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All convolutions inside a dense block are ReLU-activated and use batch normalization. Channel-wise concatenation is just attainable if the height and width Proportions of the info stay unchanged, so convolutions in the dense block are all of stride one. Pooling layers are inserted between dense blocks for additional dimensionality reduction.William