Deep Learning: Its Proper Role and Use in Machine Vision

Zebra Technologies | 02/20/2026

Deep learning has become an invaluable machine vision tool due to its ability to significantly enhance efficiency, accuracy, and flexibility. This white paper looks at the applications where deep learning excels and how companies can best approach its adoption. It also looks at how deep learning is not replacing machine vision but rather making it more accessible and capable.

• Learn to leverage deep learning to improve object identification, defect detection, and text recognition in complex environments
• Discover how vision tools handle high-precision tasks such as measurement and barcode decoding
• Understand the need to prepare data carefully to ensure effective deep learning deployment and continuous system improvement