Albatta! Rasmni faqat numpy yordamida ko'chirishning eng oddiy usuli - ko'pincha filtr deb ataladigan yadro yordamida konvolysiya operatsiyasini qo'llashdir. Ko'chirish uchun eng keng tarqalgan yadro - bu "qadoq filtr", bu faqat bir xil qiymatlarga to'ldirilgan matritsa. ``` python import numpy as np def convolve_2d(image, kernel): """Kernel bilan rasmni ko'chirish. """ # Kirish rasmini va yadro o'lchamlari i_height, i_width = image.shape k_height, k_width = kernel.shape # Kalkulyatsiya padding padding = k_height // 2 pad_width = k_width // 2 # Kirish modusida np_image
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