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Deep features are high-level, automatically learned representations extracted from intermediate layers of neural networks, offering superior accuracy over handcrafted features for computer vision tasks. These features enable effective image classification, object detection, and similarity searching by capturing complex, hierarchical visual patterns. For a comprehensive overview, visit ScienceDirect .