{"id":1146,"date":"2026-06-10T12:16:10","date_gmt":"2026-06-10T04:16:10","guid":{"rendered":"https:\/\/imgedits.net\/"},"modified":"2026-06-10T12:17:45","modified_gmt":"2026-06-10T04:17:45","slug":"understanding-ai-image","status":"publish","type":"post","link":"https:\/\/imgedits.net\/ar\/post\/understanding-ai-image\/","title":{"rendered":"Understanding the Foundations of AI Image Generation"},"content":{"rendered":"<p class=\"wp-block-paragraph\">\u0625\u0646 \u0642\u062f\u0631\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0644\u0649 \u062a\u0648\u0644\u064a\u062f \u0635\u0648\u0631 \u0648\u0627\u0642\u0639\u064a\u0629\u060c \u0648\u0623\u0639\u0645\u0627\u0644 \u0641\u0646\u064a\u0629 \u0645\u0639\u0642\u062f\u0629\u060c \u0648\u062a\u0635\u0645\u064a\u0645\u0627\u062a \u0645\u0631\u0626\u064a\u0629 \u062f\u0642\u064a\u0642\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0645\u0637\u0627\u0644\u0628\u0627\u062a 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\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0636\u063a\u0637 \u0647\u0630\u0627 \u0627\u0644\u0645\u062d\u064a\u0637 \u0627\u0644\u0634\u0627\u0633\u0639 \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0631\u0626\u064a\u0629 \u0641\u064a \u0645\u0641\u0647\u0648\u0645 \u0645\u0646\u0638\u0645 \u0631\u064a\u0627\u0636\u064a\u0627\u064b \u064a\u064f\u0639\u0631\u0641 \u0628\u0627\u0633\u0645 \"\u0627\u0644\u0641\u0636\u0627\u0621 \u0627\u0644\u0643\u0627\u0645\u0646\" (latent space). \u064a\u0645\u0643\u0646 \u062a\u0635\u0648\u0631 \u0627\u0644\u0641\u0636\u0627\u0621 \u0627\u0644\u0643\u0627\u0645\u0646 \u0643\u0646\u0638\u0627\u0645 \u0625\u062d\u062f\u0627\u062b\u064a\u0627\u062a \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u063a\u064a\u0631 \u0645\u0631\u0626\u064a \u062d\u064a\u062b \u064a\u062a\u0645 \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0645\u062a\u0634\u0627\u0628\u0647\u0629 \u0645\u0639\u0627\u064b \u0628\u0634\u0643\u0644 \u0648\u062b\u064a\u0642. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644 \u0627\u0644\u0631\u064a\u0627\u0636\u064a \u0627\u0644\u062e\u0641\u064a\u060c \u064a\u0642\u0639 \u0627\u0644\u0645\u062a\u062c\u0647 \u0627\u0644\u0630\u064a \u064a\u0645\u062b\u0644 \"\u0643\u0644\u0628\u0627\u064b\" \u0628\u0627\u0644\u0642\u0631\u0628 \u0645\u0646 \u0627\u0644\u0645\u062a\u062c\u0647 \u0627\u0644\u0630\u064a \u064a\u0645\u062b\u0644 \"\u0642\u0637\u0629\" \u0636\u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u0623\u0648\u0633\u0639 \u0645\u0646 \"\u0627\u0644\u062d\u064a\u0648\u0627\u0646\u0627\u062a\"\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u062a\u0645 \u0648\u0636\u0639 \u0625\u062d\u062f\u0627\u062b\u064a\u0627\u062a \"\u063a\u0631\u0648\u0628 \u0627\u0644\u0634\u0645\u0633\" \u0628\u0627\u0644\u0642\u0631\u0628 \u0645\u0646 \"\u0634\u0631\u0648\u0642 \u0627\u0644\u0634\u0645\u0633\" \u0648\"\u0627\u0644\u063a\u0633\u0642\". \u0639\u0646\u062f\u0645\u0627 \u064a\u0642\u0648\u0645 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0628\u0625\u062f\u062e\u0627\u0644 \u0645\u0637\u0627\u0644\u0628\u0627\u062a (prompt)\u060c \u064a\u062a\u0646\u0642\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0628\u0631 \u0647\u0630\u0627 \u0627\u0644\u0641\u0636\u0627\u0621 \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u060c \u0644\u064a\u062c\u062f \u0627\u0644\u062a\u0642\u0627\u0637\u0639 \u0627\u0644\u062f\u0642\u064a\u0642 \u0644\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0644\u064a\u0643\u0648\u0646 \u0628\u0645\u062b\u0627\u0628\u0629 \u0645\u062e\u0637\u0637 \u0644\u0644\u0645\u062e\u0631\u062c\u0627\u062a.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u062a\u0637\u0648\u0631 \u0627\u0644\u0628\u0646\u064a\u0629: \u0645\u0646 \u0634\u0628\u0643\u0627\u062a GAN \u0625\u0644\u0649 \u0627\u0644\u0645\u0634\u0641\u0631\u0627\u062a \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a\u0629 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0629<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0644\u0641\u0647\u0645 \u0627\u0644\u0648\u0636\u0639 \u0627\u0644\u062d\u062f\u064a\u062b \u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631 \u0628\u0648\u0627\u0633\u0637\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0645\u0646 \u0627\u0644\u0636\u0631\u0648\u0631\u064a \u062a\u062a\u0628\u0639 \u0627\u0644\u0623\u0646\u0633\u0627\u0628 \u0627\u0644\u062a\u0637\u0648\u0631\u064a\u0629 \u0644\u0647\u064a\u0627\u0643\u0644\u0647\u0627 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629. \u062c\u0627\u0621\u062a \u0627\u0644\u0627\u0646\u0637\u0644\u0627\u0642\u0629 \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0641\u064a \u062a\u0648\u0644\u064a\u062f \u0635\u0648\u0631 \u0645\u0642\u0646\u0639\u0629 \u0645\u0639 \u062a\u0642\u062f\u064a\u0645 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 (Generative Adversarial Networks)\u060c \u0648\u0627\u0644\u0645\u0639\u0631\u0648\u0641\u0629 \u0628\u0627\u0633\u0645 GANs. \u062a\u0639\u0645\u0644 \u0634\u0628\u0643\u0627\u062a GAN\u060c \u0627\u0644\u062a\u064a \u062a\u0645 \u062a\u0635\u0648\u0631\u0647\u0627 \u0641\u064a \u0639\u0627\u0645 2014\u060c \u0648\u0641\u0642 \u0645\u0628\u062f\u0623 \u062a\u0646\u0627\u0641\u0633\u064a \u0631\u0627\u0626\u0639 \u064a\u062a\u0636\u0645\u0646 \u0634\u0628\u0643\u062a\u064a\u0646 \u0639\u0635\u0628\u064a\u062a\u064a\u0646 \u0645\u062a\u0645\u064a\u0632\u062a\u064a\u0646 \u062a\u0639\u0645\u0644\u0627\u0646 \u0643\u0645\u062a\u0646\u0627\u0641\u0633\u064a\u0646: \u0627\u0644\u0645\u0648\u0644\u062f (Generator) \u0648\u0627\u0644\u0645\u0645\u064a\u0632 (Discriminator). \u0627\u0644\u0647\u062f\u0641 \u0627\u0644\u0648\u062d\u064a\u062f \u0644\u0644\u0645\u0648\u0644\u062f \u0647\u0648 \u0625\u0646\u0634\u0627\u0621 \u0635\u0648\u0631\u0629 \u0645\u0646 \u0636\u0648\u0636\u0627\u0621 \u0631\u064a\u0627\u0636\u064a\u0629 \u0639\u0634\u0648\u0627\u0626\u064a\u0629\u060c \u0641\u064a \u062d\u064a\u0646 \u0623\u0646 \u062f\u0648\u0631 \u0627\u0644\u0645\u0645\u064a\u0632 \u0647\u0648 \u062a\u0642\u064a\u064a\u0645 \u062a\u0644\u0643 \u0627\u0644\u0635\u0648\u0631\u0629 \u0645\u0642\u0627\u0628\u0644 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0635\u0648\u0631 \u062d\u0642\u064a\u0642\u064a\u0629 \u0645\u0646 \u0635\u0646\u0639 \u0627\u0644\u0625\u0646\u0633\u0627\u0646 \u0648\u062a\u062d\u062f\u064a\u062f \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0645\u0648\u0644\u062f\u0629 \"\u062d\u0642\u064a\u0642\u064a\u0629\" \u0623\u0645 \"\u0645\u0632\u064a\u0641\u0629\".<\/p>\n\n\n\n<article style=\"line-height: 1.8; color: #333; font-family: sans-serif; max-width: 800px; margin: auto;\">\n\n\n    <div style=\"background-color: #ffffff; border-radius: 16px; box-shadow: 0 10px 30px rgba(255, 128, 102, 0.1); padding: 30px; margin: 40px 0; border: 1px solid rgba(255, 128, 102, 0.15);\">\n        <h3 style=\"color: #ff8066; text-align: center; margin-top: 0;\">\u062a\u062f\u0641\u0642 \u0628\u0646\u064a\u0629 GAN<\/h3>\n        \n        <div style=\"display: flex; align-items: center; justify-content: space-between; margin-bottom: 20px;\">\n            <div style=\"background: #fff0ed; border: 1px dashed #ff8066; color: #ff8066; padding: 10px; border-radius: 8px; font-size: 13px; text-align: center; width: 25%;\">\u0636\u0648\u0636\u0627\u0621 \u0639\u0634\u0648\u0627\u0626\u064a\u0629<\/div>\n            <div style=\"flex: 1; height: 2px; background: #ffb3a6; margin: 0 10px; position: relative;\"><div style=\"position: absolute; right: 0; top: -4px; border-left: 6px solid #ffb3a6; border-top: 5px solid transparent; border-bottom: 5px solid transparent;\"><\/div><\/div>\n            <div style=\"background: #ff8066; color: #ffffff; padding: 10px; border-radius: 8px; font-size: 13px; text-align: center; width: 25%;\">\u0627\u0644\u0645\u0648\u0644\u062f<\/div>\n            <div style=\"flex: 1; height: 2px; background: #ffb3a6; margin: 0 10px; position: relative;\"><div style=\"position: absolute; right: 0; top: -4px; border-left: 6px solid #ffb3a6; border-top: 5px solid transparent; border-bottom: 5px solid transparent;\"><\/div><\/div>\n            <div style=\"background: #fff3f0; border: 1px solid #ffb3a6; color: #e65c40; padding: 10px; border-radius: 8px; font-size: 13px; text-align: center; width: 25%;\">\u0635\u0648\u0631\u0629 \u0645\u0632\u064a\u0641\u0629<\/div>\n        <\/div>\n        <div style=\"width: 2px; height: 20px; background: #ffb3a6; margin: 0 auto;\"><\/div>\n        <div style=\"display: flex; align-items: center; justify-content: center; margin: 5px 0;\">\n            <div style=\"background: #e65c40; color: #ffffff; padding: 10px; border-radius: 8px; font-size: 13px; text-align: center; width: 30%; margin-right: 20px;\">\u0627\u0644\u0645\u0645\u064a\u0632<\/div>\n            <div style=\"height: 2px; width: 40px; background: #ffb3a6; position: relative; margin-right: 20px;\"><div style=\"position: absolute; left: 0; top: -4px; border-right: 6px solid #ffb3a6; border-top: 5px solid transparent; border-bottom: 5px solid transparent;\"><\/div><\/div>\n            <div style=\"background: #333333; color: #ffffff; padding: 10px; border-radius: 8px; font-size: 13px; text-align: center; width: 30%;\">\u0635\u0648\u0631 \u062d\u0642\u064a\u0642\u064a\u0629<\/div>\n        <\/div>\n        <div style=\"margin-top: 25px; text-align: center; border-top: 2px dashed #ffb3a6; padding-top: 15px;\">\n            <span style=\"background: #fff0ed; border: 1px solid #ff8066; color: #e65c40; padding: 8px 15px; border-radius: 20px; font-size: 12px; font-weight: bold;\">\n                \ud83d\udd04 \u062d\u0644\u0642\u0629 \u0627\u0644\u062a\u063a\u0630\u064a\u0629 \u0627\u0644\u0631\u0627\u062c\u0639\u0629: \u062d\u0642\u064a\u0642\u064a\/\u0645\u0632\u064a\u0641\n            <\/span>\n        <\/div>\n    <\/div>\n\n \n<\/article>\n\n\n\n<p class=\"wp-block-paragraph\">\u062a\u0624\u062f\u064a \u0647\u0630\u0647 \u0627\u0644\u0639\u0644\u0627\u0642\u0629 \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u0625\u0644\u0649 \u0625\u0637\u0644\u0627\u0642 \u062d\u0644\u0642\u0629 \u062a\u063a\u0630\u064a\u0629 \u0631\u0627\u062c\u0639\u0629 \u0641\u0639\u0627\u0644\u0629 \u0644\u0644\u063a\u0627\u064a\u0629. \u0641\u064a \u0627\u0644\u0628\u062f\u0627\u064a\u0629\u060c \u0644\u0627 \u064a\u0646\u062a\u062c \u0627\u0644\u0645\u0648\u0644\u062f \u0633\u0648\u0649 \u0636\u0648\u0636\u0627\u0621 \u063a\u064a\u0631 \u0645\u062a\u0645\u0627\u0633\u0643\u0629. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0648\u0628\u0645\u0627 \u0623\u0646 \u0627\u0644\u0645\u0645\u064a\u0632 \u064a\u0643\u062a\u0634\u0641 \u0647\u0630\u0647 \u0627\u0644\u0639\u064a\u0648\u0628 \u0628\u0633\u0647\u0648\u0644\u0629 \u0648\u064a\u0631\u0641\u0636 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a\u060c \u064a\u0636\u0637\u0631 \u0627\u0644\u0645\u0648\u0644\u062f \u0625\u0644\u0649 \u062a\u0639\u062f\u064a\u0644 \u0645\u0639\u0644\u0645\u0627\u062a\u0647 \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629 \u0644\u0625\u0646\u0634\u0627\u0621 \u0647\u064a\u0627\u0643\u0644 \u0623\u0643\u062b\u0631 \u0625\u0642\u0646\u0627\u0639\u0627\u064b. \u0648\u0639\u0644\u0649 \u0627\u0644\u0639\u0643\u0633 \u0645\u0646 \u0630\u0644\u0643\u060c \u0643\u0644\u0645\u0627 \u0623\u0635\u0628\u062d \u0627\u0644\u0645\u0648\u0644\u062f \u0623\u0643\u062b\u0631 \u0645\u0647\u0627\u0631\u0629 \u0641\u064a \u0645\u062d\u0627\u0643\u0627\u0629 \u0627\u0644\u0648\u0627\u0642\u0639\u060c \u0648\u062c\u0628 \u0639\u0644\u0649 \u0627\u0644\u0645\u0645\u064a\u0632 \u0623\u0646 \u064a\u0635\u0628\u062d \u0623\u0643\u062b\u0631 \u062a\u0637\u0648\u0631\u0627\u064b \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u062a\u0646\u0627\u0642\u0636\u0627\u062a \u0627\u0644\u062f\u0642\u064a\u0642\u0629. \u0647\u0630\u0627 \u0627\u0644\u0633\u0628\u0627\u0642 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u064a\u0633\u0645\u062d \u0641\u064a \u0627\u0644\u0646\u0647\u0627\u064a\u0629 \u0644\u0634\u0628\u0643\u0627\u062a GAN \u0628\u0625\u0646\u062a\u0627\u062c \u0648\u062c\u0648\u0647 \u0648\u0623\u0634\u064a\u0627\u0621 \u0648\u0627\u0636\u062d\u0629 \u0648\u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062f\u0642\u0629 \u0628\u0634\u0643\u0644 \u0644\u0627 \u064a\u0635\u062f\u0642. \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0646\u062c\u0627\u062d\u0647\u0627\u060c \u062a\u0639\u0627\u0646\u064a \u0634\u0628\u0643\u0627\u062a GAN \u0645\u0646 \u0642\u064a\u0648\u062f \u0645\u0644\u062d\u0648\u0638\u0629\u060c \u0645\u062b\u0644 \"\u0627\u0646\u0647\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0637\" (mode collapse) - \u0648\u0647\u0648 \u0648\u0636\u0639 \u0641\u0634\u0644 \u064a\u062c\u062f \u0641\u064a\u0647 \u0627\u0644\u0645\u0648\u0644\u062f \u0645\u062e\u0631\u062c\u0627\u064b \u0648\u0627\u062d\u062f\u0627\u064b \u064a\u062e\u062f\u0639 \u0627\u0644\u0645\u0645\u064a\u0632\u060c \u0641\u064a\u0642\u0648\u0645 \u0628\u0625\u0646\u062a\u0627\u062c \u0646\u0641\u0633 \u0627\u0644\u0635\u0648\u0631\u0629 \u062a\u0645\u0627\u0645\u0627\u064b \u0628\u0634\u0643\u0644 \u0645\u062a\u0643\u0631\u0631\u060c \u0645\u0645\u0627 \u064a\u062d\u062f \u0628\u0634\u0643\u0644 \u062e\u0637\u064a\u0631 \u0645\u0646 \u0627\u0644\u062a\u0646\u0648\u0639 \u0627\u0644\u0625\u0628\u062f\u0627\u0639\u064a.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0646\u0641\u0633\u0647\u060c \u0627\u0633\u062a\u0643\u0634\u0641 \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0628\u0646\u064a\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u0623\u062e\u0631\u0649 \u062a\u064f\u0639\u0631\u0641 \u0628\u0627\u0633\u0645 \u0627\u0644\u0645\u0634\u0641\u0631\u0627\u062a \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a\u0629 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0629 (Variational Autoencoders: VAEs). \u0639\u0644\u0649 \u0639\u0643\u0633 \u0627\u0644\u0625\u0637\u0627\u0631 \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a \u0644\u0634\u0628\u0643\u0627\u062a GAN\u060c \u062a\u0631\u0643\u0632 VAEs \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0636\u063a\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0625\u0639\u0627\u062f\u0629 \u0628\u0646\u0627\u0626\u0647\u0627. \u062a\u062a\u0643\u0648\u0646 VAE \u0645\u0646 \u0645\u0634\u0641\u0631 (encoder) \u064a\u0623\u062e\u0630 \u0635\u0648\u0631\u0629 \u0645\u062f\u062e\u0644\u0629 \u0648\u064a\u0636\u063a\u0637\u0647\u0627 \u0625\u0644\u0649 \u062a\u0645\u062b\u064a\u0644 \u0643\u0627\u0645\u0646 (latent representation) \u0645\u0646\u062e\u0641\u0636 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0648\u0639\u0627\u0644\u064a \u0627\u0644\u0643\u0641\u0627\u0621\u0629\u060c \u062d\u064a\u062b \u064a\u0644\u062a\u0642\u0637 \u0627\u0644\u0633\u0645\u0627\u062a \u0627\u0644\u0647\u064a\u0643\u0644\u064a\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u062d\u064a\u0648\u064a\u0629 \u0641\u0642\u0637. \u0628\u0639\u062f \u0630\u0644\u0643\u060c \u064a\u0623\u062e\u0630 \u0627\u0644\u0645\u0643\u0648\u0646 \u0627\u0644\u062b\u0627\u0646\u064a\u060c \u0648\u0647\u0648 \u0641\u0643 \u0627\u0644\u062a\u0634\u0641\u064a\u0631 (decoder)\u060c \u0647\u0630\u0627 \u0627\u0644\u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u0645\u0636\u063a\u0648\u0637 \u0648\u064a\u062d\u0627\u0648\u0644 \u062a\u0648\u0633\u064a\u0639\u0647 \u0645\u0631\u0629 \u0623\u062e\u0631\u0649 \u0625\u0644\u0649 \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0623\u0635\u0644\u064a\u0629 \u0628\u062f\u0642\u0629 \u0642\u062f\u0631 \u0627\u0644\u0625\u0645\u0643\u0627\u0646. \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0646\u0638\u064a\u0645 \u0647\u0630\u0647 \u0627\u0644\u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u0645\u0636\u063a\u0648\u0637\u0629\u060c \u062a\u0636\u0645\u0646 VAEs \u0623\u0646 \u064a\u0643\u0648\u0646 \u0627\u0644\u0645\u0634\u0647\u062f \u0627\u0644\u0643\u0627\u0645\u0646 \u0633\u0644\u0633\u0627\u064b \u0648\u0645\u0633\u062a\u0645\u0631\u0627\u064b\u060c \u0645\u0645\u0627 \u064a\u0639\u0646\u064a \u0623\u0646\u0647 \u0625\u0630\u0627 \u0627\u062e\u062a\u0631\u062a \u0646\u0642\u0637\u0629 \u0639\u0634\u0648\u0627\u0626\u064a\u0629 \u0628\u064a\u0646 \u0625\u062d\u062f\u0627\u062b\u064a\u0627\u062a \"\u062f\u0627\u0626\u0631\u0629\" \u0648\"\u0645\u0631\u0628\u0639\"\u060c \u0641\u0633\u064a\u0642\u0648\u0645 \u0641\u0643 \u0627\u0644\u062a\u0634\u0641\u064a\u0631 \u0628\u0631\u0633\u0645 \u0645\u0631\u0628\u0639 \u0645\u0633\u062a\u062f\u064a\u0631 \u0627\u0644\u0632\u0648\u0627\u064a\u0627 \u0628\u0633\u0644\u0627\u0633\u0629. \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0623\u0646 VAEs \u0648\u0641\u0631\u062a \u0627\u0633\u062a\u0642\u0631\u0627\u0631\u0627\u064b \u0648\u062a\u0646\u0648\u0639\u0627\u064b \u0645\u0645\u062a\u0627\u0632\u064a\u0646\u060c \u0625\u0644\u0627 \u0623\u0646 \u0645\u062e\u0631\u062c\u0627\u062a\u0647\u0627 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629 \u0643\u0627\u0646\u062a \u062a\u0639\u0627\u0646\u064a \u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0646 \u0636\u0628\u0627\u0628\u064a\u0629 \u0648\u0627\u0636\u062d\u0629\u060c \u062d\u064a\u062b \u0641\u0634\u0644\u062a \u0641\u064a \u0627\u0644\u062a\u0642\u0627\u0637 \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u062d\u0627\u062f\u0629 \u0648\u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0627\u0644\u062a\u064a \u064a\u062a\u0648\u0642\u0639\u0647\u0627 \u0627\u0644\u0645\u0634\u0627\u0647\u062f\u0648\u0646 \u0645\u0646 \u0627\u0644\u0641\u0646 \u0639\u0627\u0644\u064a \u0627\u0644\u062f\u0642\u0629.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u062e\u0627\u0631\u0642\u0629 \u0627\u0644\u062d\u062f\u064a\u062b\u0629: \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0648\u0645\u064a\u0643\u0627\u0646\u064a\u0643\u0627 \u0627\u0644\u0636\u0648\u0636\u0627\u0621<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u064a\u062a\u0645 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u0634\u0647\u062f \u0627\u0644\u0645\u0639\u0627\u0635\u0631 \u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631 \u0628\u0648\u0627\u0633\u0637\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u2014 \u0627\u0644\u0630\u064a \u062a\u0647\u064a\u0645\u0646 \u0639\u0644\u064a\u0647 \u0623\u0646\u0638\u0645\u0629 \u0631\u0627\u0626\u062f\u0629 \u0641\u064a \u0627\u0644\u0635\u0646\u0627\u0639\u0629 \u0645\u062b\u0644 Midjourney \u0648DALL-E \u0648Stable Diffusion \u2014 \u0628\u0648\u0627\u0633\u0637\u0629 \u0627\u062e\u062a\u0631\u0627\u0642 \u0645\u062e\u062a\u0644\u0641 \u062a\u0645\u0627\u0645\u0627\u064b \u064a\u0639\u0631\u0641 \u0628\u0627\u0633\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 (Diffusion Models). \u0627\u0633\u062a\u0646\u0627\u062f\u0627\u064b \u0625\u0644\u0649 \u0645\u0641\u0627\u0647\u064a\u0645 \u0645\u0646 \u0627\u0644\u062f\u064a\u0646\u0627\u0645\u064a\u0643\u0627 \u0627\u0644\u062d\u0631\u0627\u0631\u064a\u0629 \u063a\u064a\u0631 \u0627\u0644\u062a\u0648\u0627\u0632\u0646\u064a\u0629\u060c \u0642\u0644\u0628\u062a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u062a\u0645\u0627\u0645\u0627\u064b \u0646\u0645\u0627\u0630\u062c \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0633\u0627\u0628\u0642\u0629. \u0641\u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0645\u062d\u0627\u0648\u0644\u0629 \u0628\u0646\u0627\u0621 \u0635\u0648\u0631\u0629 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631 \u062f\u0641\u0639\u0629 \u0648\u0627\u062d\u062f\u0629\u060c \u062a\u0624\u0637\u0631 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0643\u0639\u0645\u0644\u064a\u0629 \u062a\u062f\u0631\u064a\u062c\u064a\u0629 \u0644\u0644\u062a\u0646\u0642\u064a\u0629\u060c \u062d\u064a\u062b \u062a\u062a\u0639\u0644\u0645 \u062a\u0648\u0644\u064a\u062f \u0635\u0648\u0631 \u0628\u0635\u0631\u064a\u0629 \u0645\u0639\u0642\u062f\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0625\u062a\u0642\u0627\u0646 \u0641\u0646 \u0627\u0644\u062a\u062f\u0645\u064a\u0631 \u0627\u0644\u0645\u062a\u062d\u0643\u0645 \u0641\u064a\u0647 \u0648\u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u0628\u0646\u0627\u0621 \u0627\u0644\u0645\u0646\u0647\u062c\u064a.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u062a\u0646\u0642\u0633\u0645 \u0645\u064a\u0643\u0627\u0646\u064a\u0643\u0627 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0625\u0644\u0649 \u0645\u0631\u062d\u0644\u062a\u064a\u0646 \u0631\u0626\u064a\u0633\u064a\u062a\u064a\u0646: \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u0623\u0645\u0627\u0645\u064a \u0648\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u0639\u0643\u0633\u064a. \u0641\u064a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0623\u0645\u0627\u0645\u064a\u0629\u060c \u064a\u0623\u062e\u0630 \u0627\u0644\u0646\u0638\u0627\u0645 \u0635\u0648\u0631\u0629 \u062a\u062f\u0631\u064a\u0628 \u0648\u0627\u0636\u062d\u0629 \u062a\u0645\u0627\u0645\u0627\u064b \u0648\u064a\u062d\u0642\u0646 \u0641\u064a\u0647\u0627 \u0639\u0645\u062f\u0627\u064b \u0632\u064a\u0627\u062f\u0627\u062a \u0635\u063a\u064a\u0631\u0629 \u0645\u0646 \u0636\u0648\u0636\u0627\u0621 \u063a\u0627\u0648\u0633 (Gaussian noise) \u0639\u0628\u0631 \u0633\u0644\u0633\u0644\u0629 \u0645\u0646 \u0645\u0626\u0627\u062a \u0627\u0644\u062e\u0637\u0648\u0627\u062a. \u0648\u0645\u0639 \u062a\u0642\u062f\u0645 \u0627\u0644\u062e\u0637\u0648\u0627\u062a\u060c \u062a\u062a\u062f\u0647\u0648\u0631 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0623\u0635\u0644\u064a\u0629 \u0644\u0644\u0635\u0648\u0631\u0629 \u0628\u0628\u0637\u0621. \u0648\u0628\u062d\u0644\u0648\u0644 \u0646\u0647\u0627\u064a\u0629 \u0627\u0644\u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u0623\u0645\u0627\u0645\u064a\u0629\u060c \u062a\u0645\u062d\u0649 \u0627\u0644\u0635\u0648\u0631\u0629 \u062a\u0645\u0627\u0645\u0627\u064b\u060c \u0648\u062a\u062a\u062d\u0648\u0644 \u0625\u0644\u0649 \u0628\u062d\u0631 \u0644\u0627 \u0645\u0639\u0646\u0649 \u0644\u0647 \u0645\u0646 \u0636\u0648\u0636\u0627\u0621 \u0627\u0644\u0628\u0643\u0633\u0644 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629\u060c \u062a\u0634\u0628\u0647 \u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0627\u0644\u0628\u064a\u0636\u0627\u0621 \u0644\u0634\u0627\u0634\u0629 \u062a\u0644\u0641\u0632\u064a\u0648\u0646 \u0642\u062f\u064a\u0645\u0629 \u0644\u0627 \u064a\u0648\u062c\u062f \u0628\u0647\u0627 \u0625\u0634\u0627\u0631\u0629.<\/p>\n\n\n\n<div style=\"background-color: #ffffff; border-radius: 16px; box-shadow: 0 10px 30px rgba(255, 128, 102, 0.1); padding: 30px; margin: 20px 0; border: 1px solid rgba(255, 128, 102, 0.15); font-family: sans-serif;\">\n    <h3 style=\"color: #ff8066; text-align: center; margin-top: 0;\">\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631<\/h3>\n\n    <!-- Forward Diffusion -->\n    <div style=\"margin-bottom: 25px;\">\n        <h4 style=\"color: #e65c40; font-size: 14px; margin-bottom: 10px;\">\u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u0623\u0645\u0627\u0645\u064a<\/h4>\n        <div style=\"display: flex; align-items: center; justify-content: space-between;\">\n            <div style=\"background: #fff0ed; border: 1px solid #ff8066; color: #ff8066; padding: 10px; border-radius: 8px; font-size: 13px; text-align: center; width: 30%;\">\u0635\u0648\u0631\u0629 \u0648\u0627\u0636\u062d\u0629<\/div>\n            <div style=\"flex: 1; height: 2px; background: #ffb3a6; margin: 0 10px; position: relative;\"><div style=\"position: absolute; right: 0; top: -4px; border-left: 6px solid #ffb3a6; border-top: 5px solid transparent; border-bottom: 5px solid transparent;\"><\/div><\/div>\n            <div style=\"background: #fff3f0; border: 1px solid #ffb3a6; color: #e65c40; padding: 10px; border-radius: 8px; font-size: 13px; text-align: center; width: 30%;\">\u0636\u0648\u0636\u0627\u0621 \u062c\u0632\u0626\u064a\u0629<\/div>\n            <div style=\"flex: 1; height: 2px; background: #ffb3a6; margin: 0 10px; position: relative;\"><div style=\"position: absolute; right: 0; top: -4px; border-left: 6px solid #ffb3a6; border-top: 5px solid transparent; border-bottom: 5px solid transparent;\"><\/div><\/div>\n            <div style=\"background: #333333; color: #ffffff; padding: 10px; border-radius: 8px; font-size: 13px; text-align: center; width: 30%;\">\u0636\u0648\u0636\u0627\u0621 \u062b\u0627\u0628\u062a\u0629 \u0643\u0627\u0645\u0644\u0629<\/div>\n        <\/div>\n    <\/div>\n\n    <!-- Reverse Diffusion -->\n    <div>\n        <h4 style=\"color: #e65c40; font-size: 14px; margin-bottom: 10px;\">\u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u0639\u0643\u0633\u064a<\/h4>\n        <div style=\"display: flex; align-items: center; justify-content: space-between;\">\n            <div style=\"background: #333333; color: #ffffff; padding: 10px; border-radius: 8px; font-size: 13px; text-align: center; width: 30%;\">\u0636\u0648\u0636\u0627\u0621 \u062b\u0627\u0628\u062a\u0629 \u0643\u0627\u0645\u0644\u0629<\/div>\n            <div style=\"flex: 1; height: 2px; background: #ffb3a6; margin: 0 10px; position: relative;\"><div style=\"position: absolute; right: 0; top: -4px; border-left: 6px solid #ffb3a6; border-top: 5px solid transparent; border-bottom: 5px solid transparent;\"><\/div><\/div>\n            <div style=\"background: #fff3f0; border: 1px solid #ffb3a6; color: #e65c40; padding: 10px; border-radius: 8px; font-size: 13px; text-align: center; width: 30%;\">\u0645\u0631\u062d\u0644\u0629 \u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0636\u0648\u0636\u0627\u0621<\/div>\n            <div style=\"flex: 1; height: 2px; background: #ffb3a6; margin: 0 10px; position: relative;\"><div style=\"position: absolute; right: 0; top: -4px; border-left: 6px solid #ffb3a6; border-top: 5px solid transparent; border-bottom: 5px solid transparent;\"><\/div><\/div>\n            <div style=\"background: #ff8066; color: #ffffff; padding: 10px; border-radius: 8px; font-size: 13px; text-align: center; width: 30%;\">\u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629<\/div>\n        <\/div>\n    <\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u064a\u062d\u062f\u062b \u0627\u0644\u0633\u062d\u0631 \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0623\u062b\u0646\u0627\u0621 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u0639\u0643\u0633\u064a\u060c \u0648\u0647\u064a \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062a\u064a \u064a\u062d\u062f\u062b \u0641\u064a\u0647\u0627 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631\u0629 \u0641\u0639\u0644\u064a\u0627\u064b. \u064a\u062a\u0645 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629\u060c \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u062f\u0645 \u0639\u0627\u062f\u0629\u064b \u0628\u0646\u064a\u0629 \u062a\u0633\u0645\u0649 U-Net\u060c \u0639\u0644\u0649 \u0627\u0644\u0646\u0638\u0631 \u0625\u0644\u0649 \u0635\u0648\u0631\u0629 \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0645\u0639\u064a\u0646 \u0645\u0646 \u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0648\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u062f\u0642\u0629 \u0628\u0645\u0642\u062f\u0627\u0631 \u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0627\u0644\u062a\u064a \u062a\u0645\u062a \u0625\u0636\u0627\u0641\u062a\u0647\u0627 \u0641\u064a \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0633\u0627\u0628\u0642\u0629. \u0648\u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0634\u0628\u0643\u0629 \u0639\u0644\u0649 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u0645\u062b\u0644\u0629\u060c \u062a\u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u0637\u0631\u062d \u0647\u0630\u0647 \u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629 \u0628\u062f\u0642\u0629 \u0645\u0630\u0647\u0644\u0629. \u0644\u0630\u0644\u0643\u060c \u0639\u0646\u062f\u0645\u0627 \u064a\u0637\u0644\u0628 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0635\u0648\u0631\u0629 \u062c\u062f\u064a\u062f\u0629\u060c \u062a\u0628\u062f\u0623 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0644\u0648\u062d\u0629 \u0645\u0646 \u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629 \u0627\u0644\u0628\u062d\u062a\u0629. \u062b\u0645 \u062a\u0637\u0628\u0642 \u0634\u0628\u0643\u0629 U-Net \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0628\u0634\u0643\u0644 \u0645\u062a\u0643\u0631\u0631\u060c \u0648\u062a\u0632\u064a\u0644 \u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629. \u0645\u0639 \u0643\u0644 \u062a\u0643\u0631\u0627\u0631\u060c \u062a\u0628\u062f\u0623 \u0627\u0644\u0623\u0634\u0643\u0627\u0644 \u0627\u0644\u063a\u0627\u0645\u0636\u0629 \u0641\u064a \u0627\u0644\u062a\u0628\u0644\u0648\u0631 \u0645\u0646 \u0627\u0644\u0641\u0648\u0636\u0649\u060c \u0648\u062a\u062d\u0648\u0644 \u0627\u0644\u0628\u0642\u0639 \u0627\u0644\u0645\u062c\u0631\u062f\u0629 \u0625\u0644\u0649 \u062d\u0648\u0627\u0641 \u0648\u0627\u0636\u062d\u0629\u060c \u0648\u0642\u0648\u0627\u0645\u060c \u0648\u0623\u062e\u064a\u0631\u0627\u064b \u0625\u0644\u0649 \u0635\u0648\u0631\u0629 \u0646\u0647\u0627\u0626\u064a\u0629 \u0645\u062a\u0645\u0627\u0633\u0643\u0629 \u0648\u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0644\u062c\u0633\u0631 \u0628\u064a\u0646 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0648\u0627\u0644\u0628\u0643\u0633\u0644\u0627\u062a: \u062f\u0648\u0631 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u0633\u0628\u0642 \u0627\u0644\u062a\u0628\u0627\u064a\u0646\u064a \u0644\u0644\u063a\u0629 \u0648\u0627\u0644\u0635\u0648\u0631\u0629 (CLIP)<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0623\u0646 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0645\u0627\u0647\u0631\u0629 \u0628\u0634\u0643\u0644 \u0627\u0633\u062a\u062b\u0646\u0627\u0626\u064a \u0641\u064a \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629 \u0625\u0644\u0649 \u0635\u0648\u0631 \u0645\u0646\u0638\u0645\u0629\u060c \u0625\u0644\u0627 \u0623\u0646\u0647\u0627 \u062a\u0641\u062a\u0642\u0631 \u0628\u0637\u0628\u064a\u0639\u062a\u0647\u0627 \u0625\u0644\u0649 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0641\u0647\u0645 \u0627\u0644\u0643\u0644\u0627\u0645 \u0627\u0644\u0628\u0634\u0631\u064a \u0623\u0648 \u0627\u0644\u0646\u0635\u0648\u0635 \u0627\u0644\u0645\u0643\u062a\u0648\u0628\u0629. \u0644\u0633\u062f \u0627\u0644\u0641\u062c\u0648\u0629 \u0628\u064a\u0646 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0648\u0627\u0644\u0628\u0643\u0633\u0644\u0627\u062a \u0627\u0644\u0645\u0631\u0626\u064a\u0629\u060c \u062a\u0639\u062a\u0645\u062f \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0639\u0644\u0649 \u0637\u0628\u0642\u0629 \u062a\u0631\u062c\u0645\u0629 \u062d\u0627\u0633\u0645\u0629\u060c \u0648\u0623\u0634\u0647\u0631 \u0645\u062b\u0627\u0644 \u0639\u0644\u064a\u0647\u0627 \u0647\u0648 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u0633\u0628\u0642 \u0627\u0644\u062a\u0628\u0627\u064a\u0646\u064a \u0644\u0644\u063a\u0629 \u0648\u0627\u0644\u0635\u0648\u0631\u0629 (CLIP) \u0645\u0646 OpenAI. \u0628\u062f\u0648\u0646 \u0622\u0644\u064a\u0629 \u0645\u062b\u0644 CLIP\u060c \u0633\u064a\u0642\u0648\u0645 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0628\u0625\u0646\u0634\u0627\u0621 \u0645\u0646\u0627\u0638\u0631 \u0637\u0628\u064a\u0639\u064a\u0629 \u0623\u0648 \u0643\u0627\u0626\u0646\u0627\u062a \u062c\u0645\u064a\u0644\u0629 \u0648\u0644\u0643\u0646\u0647\u0627 \u0639\u0634\u0648\u0627\u0626\u064a\u0629\u060c \u0648\u0644\u0646 \u064a\u0643\u0648\u0646 \u0644\u062f\u064a\u0647 \u0623\u064a \u0637\u0631\u064a\u0642\u0629 \u0644\u0645\u0639\u0631\u0641\u0629 \u0643\u064a\u0641\u064a\u0629 \u0645\u0648\u0627\u0621\u0645\u0629 \u062a\u0644\u0643 \u0627\u0644\u0625\u0628\u062f\u0627\u0639\u0627\u062a \u0645\u0639 \u0627\u0644\u0623\u0648\u0627\u0645\u0631 \u0627\u0644\u0645\u0643\u062a\u0648\u0628\u0629 \u0627\u0644\u0635\u0631\u064a\u062d\u0629 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u064a\u062a\u0645 \u062a\u062f\u0631\u064a\u0628 CLIP \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0647\u0627\u0626\u0644\u0629 \u0645\u0646 \u0623\u0632\u0648\u0627\u062c \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0646\u0635\u0648\u0635 \u0627\u0644\u0645\u062c\u0645\u0639\u0629 \u0645\u0646 \u062c\u0645\u064a\u0639 \u0623\u0646\u062d\u0627\u0621 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a. \u0647\u062f\u0641\u0647\u0627 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0647\u0648 \u062a\u0639\u0644\u0645 \u0641\u0636\u0627\u0621 \u062a\u0636\u0645\u064a\u0646 \u0645\u0634\u062a\u0631\u0643 (shared embedding space) \u062d\u064a\u062b \u064a\u062a\u0645 \u062a\u0639\u064a\u064a\u0646 \u0648\u0635\u0641 \u0646\u0635\u064a \u0648\u0635\u0648\u0631\u062a\u0647 \u0627\u0644\u0645\u0642\u0627\u0628\u0644\u0629 \u0625\u0644\u0649 \u0646\u0641\u0633 \u0627\u0644\u0645\u062a\u062c\u0647 \u0627\u0644\u0631\u064a\u0627\u0636\u064a \u062a\u0645\u0627\u0645\u0627\u064b. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u064a\u062a\u0645 \u062a\u0648\u062c\u064a\u0647 \u062c\u0645\u0644\u0629 \"\u0623\u0641\u0642 \u0645\u062f\u064a\u0646\u0629 \u0633\u0627\u064a\u0628\u0631\u0628\u0627\u0646\u0643 \u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629\" \u0648\u0644\u0648\u062d\u0629 \u0631\u0642\u0645\u064a\u0629 \u0641\u0639\u0644\u064a\u0629 \u0644\u0645\u0646\u0637\u0642\u0629 \u062d\u0636\u0631\u064a\u0629 \u0646\u064a\u0648\u0646 \u0645\u062a\u0648\u0647\u062c\u0629 \u0625\u0644\u0649 \u0646\u0641\u0633 \u0627\u0644\u0625\u062d\u062f\u0627\u062b\u064a\u0627\u062a \u062f\u0627\u062e\u0644 \u0647\u0630\u0627 \u0627\u0644\u0641\u0636\u0627\u0621 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0623\u0628\u0639\u0627\u062f. \u064a\u062d\u0642\u0642 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0630\u0644\u0643 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0628\u0627\u064a\u0646\u064a (contrastive learning)\u060c \u062d\u064a\u062b \u064a\u0642\u0648\u0645 \u0628\u062a\u0639\u0638\u064a\u0645 \u0627\u0644\u0645\u062d\u0627\u0630\u0627\u0629 \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0628\u064a\u0646 \u0627\u0644\u0623\u0632\u0648\u0627\u062c \u0627\u0644\u0645\u062a\u0637\u0627\u0628\u0642\u0629 \u0645\u0639 \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0645\u062d\u0627\u0630\u0627\u0629 \u0628\u064a\u0646 \u0627\u0644\u0646\u0635\u0648\u0635 \u0648\u0627\u0644\u0635\u0648\u0631 \u063a\u064a\u0631 \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629 \u0628\u0642\u0648\u0629.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/imgedits.net\/wp-content\/uploads\/2026\/06\/imgi_195_meta-launches-web-n-your-i_ceff.1920-1024x576.jpg\" alt=\"\u0645\u0634\u0647\u062f \u062e\u064a\u0627\u0644\u064a \u062d\u064a\u0648\u064a \u062a\u0645 \u0625\u0646\u0634\u0627\u0624\u0647 \u0628\u0648\u0627\u0633\u0637\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u064a\u0638\u0647\u0631 \u0637\u0627\u0626\u0631 \u0641\u064a\u0646\u064a\u0642 \u0645\u062a\u0648\u0647\u062c \u064a\u0645\u062f \u062c\u0646\u0627\u062d\u064a\u0647 \u0641\u0648\u0642 \u0645\u062d\u0627\u0631\u0628 \u0648\u062d\u064a\u062f \u0641\u064a \u063a\u0627\u0628\u0629 \u063a\u0627\u0645\u0636\u0629\u060c \u0645\u0645\u0627 \u064a\u0639\u0631\u0636 \u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u0627\u0644\u062d\u062f\u064a\u062b.\" class=\"wp-image-1148\" srcset=\"\" sizes=\"(max-width: 1024px) 100vw, 1024px\" data-srcset=\"\" \/><figcaption class=\"wp-element-caption\">\u0645\u0634\u0647\u062f \u062e\u064a\u0627\u0644\u064a \u062d\u064a\u0648\u064a \u062a\u0645 \u0625\u0646\u0634\u0627\u0624\u0647 \u0628\u0648\u0627\u0633\u0637\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u064a\u0638\u0647\u0631 \u0637\u0627\u0626\u0631 \u0641\u064a\u0646\u064a\u0642 \u0645\u062a\u0648\u0647\u062c \u064a\u0645\u062f \u062c\u0646\u0627\u062d\u064a\u0647 \u0641\u0648\u0642 \u0645\u062d\u0627\u0631\u0628 \u0648\u062d\u064a\u062f \u0641\u064a \u063a\u0627\u0628\u0629 \u063a\u0627\u0645\u0636\u0629\u060c \u0645\u0645\u0627 \u064a\u0639\u0631\u0636 \u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u0627\u0644\u062d\u062f\u064a\u062b.<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0639\u0646\u062f\u0645\u0627 \u064a\u0642\u0648\u0645 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0628\u0643\u062a\u0627\u0628\u0629 \u0623\u0645\u0631 (prompt) \u0641\u064a \u0645\u0648\u0644\u062f \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u064a\u062a\u0645 \u0625\u062f\u062e\u0627\u0644 \u0627\u0644\u0646\u0635 \u0639\u0644\u0649 \u0627\u0644\u0641\u0648\u0631 \u0625\u0644\u0649 \u0645\u0643\u0648\u0646 \u062a\u0634\u0641\u064a\u0631 \u0627\u0644\u0646\u0635 (text encoder) \u0641\u064a \u0634\u0628\u0643\u0629 CLIP. \u064a\u0642\u0648\u0645 \u0647\u0630\u0627 \u0627\u0644\u0645\u0634\u0641\u0631 \u0628\u062a\u062d\u0648\u064a\u0644 \u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0625\u0644\u0649 \u0645\u062a\u062c\u0647 \u0631\u0642\u0645\u064a \u0643\u062b\u064a\u0641 \u064a\u0644\u062e\u0635 \u0627\u0644\u0645\u0639\u0646\u0649 \u0627\u0644\u062f\u0644\u0627\u0644\u064a \u0644\u0644\u0637\u0644\u0628. \u0628\u0639\u062f \u0630\u0644\u0643\u060c \u064a\u062a\u0645 \u062d\u0642\u0646 \u0645\u062a\u062c\u0647 \u0627\u0644\u0646\u0635 \u0647\u0630\u0627 \u0641\u064a \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u0639\u0643\u0633\u064a \u0643\u0642\u0648\u0629 \u062a\u0648\u062c\u064a\u0647\u064a\u0629\u060c \u0648\u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0627 \u064a\u062a\u0645 \u0630\u0644\u0643 \u0639\u0628\u0631 \u0622\u0644\u064a\u0629 \u062a\u0633\u0645\u0649 \"\u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0627\u0644\u0645\u062a\u0642\u0627\u0637\u0639\" (cross-attention). \u0628\u064a\u0646\u0645\u0627 \u062a\u0639\u0645\u0644 \u0628\u0646\u064a\u0629 U-Net \u0639\u0644\u0649 \u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0645\u0646 \u0644\u0648\u062d\u0629 \u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0627\u0644\u062b\u0627\u0628\u062a\u0629 \u0627\u0644\u0623\u0648\u0644\u064a\u0629\u060c \u0641\u0625\u0646\u0647\u0627 \u062a\u062a\u062d\u0642\u0642 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0645\u0646 \u062a\u0642\u062f\u0645\u0647\u0627 \u0645\u0642\u0627\u0628\u0644 \u0645\u062a\u062c\u0647 \u0646\u0635 CLIP. \u062a\u0648\u062c\u0647 \u0622\u0644\u064a\u0627\u062a \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0639\u0645\u0644\u064a\u0629 \u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0636\u0648\u0636\u0627\u0621\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0623\u0646 \u0627\u0644\u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u062a\u064a \u062a\u0638\u0647\u0631 \u0645\u0646 \u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u062a\u062a\u0648\u0627\u0641\u0642 \u0628\u062f\u0642\u0629 \u0645\u0639 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0648\u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0648\u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0641\u064a \u0623\u0645\u0631 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u0643\u0627\u0645\u0646 \u0648\u0627\u0644\u062a\u062d\u0633\u064a\u0646: \u062c\u0639\u0644 \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0639\u0627\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u0645\u062a\u0646\u0627\u0648\u0644<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0641\u064a \u0627\u0644\u0645\u0631\u0627\u062d\u0644 \u0627\u0644\u0645\u0628\u0643\u0631\u0629 \u0645\u0646 \u062a\u0637\u0648\u064a\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631\u060c \u0643\u0627\u0646\u062a \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0644\u0625\u0646\u0634\u0627\u0621 \u0635\u0648\u0631 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062f\u0642\u0629 \u0645\u0630\u0647\u0644\u0629. \u0625\u0646 \u0645\u0639\u0627\u0644\u062c\u0629 \u0643\u0644 \u0628\u0643\u0633\u0644 \u0645\u0646 \u0635\u0648\u0631\u0629 1024\u00d71024 \u0639\u0628\u0631 \u0645\u0626\u0627\u062a \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0645\u0646 \u0634\u0628\u0643\u0629 \u0639\u0635\u0628\u064a\u0629 \u0639\u0645\u064a\u0642\u0629 \u062a\u0637\u0644\u0628\u062a \u0643\u0645\u064a\u0627\u062a \u0647\u0627\u0626\u0644\u0629 \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0644\u0644\u0641\u064a\u062f\u064a\u0648 (VRAM) \u0648\u0642\u0648\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0647\u0627\u0626\u0644\u0629\u060c \u0645\u0645\u0627 \u062c\u0639\u0644\u0647\u0627 \u063a\u064a\u0631 \u0639\u0645\u0644\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0625\u0637\u0644\u0627\u0642 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u0629 \u0623\u0648 \u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u0639\u0627\u0645 \u0627\u0644\u0648\u0627\u0633\u0639. \u0623\u062f\u0649 \u0647\u0630\u0627 \u0627\u0644\u0627\u062e\u062a\u0646\u0627\u0642 \u0625\u0644\u0649 \u0627\u062e\u062a\u0631\u0627\u0639 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u0643\u0627\u0645\u0646 (LDMs)\u060c \u0648\u0647\u064a \u062a\u0642\u0646\u064a\u0629 \u062a\u062d\u0633\u064a\u0646 \u062b\u0648\u0631\u064a\u0629 \u062a\u0634\u0643\u0644 \u0627\u0644\u0639\u0645\u0648\u062f \u0627\u0644\u0641\u0642\u0631\u064a \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0635\u062f\u0631 \u0627\u0644\u0645\u0641\u062a\u0648\u062d \u0645\u062b\u0644 Stable Diffusion. \u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631 \u0627\u0644\u062c\u0648\u0647\u0631\u064a \u0644\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u0643\u0627\u0645\u0646 \u0647\u0648 \u0623\u0646 \u0639\u0645\u0644\u064a\u0629 \u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u0644\u0627 \u062a\u062d\u062f\u062b \u0641\u064a \u0627\u0644\u0641\u0636\u0627\u0621 \u0627\u0644\u0636\u062e\u0645 \u0639\u0627\u0644\u064a \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0644\u0644\u0628\u0643\u0633\u0644\u0627\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u0629. \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0630\u0644\u0643\u060c \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0646\u0638\u0627\u0645 \u0645\u0634\u0641\u0631\u0627\u064b \u062a\u0644\u0642\u0627\u0626\u064a\u0627\u064b (Autoencoder) \u0642\u0648\u064a\u0627\u064b \u0644\u0636\u063a\u0637 \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0641\u064a \u0641\u0636\u0627\u0621 \u0643\u0627\u0645\u0646 \u0623\u0635\u063a\u0631 \u0628\u0643\u062b\u064a\u0631 \u0648\u0623\u0642\u0644 \u0623\u0628\u0639\u0627\u062f\u0627\u064b \u0642\u0628\u0644 \u062d\u062f\u0648\u062b \u0623\u064a \u0627\u0646\u062a\u0634\u0627\u0631. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u064a\u062a\u0645 \u0636\u063a\u0637 \u0635\u0648\u0631\u0629 \u062a\u062a\u0643\u0648\u0646 \u0639\u0627\u062f\u0629\u064b \u0645\u0646 \u0645\u0644\u0627\u064a\u064a\u0646 \u0642\u064a\u0645 \u0627\u0644\u0628\u0643\u0633\u0644\u0627\u062a \u0627\u0644\u062d\u0645\u0631\u0627\u0621 \u0648\u0627\u0644\u062e\u0636\u0631\u0627\u0621 \u0648\u0627\u0644\u0632\u0631\u0642\u0627\u0621 \u0641\u064a \u062a\u0645\u062b\u064a\u0644 \u0631\u064a\u0627\u0636\u064a \u0645\u0636\u063a\u0648\u0637 \u064a\u0645\u062b\u0644 \u062c\u0632\u0621\u0627\u064b \u0635\u063a\u064a\u0631\u0627\u064b \u0645\u0646 \u062d\u062c\u0645\u0647\u0627 \u0627\u0644\u0623\u0635\u0644\u064a\u060c \u0648\u0645\u0639 \u0630\u0644\u0643 \u064a\u062d\u062a\u0641\u0638 \u0628\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062f\u0644\u0627\u0644\u064a\u0629 \u0648\u0627\u0644\u0647\u064a\u0643\u0644\u064a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0628\u0645\u062c\u0631\u062f \u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0635\u0648\u0631\u0629 \u0628\u0623\u0645\u0627\u0646 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0641\u0636\u0627\u0621 \u0627\u0644\u0643\u0627\u0645\u0646 (latent space) \u0627\u0644\u0641\u0639\u0627\u0644\u060c \u064a\u062a\u0645 \u062a\u0646\u0641\u064a\u0630 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u0623\u0645\u0627\u0645\u064a \u0648\u0627\u0644\u0639\u0643\u0633\u064a. \u0648\u0644\u0623\u0646 \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0644\u0627 \u062a\u062a\u0639\u0627\u0645\u0644 \u0625\u0644\u0627 \u0645\u0639 \u062a\u062c\u0631\u064a\u062f \u0631\u064a\u0627\u0636\u064a \u0645\u0643\u062b\u0641 \u0644\u0644\u063a\u0627\u064a\u0629 \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0645\u0644\u0627\u064a\u064a\u0646 \u0627\u0644\u0628\u0643\u0633\u0644\u0627\u062a \u0627\u0644\u0641\u0631\u062f\u064a\u0629\u060c \u0641\u0625\u0646 \u0639\u0628\u0621 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062d\u0633\u0627\u0628\u064a \u064a\u0646\u062e\u0641\u0636 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631. \u0648\u0647\u0630\u0627 \u064a\u0633\u0645\u062d \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0644\u0639\u0645\u0644 \u0628\u0643\u0641\u0627\u0621\u0629 \u0639\u0644\u0649 \u0628\u0637\u0627\u0642\u0627\u062a \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629. \u0628\u0645\u062c\u0631\u062f \u0627\u0643\u062a\u0645\u0627\u0644 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u0639\u0643\u0633\u064a \u0648\u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0628\u0646\u062c\u0627\u062d \u062f\u0627\u062e\u0644 \u0627\u0644\u0641\u0636\u0627\u0621 \u0627\u0644\u0643\u0627\u0645\u0646\u060c \u064a\u062a\u0645 \u062a\u0645\u0631\u064a\u0631 \u0627\u0644\u0645\u062a\u062c\u0647 \u0627\u0644\u0643\u0627\u0645\u0646 \u0627\u0644\u0645\u062d\u0633\u0646 \u0627\u0644\u0646\u0647\u0627\u0626\u064a \u0639\u0628\u0631 \u0645\u0643\u0648\u0646 \u0641\u0643 \u0627\u0644\u062a\u0634\u0641\u064a\u0631 (decoder) \u0627\u0644\u062e\u0627\u0635 \u0628\u0627\u0644\u0645\u0634\u0641\u0631 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a (Autoencoder). \u064a\u0642\u0648\u0645 \u0641\u0643 \u0627\u0644\u062a\u0634\u0641\u064a\u0631 \u0628\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0645\u062c\u0631\u062f\u0629 \u0645\u0631\u0629 \u0623\u062e\u0631\u0649 \u0625\u0644\u0649 \u0645\u062c\u0627\u0644 \u0627\u0644\u0628\u0643\u0633\u0644\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0641\u0648\u0631\u0627\u064b \u0625\u0644\u0649 \u062a\u0636\u062e\u064a\u0645 \u0627\u0644\u0645\u062a\u062c\u0647 \u0627\u0644\u0645\u062f\u0645\u062c \u0644\u064a\u0635\u0628\u062d \u0635\u0648\u0631\u0629 \u0648\u0627\u0633\u0639\u0629 \u0648\u0648\u0627\u0636\u062d\u0629 \u0648\u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062f\u0642\u0629 \u0644\u064a\u0631\u0627\u0647\u0627 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0644\u0623\u062e\u0644\u0627\u0642 \u0648\u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629 \u0648\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0645\u0639 \u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0646\u0636\u0648\u062c \u0627\u0644\u0623\u0637\u0631 \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0648\u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u060c \u062a\u062a\u0644\u0627\u0634\u0649 \u0627\u0644\u062d\u062f\u0648\u062f \u0627\u0644\u062a\u064a \u062a\u0641\u0635\u0644 \u0628\u064a\u0646 \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0648\u0627\u0644\u0648\u0627\u0642\u0639 \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0628\u0633\u0631\u0639\u0629. \u0644\u0642\u062f \u062a\u0637\u0648\u0631\u062a \u0627\u0644\u0645\u0628\u0627\u062f\u0626 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0644\u0627\u0646\u062a\u0634\u0627\u0631 (diffusion)\u060c \u0648\u0627\u0644\u0645\u0633\u0627\u062d\u0627\u062a \u0627\u0644\u0643\u0627\u0645\u0646\u0629 (latent spaces)\u060c \u0648\u0645\u062d\u0627\u0630\u0627\u0629 \u0627\u0644\u0646\u0635 \u0639\u0628\u0631 \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0627\u0644\u0645\u062a\u0642\u0627\u0637\u0639 (cross-attention) \u0625\u0644\u0649 \u062f\u0631\u062c\u0629 \u0623\u0635\u0628\u062d\u062a \u0641\u064a\u0647\u0627 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0642\u0627\u062f\u0631\u0629 \u0627\u0644\u0622\u0646 \u0639\u0644\u0649 \u0625\u0639\u0627\u062f\u0629 \u0625\u0646\u062a\u0627\u062c \u0638\u0648\u0627\u0647\u0631 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