Convolution
/ˌkɒnvəˈluːʃən/
A mathematical operation that slides a filter/kernel over input data to extract features.
In italiano: ConvoluzioneConvolution computes dot products between the filter and local regions of input. The filter moves with a stride, producing a feature map. Key operation in CNNs for spatial feature extraction.
Examples
- 2D convolution for images
- 1D convolution for sequences
- Edge detection filters