How CNNs See Images: 16 Boxes That Cover the Entire Stack

Tensors, filters, feature maps, stride, padding, channels, pooling, receptive fields — the eight primitives behind every vision model from LeNet to Stable Diffusion. One mental model, with the math made concrete.