Multi-Camera Industrial Vision — CPU vs CUDA Preprocessing

6 cameras × 1920×1080 frames, BGR→grayscale and threshold, running on NVIDIA A10

CPU (OpenCV, SIMD) Preprocess ms
GPU (Custom CUDA Kernels) Preprocess ms
Kernel Speedup —×