631\u062a\u0641\u0639\u064b\u0627 \u062c\u062f\u064b\u0627\u060c \u0641\u0642\u062f \u064a\u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062b\u0644\u0649\u061b \u0648\u0625\u0630\u0627 \u0643\u0627\u0646 \u0645\u0646\u062e\u0641\u0636\u064b\u0627 \u062c\u062f\u064b\u0627\u060c \u064a\u0635\u0628\u062d \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0628\u0637\u064a\u0626\u064b\u0627.<\/p>\n

    \u062a\u0645 \u062a\u0643\u0631\u0627\u0631 \u0643\u0644 \u062a\u062c\u0631\u0628\u0629 \u0639\u0634\u0631 \u0645\u0631\u0627\u062a \u0644\u0636\u0645\u0627\u0646 \u0627\u0644\u0645\u0648\u062b\u0648\u0642\u064a\u0629\u060c \u0648\u062a\u0645 \u062a\u062d\u0633\u064a\u0646 \u0631\u0642\u0639 \u0627\u0644\u0625\u062f\u062e\u0627\u0644 - \u0648\u0647\u064a \u0623\u062c\u0632\u0627\u0621 \u0635\u063a\u064a\u0631\u0629 \u0645\u0646 \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 - \u0625\u0644\u0649 13 \u00d7 13 \u0628\u0643\u0633\u0644 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0634\u0628\u0643\u064a\u060c \u0648\u0647\u064a \u0637\u0631\u064a\u0642\u0629 \u062a\u062e\u062a\u0628\u0631 \u0623\u062d\u062c\u0627\u0645 \u0627\u0644\u0631\u0642\u0639 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0627\u0644\u0623\u0643\u062b\u0631 \u0641\u0639\u0627\u0644\u064a\u0629.<\/p>\n

    \u0634\u0628\u0643\u0629 CMTNet \u062a\u062d\u0642\u0642 \u062f\u0642\u0629 \u0641\u0627\u0626\u0642\u0629 \u0641\u064a \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644<\/h2>\n

    \u062d\u0642\u0642\u062a \u0634\u0628\u0643\u0629 CMTNet \u0646\u062a\u0627\u0626\u062c \u0628\u0627\u0647\u0631\u0629 \u0641\u064a \u062c\u0645\u064a\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0645\u062a\u0641\u0648\u0642\u0629\u064b \u0639\u0644\u0649 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0641\u064a \u0643\u0644\u064d \u0645\u0646 \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a\u0629 (OA) \u0648\u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u062e\u0627\u0635 \u0628\u0643\u0644 \u0641\u0626\u0629. \u062a\u0642\u064a\u0633 \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a\u0629 \u0646\u0633\u0628\u0629 \u0627\u0644\u0628\u0643\u0633\u0644\u0627\u062a \u0627\u0644\u0645\u0635\u0646\u0641\u0629 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d \u0639\u0628\u0631 \u062c\u0645\u064a\u0639 \u0627\u0644\u0641\u0626\u0627\u062a\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u062d\u0633\u0628 \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0629 (AA) \u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u062f\u0642\u0629 \u0644\u0643\u0644 \u0641\u0626\u0629\u060c \u0645\u0627 \u064a\u0639\u0627\u0644\u062c \u062d\u0627\u0644\u0627\u062a \u0639\u062f\u0645 \u0627\u0644\u062a\u0648\u0627\u0632\u0646.<\/p>\n

    \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a WHU-Hi-LongKou\u060c \u062d\u0642\u0642 \u0646\u0645\u0648\u0630\u062c CMTNet \u062f\u0642\u0629 \u0625\u062c\u0645\u0627\u0644\u064a\u0629 (OA) \u0628\u0644\u063a\u062a 99.58%\u060c \u0645\u062a\u0641\u0648\u0642\u064b\u0627 \u0639\u0644\u0649 CTMixer \u0628\u0645\u0642\u062f\u0627\u0631 0.19%. \u0648\u062d\u062a\u0649 \u0641\u064a \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0635\u0639\u0628\u0629 \u0630\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u0642\u0637\u0646 (41 \u0639\u064a\u0646\u0629)\u060c \u062d\u0627\u0641\u0638 CMTNet \u0639\u0644\u0649 \u062f\u0642\u0629 \u0628\u0644\u063a\u062a 99.53%. \u0648\u0628\u0627\u0644\u0645\u062b\u0644\u060c \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a WHU-Hi-HanChuan\u060c \u062d\u0633\u0651\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u062f\u0642\u0629 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0628\u0637\u064a\u062e (22 \u0639\u064a\u0646\u0629) \u0645\u0646 82.42% \u0625\u0644\u0649 96.11%\u060c \u0645\u0645\u0627 \u064a\u062f\u0644 \u0639\u0644\u0649 \u0642\u062f\u0631\u062a\u0647 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062f\u0645\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0628\u0643\u0641\u0627\u0621\u0629.<\/p>\n

    \u0623\u0638\u0647\u0631\u062a \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0627\u0644\u0628\u0635\u0631\u064a\u0629 \u0644\u062e\u0631\u0627\u0626\u0637 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0648\u062c\u0648\u062f \u0628\u0642\u0639 \u0645\u062c\u0632\u0623\u0629 \u0623\u0642\u0644 \u0648\u062d\u062f\u0648\u062f \u0623\u0643\u062b\u0631 \u0633\u0644\u0627\u0633\u0629 \u0628\u064a\u0646 \u0627\u0644\u062d\u0642\u0648\u0644 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0646\u0645\u0627\u0630\u062c \u0645\u062b\u0644 3D-CNN \u0648Vision Transformer (ViT). \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a WHU-Hi-HanChuan \u0627\u0644\u0645\u0639\u0631\u0636\u0629 \u0644\u0644\u0638\u0644\u0627\u0644\u060c \u0642\u0644\u0644 \u0646\u0645\u0648\u0630\u062c CMTNet \u0645\u0646 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u0646\u0627\u062a\u062c\u0629 \u0639\u0646 \u0627\u0646\u062e\u0641\u0627\u0636 \u0632\u0627\u0648\u064a\u0629 \u0627\u0644\u0634\u0645\u0633\u060c \u0628\u064a\u0646\u0645\u0627 \u0635\u0646\u0651\u0641 \u0646\u0645\u0648\u0630\u062c ResNet \u0641\u0648\u0644 \u0627\u0644\u0635\u0648\u064a\u0627 \u0628\u0634\u0643\u0644 \u062e\u0627\u0637\u0626 \u0639\u0644\u0649 \u0623\u0646\u0647 \u0623\u0633\u0637\u062d \u0631\u0645\u0627\u062f\u064a\u0629.<\/p>\n

    \"\u0623\u062f\u0627\u0621<\/p>\n

    \u062a\u064f\u0634\u0643\u0651\u0644 \u0627\u0644\u0638\u0644\u0627\u0644 \u062a\u062d\u062f\u064a\u064b\u0627 \u0641\u0631\u064a\u062f\u064b\u0627 \u0644\u0623\u0646\u0647\u0627 \u062a\u064f\u063a\u064a\u0651\u0631 \u0627\u0644\u0628\u0635\u0645\u0627\u062a \u0627\u0644\u0637\u064a\u0641\u064a\u0629\u061b \u0641\u0642\u062f \u064a\u0639\u0643\u0633 \u0646\u0628\u0627\u062a \u0641\u0648\u0644 \u0627\u0644\u0635\u0648\u064a\u0627 \u0627\u0644\u0648\u0627\u0642\u0639 \u0641\u064a \u0627\u0644\u0638\u0644 \u0643\u0645\u064a\u0629 \u0623\u0642\u0644 \u0645\u0646 \u0627\u0644\u0623\u0634\u0639\u0629 \u062a\u062d\u062a \u0627\u0644\u062d\u0645\u0631\u0627\u0621 \u0627\u0644\u0642\u0631\u064a\u0628\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u064a\u064f\u0634\u0628\u0647 \u0627\u0644\u0646\u0628\u0627\u062a\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0632\u0631\u0648\u0639\u0629. \u0648\u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u060c \u062a\u0645\u0643\u0651\u0646\u062a \u0634\u0628\u0643\u0629 CMTNet \u0645\u0646 \u062a\u062d\u062f\u064a\u062f \u0623\u0646 \u0647\u0630\u0647 \u0627\u0644\u0646\u0628\u0627\u062a\u0627\u062a \u0627\u0644\u0645\u0638\u0644\u0644\u0629 \u062c\u0632\u0621 \u0645\u0646 \u062d\u0642\u0644 \u0641\u0648\u0644 \u0635\u0648\u064a\u0627 \u0623\u0643\u0628\u0631\u060c \u0645\u0645\u0627 \u0642\u0644\u0651\u0644 \u0645\u0646 \u0627\u0644\u0623\u062e\u0637\u0627\u0621.<\/p>\n

    \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a WHU-Hi-HongHu\u060c \u062a\u0641\u0648\u0642 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u062a\u0645\u064a\u064a\u0632 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0627\u0644\u0645\u062a\u0634\u0627\u0628\u0647\u0629 \u0637\u064a\u0641\u064a\u064b\u0627\u060c \u0645\u062b\u0644 \u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0643\u0631\u0646\u0628 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0645\u062d\u0642\u0642\u064b\u0627 \u062f\u0642\u0629 96.54% \u0644\u0640\u00a0\u0628\u0631\u0627\u0633\u064a\u0643\u0627 \u0628\u0627\u0631\u0627\u0634\u064a\u0646\u064a\u0646\u0633\u064a\u0633<\/em>.<\/p>\n

    \u0623\u0643\u062f\u062a \u062f\u0631\u0627\u0633\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0626\u0635\u0627\u0644 - \u0648\u0647\u064a \u062a\u062c\u0627\u0631\u0628 \u062a\u064f\u0632\u064a\u0644 \u0645\u0643\u0648\u0646\u0627\u062a \u0644\u062a\u0642\u064a\u064a\u0645 \u062a\u0623\u062b\u064a\u0631\u0647\u0627 - \u0623\u0647\u0645\u064a\u0629 \u0643\u0644 \u0648\u062d\u062f\u0629. \u0623\u062f\u0649 \u0625\u0636\u0627\u0641\u0629 \u0648\u062d\u062f\u0629 \u0642\u064a\u0648\u062f \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0648\u062d\u062f\u0647\u0627 \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0628\u0645\u0642\u062f\u0627\u0631 1.52% \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a WHU-Hi-HongHu\u060c \u0645\u0645\u0627 \u064a\u064f\u0628\u0631\u0632 \u062f\u0648\u0631\u0647\u0627 \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u062f\u0645\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a. \u0628\u062f\u0648\u0646 \u0647\u0630\u0647 \u0627\u0644\u0648\u062d\u062f\u0629\u060c \u062a\u0645 \u062f\u0645\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0648\u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629 \u0628\u0634\u0643\u0644 \u0639\u0634\u0648\u0627\u0626\u064a\u060c \u0645\u0645\u0627 \u0623\u062f\u0649 \u0625\u0644\u0649 \u062a\u0635\u0646\u064a\u0641\u0627\u062a \u063a\u064a\u0631 \u0645\u062a\u0633\u0642\u0629.<\/p>\n

    \u0627\u0644\u0645\u0641\u0627\u0636\u0644\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0648\u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629<\/h2>\n

    \u0631\u063a\u0645 \u0623\u0646 \u062f\u0642\u0629 CMTNet \u0644\u0627 \u062a\u064f\u0636\u0627\u0647\u0649\u060c \u0625\u0644\u0627 \u0623\u0646 \u062a\u0643\u0644\u0641\u062a\u0647\u0627 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0623\u0639\u0644\u0649 \u0645\u0646 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629. \u0627\u0633\u062a\u063a\u0631\u0642 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a WHU-Hi-HongHu 1885 \u062b\u0627\u0646\u064a\u0629\u060c \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640 74 \u062b\u0627\u0646\u064a\u0629 \u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u063a\u0627\u0628\u0629 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629 (RF)\u060c \u0648\u0647\u064a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u062a\u0639\u0644\u0645 \u0622\u0644\u064a \u062a\u0628\u0646\u064a \u0623\u0634\u062c\u0627\u0631 \u0627\u0644\u0642\u0631\u0627\u0631 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/p>\n

    \u0645\u0639 \u0630\u0644\u0643\u060c \u064a\u064f\u0639\u062f\u0651 \u0647\u0630\u0627 \u0627\u0644\u062a\u0648\u0627\u0632\u0646 \u0645\u064f\u0628\u0631\u0631\u0627\u064b \u0641\u064a \u0627\u0644\u0632\u0631\u0627\u0639\u0629 \u0627\u0644\u062f\u0642\u064a\u0642\u0629\u060c \u062d\u064a\u062b \u062a\u0624\u062b\u0631 \u0627\u0644\u062f\u0642\u0629 \u0628\u0634\u0643\u0644 \u0645\u0628\u0627\u0634\u0631 \u0639\u0644\u0649 \u062a\u0648\u0642\u0639\u0627\u062a \u0627\u0644\u0645\u062d\u0635\u0648\u0644 \u0648\u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0645\u0648\u0627\u0631\u062f. \u0641\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0642\u062f \u064a\u0624\u062f\u064a \u062a\u0635\u0646\u064a\u0641 \u0645\u062d\u0635\u0648\u0644 \u0645\u0631\u064a\u0636 \u0639\u0644\u0649 \u0623\u0646\u0647 \u0633\u0644\u064a\u0645 \u0625\u0644\u0649 \u062a\u0641\u0634\u064a \u0627\u0644\u0622\u0641\u0627\u062a \u0628\u0634\u0643\u0644 \u0644\u0627 \u064a\u0645\u0643\u0646 \u0627\u0644\u0633\u064a\u0637\u0631\u0629 \u0639\u0644\u064a\u0647\u060c \u0645\u0645\u0627 \u064a\u064f\u0644\u062d\u0642 \u0623\u0636\u0631\u0627\u0631\u0627\u064b \u0628\u0627\u0644\u063a\u0629 \u0628\u0627\u0644\u062d\u0642\u0648\u0644 \u0628\u0623\u0643\u0645\u0644\u0647\u0627.<\/p>\n

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    \u0645\u0633\u062a\u0642\u0628\u0644 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u0637\u064a\u0641\u064a \u0627\u0644\u0641\u0627\u0626\u0642 \u0645\u0639 \u0634\u0628\u0643\u0629 CMTNet<\/h2>\n

    \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0646\u062c\u0627\u062d\u0647\u0627\u060c \u062a\u0648\u0627\u062c\u0647 \u0634\u0628\u0643\u0629 CMTNet \u0628\u0639\u0636 \u0627\u0644\u0642\u064a\u0648\u062f. \u064a\u0646\u062e\u0641\u0636 \u0627\u0644\u0623\u062f\u0627\u0621 \u0642\u0644\u064a\u0644\u0627\u064b \u0641\u064a \u0627\u0644\u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u0645\u0638\u0644\u0644\u0629 \u0628\u0634\u062f\u0629\u060c \u0643\u0645\u0627 \u0647\u0648 \u0627\u0644\u062d\u0627\u0644 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a WHU-Hi-HanChuan (97.29% OA \u0645\u0642\u0627\u0628\u0644 99.58% \u0641\u064a \u0645\u0646\u0637\u0642\u0629 LongKou \u0627\u0644\u0645\u0636\u0627\u0621\u0629 \u062c\u064a\u062f\u0627\u064b). \u062a\u064f\u0639\u0642\u0651\u062f \u0627\u0644\u0638\u0644\u0627\u0644 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0644\u0623\u0646\u0647\u0627 \u062a\u064f\u0642\u0644\u0644 \u0645\u0646 \u0634\u062f\u0629 \u0627\u0644\u0636\u0648\u0621 \u0627\u0644\u0645\u0646\u0639\u0643\u0633\u060c \u0645\u0645\u0627 \u064a\u064f\u063a\u064a\u0631 \u0645\u0646 \u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0637\u064a\u0641.<\/p>\n

    \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0639\u064a\u0646\u0627\u062a \u062a\u062f\u0631\u064a\u0628 \u0635\u063a\u064a\u0631\u0629 \u0644\u0644\u063a\u0627\u064a\u0629\u060c \u0645\u062b\u0644 \u0641\u0648\u0644 \u0627\u0644\u0635\u0648\u064a\u0627 \u0630\u064a \u0627\u0644\u0623\u0648\u0631\u0627\u0642 \u0627\u0644\u0636\u064a\u0642\u0629 (20 \u0639\u064a\u0646\u0629)\u060c \u062a\u062a\u062e\u0644\u0641 \u0639\u0646 \u062a\u0644\u0643 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0641\u064a\u0631\u0629. \u064a\u062d\u062f \u0635\u063a\u0631 \u062d\u062c\u0645 \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0645\u0646 \u0642\u062f\u0631\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0628\u0627\u064a\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0646\u0648\u0639\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0641\u064a \u0634\u0643\u0644 \u0627\u0644\u0623\u0648\u0631\u0627\u0642 \u0646\u062a\u064a\u062c\u0629 \u0644\u062c\u0648\u062f\u0629 \u0627\u0644\u062a\u0631\u0628\u0629.<\/p>\n

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

    \u0639\u0644\u0627\u0648\u0629 \u0639\u0644\u0649 \u0630\u0644\u0643\u060c \u064a\u0644\u062a\u0642\u0637 \u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u062d\u0631\u0627\u0631\u064a \u0628\u0635\u0645\u0627\u062a \u062d\u0631\u0627\u0631\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0648\u0641\u0631 \u0623\u062f\u0644\u0629 \u0625\u0636\u0627\u0641\u064a\u0629 \u062d\u0648\u0644 \u0635\u062d\u0629 \u0627\u0644\u0646\u0628\u0627\u062a\u061b \u0641\u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0627\u0644\u0645\u062c\u0647\u062f\u0629 \u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0627 \u062a\u0643\u0648\u0646 \u062f\u0631\u062c\u0629 \u062d\u0631\u0627\u0631\u0629 \u0623\u063a\u0635\u0627\u0646\u0647\u0627 \u0623\u0639\u0644\u0649 \u0646\u062a\u064a\u062c\u0629 \u0627\u0646\u062e\u0641\u0627\u0636 \u0627\u0644\u0646\u062a\u062d. \u0648\u0642\u062f \u062a\u064f\u062d\u0633\u0651\u0646 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0634\u0628\u0647 \u0627\u0644\u0645\u0648\u062c\u0647\u060c \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u0641\u064a\u062f \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0635\u0646\u0641\u0629 (\u0645\u062b\u0644 \u0635\u0648\u0631 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u064a\u0651\u0631\u0629 \u0628\u062f\u0648\u0646 \u062a\u0635\u0646\u064a\u0641\u0627\u062a \u064a\u062f\u0648\u064a\u0629)\u060c \u0627\u0644\u0623\u062f\u0627\u0621 \u0623\u064a\u0636\u0627\u064b \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0627\u0644\u0646\u0627\u062f\u0631\u0629.<\/p>\n

    \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0646\u0638\u064a\u0645 \u0627\u0644\u0627\u062a\u0633\u0627\u0642 - \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u0625\u0646\u062a\u0627\u062c \u062a\u0646\u0628\u0624\u0627\u062a \u0645\u0633\u062a\u0642\u0631\u0629 \u0639\u0628\u0631 \u0646\u0633\u062e \u0645\u0639\u062f\u0644\u0629 \u0642\u0644\u064a\u0644\u0627\u064b \u0645\u0646 \u0646\u0641\u0633 \u0627\u0644\u0635\u0648\u0631\u0629 - \u064a\u0645\u0643\u0646 \u0644\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0627\u0633\u062a\u063a\u0644\u0627\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0635\u0646\u0641\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u0639\u0645\u064a\u0645.<\/p>\n

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    \u0627\u0644\u062e\u0627\u062a\u0645\u0629<\/h2>\n

    \u064a\u0645\u062b\u0644 CMTNet \u0642\u0641\u0632\u0629 \u0646\u0648\u0639\u064a\u0629 \u0641\u064a \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0637\u064a\u0641\u064a\u0629 \u0627\u0644\u0641\u0627\u0626\u0642\u0629. \u0641\u0645\u0646 \u062e\u0644\u0627\u0644 \u062f\u0645\u062c \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNNs) \u0648\u0646\u0645\u0627\u0630\u062c Transformers\u060c \u064a\u0639\u0627\u0644\u062c \u0647\u0630\u0627 \u0627\u0644\u0646\u0638\u0627\u0645 \u062a\u062d\u062f\u064a\u0627\u062a \u0642\u0627\u0626\u0645\u0629 \u0645\u0646\u0630 \u0632\u0645\u0646 \u0637\u0648\u064a\u0644 \u0641\u064a \u0627\u0633\u062a\u062e\u0644\u0627\u0635 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0648\u062f\u0645\u062c\u0647\u0627\u060c \u0645\u0645\u0627 \u064a\u0648\u0641\u0631 \u0644\u0644\u0645\u0632\u0627\u0631\u0639\u064a\u0646 \u0648\u0627\u0644\u0645\u0647\u0646\u062f\u0633\u064a\u0646 \u0627\u0644\u0632\u0631\u0627\u0639\u064a\u064a\u0646 \u0623\u062f\u0627\u0629 \u0641\u0639\u0627\u0644\u0629 \u0644\u0644\u0632\u0631\u0627\u0639\u0629 \u0627\u0644\u062f\u0642\u064a\u0642\u0629.<\/p>\n

    \u062a\u062a\u0631\u0627\u0648\u062d \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0643\u0634\u0641 \u0627\u0644\u0641\u0648\u0631\u064a \u0639\u0646 \u0627\u0644\u0623\u0645\u0631\u0627\u0636 \u0648\u062a\u062d\u0633\u064a\u0646 \u062c\u062f\u0627\u0648\u0644 \u0627\u0644\u0631\u064a\u060c \u0648\u0643\u0644\u0647\u0627 \u0623\u0645\u0648\u0631 \u0628\u0627\u0644\u063a\u0629 \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u0644\u0632\u0631\u0627\u0639\u0629 \u0627\u0644\u0645\u0633\u062a\u062f\u0627\u0645\u0629 \u0641\u064a \u0638\u0644 \u062a\u063a\u064a\u0631 \u0627\u0644\u0645\u0646\u0627\u062e \u0648\u0627\u0644\u0646\u0645\u0648 \u0627\u0644\u0633\u0643\u0627\u0646\u064a. \u0648\u0645\u0639 \u0627\u0632\u062f\u064a\u0627\u062f \u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631\u060c \u0633\u062a\u0644\u0639\u0628 \u0646\u0645\u0627\u0630\u062c \u0645\u062b\u0644 CMTNet \u062f\u0648\u0631\u064b\u0627 \u0645\u062d\u0648\u0631\u064a\u064b\u0627 \u0641\u064a \u0627\u0644\u0623\u0645\u0646 \u0627\u0644\u063a\u0630\u0627\u0626\u064a \u0627\u0644\u0639\u0627\u0644\u0645\u064a.<\/p>\n

    \u0642\u062f \u062a\u064f\u0633\u0647\u0645 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u0628\u0646\u0649 \u0627\u0644\u0623\u062e\u0641 \u0648\u0632\u0646\u064b\u0627 \u0648\u062f\u0645\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637\u060c \u0641\u064a \u062a\u0639\u0632\u064a\u0632 \u062c\u062f\u0648\u0627\u0647\u0627 \u0627\u0644\u0639\u0645\u0644\u064a\u0629. \u0648\u0645\u0639 \u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631\u060c \u064a\u064f\u0645\u0643\u0646 \u0623\u0646 \u062a\u064f\u0635\u0628\u062d \u0634\u0628\u0643\u0629 CMTNet \u062d\u062c\u0631 \u0627\u0644\u0632\u0627\u0648\u064a\u0629 \u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0632\u0631\u0627\u0639\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0641\u064a \u062c\u0645\u064a\u0639 \u0623\u0646\u062d\u0627\u0621 \u0627\u0644\u0639\u0627\u0644\u0645\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u0645\u062b\u0644 \u0644\u0644\u0623\u0631\u0627\u0636\u064a \u0648\u0625\u0646\u062a\u0627\u062c\u064b\u0627 \u063a\u0630\u0627\u0626\u064a\u064b\u0627 \u0645\u0633\u062a\u062f\u0627\u0645\u064b\u0627 \u0644\u0644\u0623\u062c\u064a\u0627\u0644 \u0627\u0644\u0642\u0627\u062f\u0645\u0629.<\/p>\n

    \u0645\u0631\u062c\u0639 <\/strong>Guo, X., Feng, Q. & Guo, F. CMTNet: \u0634\u0628\u0643\u0629 \u0647\u062c\u064a\u0646\u0629 \u0645\u0646 \u0646\u0648\u0639 CNN-transformer \u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0627\u0644\u0637\u064a\u0641\u064a\u0629 \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0641\u064a \u0627\u0644\u0632\u0631\u0627\u0639\u0629 \u0627\u0644\u062f\u0642\u064a\u0642\u0629. Sci Rep 15, 12383 (2025). https:\/\/doi.org\/10.1038\/s41598-025-97052-w<\/a><\/p>","protected":false},"excerpt":{"rendered":"

    \u064a\u064f\u0639\u062f\u0651 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0628\u062f\u0642\u0629 \u0623\u0645\u0631\u0627\u064b \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u0644\u0632\u0631\u0627\u0639\u0629 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0627\u0644\u062d\u062f\u064a\u062b\u0629\u060c \u0625\u0630 \u064a\u0645\u0643\u0651\u0646 \u0627\u0644\u0645\u0632\u0627\u0631\u0639\u064a\u0646 \u0645\u0646 \u0645\u0631\u0627\u0642\u0628\u0629 \u0635\u062d\u0629 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644\u060c \u0648\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629\u060c \u0648\u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0628\u0643\u0641\u0627\u0621\u0629. \u0623\u0645\u0627 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629\u060c \u0641\u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0627...<\/p>","protected":false},"author":210157960,"featured_media":11556,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","_eb_attr":"","content-type":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_wpcom_ai_launchpad_first_post":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"{title}\n\n{excerpt}\n\n{url}","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"_wpas_customize_per_network":false,"jetpack_post_was_ever_published":false},"categories":[1657,1377],"tags":[],"class_list":["post-11549","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-precision-farming","category-crop-monitoring"],"acf":[],"yoast_head":"\nCMTNet Redefines Precision Agriculture By Outperforming Traditional Crop Classification - GeoPard Agriculture<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/geopard.tech\/ar\/\u0645\u062f\u0648\u0646\u0629\/\u064a\u0639\u064a\u062f-cmtnet-\u062a\u0639\u0631\u064a\u0641-\u0627\u0644\u0632\u0631\u0627\u0639\u0629-\u0627\u0644\u062f\u0642\u064a\u0642\u0629-\u0645\u0646-\u062e\u0644\u0627\u0644-\u062a\u0641\/\" \/>\n<meta property=\"og:locale\" content=\"ar_AR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"CMTNet Redefines Precision Agriculture By Outperforming Traditional Crop Classification - GeoPard Agriculture\" \/>\n<meta property=\"og:description\" content=\"Accurate crop classification is essential for modern precision agriculture, enabling farmers to monitor crop health, predict yields, and allocate resources efficiently. 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