Deep Counting

Counting Objects with Deep Learning

Deep Counting allows for the fast and robust counting of a large number of objects and determining their position. This deep learning technology offers significant advantages over traditional machine vision methods.

A key advantage of Deep Counting is that only a small number of objects are needed for training and labeling, significantly reducing development effort. Both steps can be conveniently carried out within HALCON. Even with highly reflective and amorphous materials, the technology delivers reliable results and can count objects in real-time, such as glass bottles, tree trunks, or food items.

DEEP COUNTING

How It Works

Minimal Labeling Requirements

To use Deep Counting, only a few objects are needed as training data, allowing the technology to be quickly deployed.

Reliability in Challenging Conditions

The technology provides reliable counting and localization results even with highly reflective surfaces or amorphous materials that are difficult to capture.

Real-Time Results

Deep Counting offers fast object counting and precise positioning – a key technology for applications in production lines and logistical systems.

DEEP COUNTING

Advantages

Fast Implementation: Very low effort for training and labeling, as only a few objects are required.

High Precision: Even challenging objects are reliably counted, even with reflective or amorphous surfaces.

Real-Time Processing: Object counting and localization happen in real-time and are optimized for many industrial applications.

Reduced Programming Effort: No complex manual tuning or feature engineering required.

DEEP COUNTING

Application Examples

Counting Glass Bottles in Production

Deep Counting is used for counting and positioning glass bottles on conveyor belts. The technology detects each bottle and counts them in real-time, significantly increasing the automation level of production.

Counting Food in Packaging Lines

In the food industry, Deep Counting can be used to count food products such as pre-packaged items on conveyor belts or packaging machines and accurately determine their position.

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PRACTICAL INSIGHTS & EXPERT KNOWLEDGE
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Availability in HALCON & MERLIC

Deep Counting is available in both MVTec HALCON and MERLIC.

HALCON offers powerful tools for creating deep learning models for counting and localizing objects.
Learn more about HALCON

MERLIC provides user-friendly solutions that are also suitable for non-programmers to integrate Deep Counting into applications.
Learn more about MERLIC

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