{"id":44747,"date":"2024-04-30T10:58:17","date_gmt":"2024-04-30T07:58:17","guid":{"rendered":"https:\/\/uomosul.edu.iq\/engineering\/?p=44747"},"modified":"2024-05-06T10:59:35","modified_gmt":"2024-05-06T07:59:35","slug":"44747-2","status":"publish","type":"post","link":"https:\/\/uomosul.edu.iq\/engineering\/44747-2\/","title":{"rendered":"\u0623\u0637\u0631\u0648\u062d\u0629 \u062f\u0643\u062a\u0648\u0631\u0627\u0647 \u0641\u064a \u0642\u0633\u0645 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0639\u0646 \u0627\u0644\u062a\u0646\u0628\u0624 \u0627\u0644\u0641\u064a\u062f\u064a\u0648\u064a \u0627\u0644\u0628\u0627\u0631\u0632 \u0627\u0644\u0645\u0633\u0627\u0642 \u0628\u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0644\u0627\u0641\u0648\u0641\u064a\u0629 \u0627\u0644\u0639\u0645\u064a\u0642\u0629"},"content":{"rendered":"
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\u0646\u0627\u0642\u0634\u062a \u0643\u0644\u064a\u0629 \u0627\u0644\u0647\u0646\u062f\u0633\u0629\/\u0642\u0633\u0645 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0623\u0637\u0631\u0648\u062d\u0629 \u062f\u0643\u062a\u0648\u0631\u0627\u0629 \u0628\u0639\u0646\u0648\u0627\u0646 \u0627\u0644\u062a\u0646\u0628\u0624 \u0627\u0644\u0641\u064a\u062f\u064a\u0648\u064a \u0627\u0644\u0628\u0627\u0631\u0632 \u0627\u0644\u0645\u0633\u0627\u0642 \u0628\u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0644\u0627\u0641\u0648\u0641\u064a\u0629 \u0627\u0644\u0639\u0645\u064a\u0642\u0629 \u0648 \u0630\u0644\u0643 \u0641\u064a \u0627\u0644\u0633\u0627\u0639\u0629 \u0627\u0644\u062a\u0627\u0633\u0639\u0629 \u0635\u0628\u0627\u062d\u0627 \u0645\u0646 \u064a\u0648\u0645 \u0627\u0644\u062b\u0644\u0627\u062b\u0627\u0621 \u0627\u0644\u0645\u0648\u0627\u0641\u0642 2024\/4\/30 \u0648 \u0639\u0644\u0649 \u0642\u0627\u0639\u0629 \u0627\u0644\u0645\u0646\u0627\u0642\u0634\u0627\u062a \u0641\u064a \u0627\u0644\u0642\u0633\u0645\u060c \u062d\u0636\u0631 \u0627\u0644\u0645\u0646\u0627\u0642\u0634\u0629 \u0639\u062f\u062f \u0645\u0646 \u062a\u062f\u0631\u064a\u0633\u064a \u0627\u0644\u0642\u0633\u0645.<\/div>\n
\u0646\u0627\u0642\u0634\u062a \u0627\u0644\u0627\u0637\u0631\u0648\u062d\u0629 \u0627\u0644\u062a\u064a \u062a\u0642\u062f\u0645\u062a \u0628\u0647\u0627 \u0627\u0644\u0637\u0627\u0644\u0628\u0629 \u0632\u0647\u0631\u0627\u0621 \u0637\u0644\u0627\u0644 \u0639\u0628\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0627\u0633\u0627\u0633\u064a\u0629 \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0645\u062b\u0644 \u0623\u062c\u0647\u0632\u0629<\/div>\n
\u0627\u0644\u062a\u0634\u0641\u064a\u0631\u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a\u0629 AE \u0648\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0634\u0641\u064a\u0631 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a \u0627\u0644\u0645\u062a\u063a\u064a\u064a\u0631 VAE \u0648 \u0643\u0630\u0644\u0643 \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u062f\u0627\u0626\u064a\u0629 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 GAN.<\/div>\n
\u062a\u0645 \u062f\u0645\u062c \u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0627\u0644\u062a\u0634\u0641\u064a\u0631 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a \u0645\u0639 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0644\u0627\u0641\u0648\u0641\u064a\u0629 \u0627\u0644\u062b\u0644\u0627\u062b\u064a\u0629 \u0627\u0644\u0627\u0628\u0639\u0627\u062f \u0648\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u062a\u062c\u0645\u0639 \u0627\u0644\u062b\u0644\u0627\u062b\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0648 \u0627\u0642\u062a\u0631\u0627\u062d \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0634\u0641\u064a\u0631 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a \u0627\u0644\u062b\u0644\u0627\u062b\u064a\u0629 \u0627\u0644\u0627\u0628\u0639\u0627\u062f.\u0627\u0646 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0643\u0645\u064a\u0629 \u0644\u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0647\u064a 32.1 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644 PSNR 7.97 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 MSE \u0648 0.94 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644 SSIM.<\/div>\n
\u0625\u0646 \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0642\u062a\u0631\u062d \u064a\u0633\u062a\u0647\u0644\u0643 5.415MB \u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u0627\u0648\u0632\u0627\u0646 \u0648 20.66MB \u0648 22.216G FLOP \u0648\u0625\u0646 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0634\u0641\u064a\u0631 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a \u0627\u0644\u062b\u0644\u0627\u062b\u064a \u0627\u0644\u0627\u0628\u0639\u0627\u062f \u0627\u0644\u0645\u0642\u062a\u0631\u062d \u064a\u062d\u0642\u0642 \u0623\u062f\u0627\u0621\u064b\u0645\u0642\u0628\u0648\u0627\u0644\u064b \u0644\u0643\u0646\u0647 \u0645\u0627 \u0632\u0627\u0644 \u064a\u0639\u0627\u0646\u064a \u0645\u0646 \u0636\u0628\u0627\u0628\u064a\u0629 \u0627\u0644\u062a\u0646\u0628\u0624\u060c\u0648\u062e\u0627\u0635\u0629 \u0641\u064a \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0628\u0635\u0631\u064a\u0629.<\/div>\n
\u0625\u0645\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062b\u0627\u0646\u064a \u0647\u0648 \u0627\u0644\u062a\u0634\u0641\u064a\u0631 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a \u0627\u0644\u062b\u0644\u0627\u062b\u064a \u0627\u0644\u0627\u0628\u0639\u0627\u062f \u0627\u0644\u0645\u062d\u0633\u0646 \u0627\u0644\u0645\u0642\u062a\u0631\u062d EAE – 3D \u0648 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0625\u0639\u0627\u062f\u0629 \u062a\u0631\u062a\u064a\u0628 \u0637\u0628\u0642\u0627\u062a \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u062b\u0644\u0627\u062b\u064a\u0629 \u0627\u0644\u0627\u0628\u0639\u0627\u062f \u0627\u0644\u062a\u064a \u062a\u0645 \u062a\u0637\u0628\u064a\u0642\u0647\u0627 \u0641\u064a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0648\u0644 \u0627\u0644\u0645\u0642\u062a\u0631\u062d. \u0623\u062f\u0649 \u0647\u0630\u0627 \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c 3D-EAE.<\/div>\n
\u0647\u062f\u0641\u062a \u0627\u0644\u0627\u0637\u0631\u0648\u062d\u0629 \u0625\u0644\u0649 \u062a\u062d\u0642\u064a\u0642 \u0646\u0645\u0648\u0630\u062c \u062a\u0646\u0628\u0624 \u0641\u064a\u062f\u064a\u0648\u064a \u0645\u0633\u062a\u0642\u0631 \u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c\u0648\u0630\u0644\u0643 \u0628\u0625\u0642\u062a\u0631\u0627\u062d \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062b\u0627\u0644\u062b \u0639\u0646 \u0637\u0631\u064a\u0642 \u062f\u0645\u062c \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0634\u0641\u064a\u0631 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a \u0627\u0644\u0645\u062a\u063a\u064a\u0631 (VAE) \u0645\u0639 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0644\u0627\u0641\u0648\u0641\u064a\u0629\u0627\u0644\u062b\u0644\u0627\u062b\u064a\u0629 \u0627\u0644\u0627\u0628\u0639\u0627\u062f \u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0646\u0645\u0648\u0630\u062c( 3D-VAE).\u062a\u0633\u0627\u0639\u062f \u0648\u0638\u064a\u0641\u0629 \u0623\u062e\u0630 \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0627\u0644\u0645\u0642\u062a\u0631\u062d\u0629<\/div>\n
\u060cMSE \u0644\u0640 3.99*10-4<\/div>\n
\u0644\u0632\u064a\u0627\u062f\u0629 \u0623\u062f\u0627\u0621 \u0646\u0645\u0648\u0630\u062c 3D-VAE\u060c \u0627\u0644\u0630\u064a \u064a\u0635\u0644 \u0625\u0644\u0649 35.6 \u0644\u0640 PSNR<\/div>\n
\u06480.966 \u0644\u0644\u0640 SSIM.\u0643\u0630\u0644\u0643 \u062a\u0645 \u062a\u0642\u062f\u064a\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0631\u0627\u0628\u0639 (3D-VGAN)\u0644\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062a\u0648\u0642\u0639\u0627\u062a \u0627\u0644\u0636\u0628\u0627\u0628\u064a\u0629 \u0642\u062f\u0631 \u0627\u0644\u0625\u0645\u0643\u0627\u0646 . \u064a\u062c\u0645\u0639 \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u064a\u0646 \u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0644\u0627\u0641\u0648\u0641\u064a\u0629 \u0627\u0644\u062b\u0644\u0627\u062b\u064a\u0629 \u0627\u0644\u0627\u0628\u0639\u0627\u062f 3D-CONV \u0648 \u0648\u062d\u062f\u0629 \u0627\u0644\u062a\u0634\u0641\u064a\u0631 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0629 3D-VAE\u060c \u0643\u0630\u0644\u0643 \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u062f\u0627\u0626\u064a\u0629 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 GAN \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0645\u0632\u0627\u064a\u0627 \u0647\u0630\u0647 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0648\u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0627\u062a\u060c\u0645\u062b\u0644 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u0633\u062a\u0642\u0631 \u0648\u0633\u0644\u0633 \u0628\u0634\u0643\u0644 \u0641\u0648\u0631\u064a \u0644\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0643\u0627\u0645\u0646\u0629 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629 \u0648\u0625\u0646\u062a\u0627\u062c \u0646\u0645\u0648\u0630\u062c \u062a\u0646\u0628\u0624 \u0623\u0642\u0644 \u0636\u0628\u0627\u0628\u064a\u0629. \u0647\u0630\u0627 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u064a\u062d\u0642\u0642 \u0623\u062f\u0627\u0621 \u0623\u0641\u0636\u0644 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628<\/div>\n
\u0648 MSE 2.616*10-4 \u0648\u0643\u0627\u0646\u062a \u0646\u062a\u0627\u0626\u062c 3D-VGAN \u0627\u0644\u0645\u0642\u062a\u0631\u062d\u0629 \u0647\u064a 39.96 \u0644\u0640 PSNR \u0648 .SSIM \u0644\u0640 0.973<\/div>\n
\u0625\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0631\u0628\u0639\u0629 \u0627\u0644\u0645\u0642\u062a\u0631\u062d\u0629 \u062a\u0633\u062a\u0647\u0644\u0643 \u0645\u0635\u0627\u062f\u0631 \u0645\u0627\u062f\u064a\u0629 \u0643\u0628\u064a\u0631\u0629.<\/div>\n
\u0644\u0630\u0627 \u062a\u0645 \u0627\u0642\u062a\u0631\u0627\u062d \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u0645 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u062d\u0630\u0641 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0627\u0642\u0644 \u0642\u064a\u0645\u0627 \u0644\u062a\u0642\u0644\u064a\u0644 \u0645\u0646 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0642\u062a\u0631\u062d \u0645\u0639 \u0627\u0644\u0639\u0645\u0644 \u0639\u0644\u0649 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0627\u0621 \u0628\u0623\u0641\u0636\u0644 \u0648\u062c\u0647 \u0628\u0642\u062f\u0631 \u0627\u0644\u0625\u0645\u0643\u0627\u0646 .<\/div>\n
\u0627\u0642\u062a\u0637\u0639\u062a \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u0645 \u066a38\u0645\u0646 \u0625\u062c\u0645\u0627\u0644\u064a FLOP \u0645\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c(3D-AE) \u0627\u0644\u0645\u0642\u062a\u0631\u062d \u0628\u064a\u0646\u0645\u0627 \u062a\u0645 \u062d\u0630\u0641 \u066a39.1\u0645\u0646 \u0625\u062c\u0645\u0627\u0644\u064aFLOP \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0646\u0645\u0648\u0630\u062c<\/div>\n
3D-EAD \u0648 \u062a\u0645 \u0627\u0642\u062a\u0637\u0627\u0639 \u066a49.7 \u0645\u0646 \u0625\u062c\u0645\u0627\u0644\u064a FLOP \u0645\u0646 \u0646\u0645\u0648\u0630\u062c 3D-VAE \u0627\u0644\u0645\u0642\u062a\u0631\u062d\u060c \u0648\u064a\u062a\u0645<\/div>\n
\u062a\u0642\u0644\u064a\u0645 \u066a29.7 \u0645\u0646 \u0625\u062c\u0645\u0627\u0644\u064a FLOP \u0645\u0646 \u0646\u0645\u0648\u0630\u062c 3D-VGAN\u0627\u0644\u0645\u0642\u062a\u0631\u062d.<\/div>\n
\u0623\u0638\u0647\u0631\u062a \u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0627\u0637\u0631\u0648\u062d\u0629 \u0627\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0642\u062a\u0631\u062d\u0629 \u062d\u0642\u0642\u062a \u0623\u062f\u0627\u0621\u064b\u0639\u0627\u0644\u064a\u064b\u0627 \u0645\u0639 \u0627\u0646\u062e\u0641\u0627\u0636 \u0645\u0646 \u0627\u0644\u062a\u0639\u0642\u064a\u062f\u0627\u062a \u0627\u0644\u0645\u0627\u062f\u064a\u0629 \u0644\u0644\u0646\u0645\u0627\u0630\u062c<\/div>\n
\u0627\u0644\u0645\u0642\u062a\u0631\u062d\u0629 .<\/div>\n
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<\/div>\n
\"\" \"\" \"\"<\/div>\n","protected":false},"excerpt":{"rendered":"

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\u0627\u0644\u0645\u0632\u064a\u062f]<\/a><\/p>\n","protected":false},"author":8,"featured_media":44751,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6,9],"tags":[],"class_list":["post-44747","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-6","category-9"],"_links":{"self":[{"href":"https:\/\/uomosul.edu.iq\/engineering\/wp-json\/wp\/v2\/posts\/44747","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/uomosul.edu.iq\/engineering\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/uomosul.edu.iq\/engineering\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/uomosul.edu.iq\/engineering\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/uomosul.edu.iq\/engineering\/wp-json\/wp\/v2\/comments?post=44747"}],"version-history":[{"count":2,"href":"https:\/\/uomosul.edu.iq\/engineering\/wp-json\/wp\/v2\/posts\/44747\/revisions"}],"predecessor-version":[{"id":44753,"href":"https:\/\/uomosul.edu.iq\/engineering\/wp-json\/wp\/v2\/posts\/44747\/revisions\/44753"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/uomosul.edu.iq\/engineering\/wp-json\/wp\/v2\/media\/44751"}],"wp:attachment":[{"href":"https:\/\/uomosul.edu.iq\/engineering\/wp-json\/wp\/v2\/media?parent=44747"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/uomosul.edu.iq\/engineering\/wp-json\/wp\/v2\/categories?post=44747"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/uomosul.edu.iq\/engineering\/wp-json\/wp\/v2\/tags?post=44747"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}