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Glossary
Definition

Receptive Field

The specific region of the input space that a particular neuron or layer in a neural network is exposed to and can draw contextual information from.

Think of It Like This

Like looking through a cardboard tube; you can only see a small circle of the world, and anything outside that circle cannot affect your judgment.

In early layers of a CNN, the receptive field is just a few pixels. As the network gets deeper via pooling and convolutions, neurons gain a much larger receptive field, allowing them to recognize complex structures like faces rather than just edges. In transformers, the self-attention mechanism gives every token a global receptive field immediately.