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MVTec HALCON 25.11 has been launched in November 2025. This version again brings some improvements as well as new features, such as Continual Learning – Classification, a new technology that makes training and maintaining classification models faster and more flexible. The new HALCON release also includes Score Visualization for Shape Matching, Optimized Deep OCR models for faster, resource-efficient OCR and further improvements.

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MVTec HALCON 25.11, released in November 2025, represents the latest advancement in standard machine vision software, designed to streamline the development of robust industrial applications. As a Progress Edition release, it introduces cutting-edge features that prioritize adaptability and speed, particularly for edge computing and embedded environments. This version bridges the gap between static lab training and dynamic real-world conditions, offering developers powerful new tools for both deep learning and classic machine vision tasks.

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A standout feature in this release is Continual Learning, which allows deep learning classification models to be retrained directly on the device with only a handful of new images. This capability eliminates the need for extensive retraining pipelines or powerful GPUs, enabling systems to adapt quickly to changing production conditions or new product variants. Additionally, the integration of MobileNetV4 supports highly efficient classification and object detection, ensuring high performance even on resource-constrained hardware.

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Beyond deep learning, HALCON 25.11 brings significant enhancements to traditional vision methods. The new score visualization for shape matching provides developers with detailed feedback on match quality, making it easier to diagnose issues in challenging lighting or with partially occluded objects. Deep OCR has also been optimized for speed, offering recognition rates up to 50 times faster on embedded devices, alongside improved handling of text alignment.

For developers, the inclusion of a preview for the new HALCON Script Engine marks a shift toward more modern, flexible integration capabilities. Combined with updated support for QR code reading on curved surfaces and compliance with the latest international standards, HALCON 25.11 solidifies its position as a comprehensive toolkit for solving complex inspection, identification, and guidance tasks in modern manufacturing.