kernels

How 2D Convolution Works on Images: Kernels, Filters, and the Math, Interactively

2D convolution is the operation behind blur, sharpening, edge detection — and every CNN. Slide a kernel, multiply, sum: see it happen step by step in an interactive demo, apply real kernels to a live image, and get the math plus runnable OpenCV in Python and C++.