Convolutional Neural Network

Sat, 18 Jul 2026 07:38:44 +0000

Definition

Convolutional Neural Networks (CNNs) are designed to automatically and adaptively learn spatial hierarchies of features from visual inputs. They utilize convolutional layers that apply filters to detect local patterns like edges, textures, and shapes. Through pooling and fully connected layers, CNNs reduce dimensionality and extract high-level abstractions, making them highly effective for image classification, object detection, and segmentation tasks where spatial relationships are critical.

Summary

A specialized class of deep neural networks primarily used for processing grid-like data, such as images, by applying convolutional filters.

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Convolutional Neural Network

Definition

Summary