Propose an optimization strategy for the pooling mechanism in your CNN architecture to improve performance and reduce latency. Explain the tradeoff.

Replace max pooling with average or stride-based downsampling techniques to maintain fixed output size while reducing computation cost. This trades off a slight decrease in accuracy for significant improvements in real-time processing capabilities.