Role of Deep Learning in Product Image Classification
Deep learning, particularly Convolutional Neural Networks (CNNs), is a game-changer for image-based classification. CNNs identify patterns like shapes, colors, and textures to distinguish products.
For instance:
A CNN can identify a handbag as "Luxury Handbag" based on design features.
Advanced networks like ResNet or EfficientNet can handle complex datasets with high accuracy.
Retailers like IKEA use image classification to tag furniture based on design and appearance.