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Laser Cutting System Differentiates Between Materials Without Using Camera | Research & Technology

Laser Cutting System Differentiates Between Materials Without Using Camera | Research & Technology
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Smart laser cutter system detects different materials

$1 Recognizer

About The $1 Unistroke Recognizer is a 2-D single-stroke recognizer designed for rapid prototyping of gesture-based user interfaces. In machine learning terms, $1 is an instance-based nearest-neighbor classifier with a 2-D Euclidean distance function, i.e., a geometric template matcher. $1 is a significant extension of the proportional shape matching approach used in SHARK 2, which itself is an adaptation of Tappert s elastic matching approach with zero look-ahead. Despite its simplicity, $1 requires very few templates to perform well and is only about 100 lines of code, making it easy to deploy. An optional enhancement called Protractor improves $1 s speed. The $N Multistroke Recognizer extends $1 to gestures with multiple strokes.

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