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Hi @marah othman! Each block is specialized in a different frequency. To do that, the sampling rate (controlled with the kernel size of the maxpool payer), is different across blocks. High frequency blocks with have a shorter kernel (less pooling) to preserve more information. Hope this helps!

that help thank you