Comprehensive performance analysis of image processing architectures reveals staggering improvements in throughput speed, power reduction, and image enhancement metrics. Industry benchmarks consistently demonstrate that transitioning from general-purpose central processing units to dedicated image signal processors yields substantial reductions in energy consumption and processing latency. By...