Convolution Intuition: Kernels, Filters, and Feature Detection
Convolution Intuition: Kernels, Filters, and Feature Detection
Kernels
Small matrices that detect patterns via weighted sums.
Common filters
- Gaussian blur
- Sobel edges
- Sharpen
Bridge to CNNs
CNN filters are learned kernels optimized for the task.
