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From Blur to Clarity: Fill Level Inspections with 3D Imaging

From Blur to Clarity: Fill Level Inspections with 3D Imaging

Ensuring consistent and accurate fill levels in containers is a critical concern for manufacturers across various industries. The level of product within a container directly impacts product quality, customer satisfaction, and regulatory compliance. While 2D imaging has been a common method for inspecting fill levels, it presents challenges that can hinder precision and reliability. This article explores the issues that manufacturers commonly experience with 2D imaging and highlights the advantages of adopting 3D imaging technology for more effective fill level inspections. By addressing these challenges, manufacturers can enhance product quality, customer trust, and regulatory compliance, ultimately driving business success.

Challenges with 2D Imaging for Fill Level Inspection

Inspecting fill levels in containers using 2D imaging poses several challenges that can impact the accuracy and consistency of the measurements. These challenges include the inability to measure true volume accurately, variability in lighting conditions, and complex container shapes. 

Traditional 2D imaging techniques lack the ability to accurately capture the third dimension, resulting in incomplete information about the container's volume. This limitation can lead to inaccurate fill level assessments. Without precise depth information, 2D imaging may fail to capture variations in fill levels accurately. This can result in overfilled or underfilled containers, compromising product quality and potentially causing customer dissatisfaction.

The quality and consistency of lighting conditions can significantly affect the accuracy of 2D imaging. Variations in lighting setups, such as shadows, reflections, or uneven illumination, can distort the captured images, making it challenging to determine precise fill levels. Maintaining consistent lighting conditions across different production lines or shifts can be a considerable challenge. Even minor variations in lighting can introduce inconsistencies in the captured images, leading to inaccurate fill level measurements.

2D imaging may struggle to accurately assess fill levels in containers with irregular or non-standard shapes. The lack of depth information makes it challenging to account for the variations in container geometry, potentially resulting in inaccurate fill level measurements. Containers with complex shapes, such as tapered or curved designs, can pose challenges for 2D imaging systems. The lack of depth perception can lead to inaccurate measurements, making it difficult to ensure consistent fill levels across these containers.

Consequences of Inconsistent and Inaccurate Fill Levels

Inconsistent and inaccurate fill levels in containers can have significant consequences for manufacturers, impacting various aspects of their operations. Understanding these consequences highlights the importance of addressing fill level challenges effectively. The consequences include the impact on product quality and customer satisfaction, compliance issues and regulatory concerns, and brand reputation and customer trust.

Inaccurate fill levels can result in containers that contain more or less product than intended. Overfilled containers can lead to spillage, waste, and potential product damage, while underfilled containers may create a perception of receiving less value, leading to customer dissatisfaction. Inaccurate fill levels can affect the performance and effectiveness of products. If the proper fill level is not achieved, product functionality, efficacy, or dosage may be compromised. This inconsistency can negatively impact customer experiences and erode brand loyalty.

Regulatory bodies often establish guidelines and regulations regarding accurate product labeling, including fill levels. Non-compliance with these requirements can lead to legal consequences, penalties, and damage to a company's reputation. Inaccurate fill levels that fail to meet regulatory standards can result in penalties, fines, and even product recalls. Manufacturers must ensure compliance to maintain a trustworthy and compliant reputation within the industry.

Inconsistent fill levels can create a negative perception of a brand's attention to quality and precision. Customers may question the reliability and consistency of products, leading to diminished trust in the brand. Inaccurate fill levels can erode customer loyalty, as customers expect consistency and reliability in the products they purchase. Negative experiences resulting from inconsistent fill levels can lead to customer churn and negative word-of-mouth, impacting a brand's image and market position.

Advantages of 3D Imaging for Fill Level Inspection

To overcome the limitations and challenges of 2D imaging, manufacturers can leverage the benefits offered by 3D imaging technology for fill level inspection. Adopting 3D imaging systems provides several advantages that enhance the accuracy, reliability, and efficiency of fill level assessments.

Unlike 2D imaging, 3D imaging incorporates depth perception, enabling precise volume measurement. By capturing the third dimension, 3D imaging systems can accurately assess the fill level of containers, ensuring greater accuracy in determining product quantities. 3D imaging technology provides a more comprehensive view of the container and its contents. With improved perspective and spatial awareness, 3D imaging allows for a better understanding of the container's shape, volume, and fill level, reducing the chances of inaccuracies caused by complex geometries.

Improved reliability and precision

3D imaging systems are less susceptible to variations in lighting conditions. By capturing depth information, these systems can compensate for lighting inconsistencies, ensuring more reliable and accurate fill level measurements. 3D imaging technology provides consistent and precise fill level assessments across various containers, regardless of shape or size. This consistency reduces the risk of underfilled or overfilled containers, maintaining product quality and meeting customer expectations.

Handling complex container shapes

3D imaging systems excel at analyzing containers with complex and irregular shapes. By accurately capturing depth information, these systems can account for the unique contours and geometries of non-standard containers, ensuring accurate fill level measurements. With 3D imaging, manufacturers can confidently measure fill levels in a wide range of containers, including those with tapered, curved, or non-uniform shapes. This versatility allows for greater flexibility in packaging designs without compromising accurate fill level inspections.


Addressing the challenges associated with 2D imaging for fill level inspection is crucial for manufacturers seeking consistent and accurate assessments of product quantities. In this article, we explored the limitations of 2D imaging and highlighted the advantages of adopting 3D imaging technology for fill level inspections. The consequences of inconsistent and inaccurate fill levels, such as compromised product quality, regulatory non-compliance, and damage to brand reputation, emphasize the need for effective solutions. 

By implementing 3D imaging systems such as those available from Zebra Technologies, manufacturers can overcome the limitations of 2D imaging and unlock a range of benefits. The advantages of 3D imaging, including accurate volume measurement using depth information, enhanced perspective and spatial awareness, improved reliability and precision, and the ability to handle complex container shapes, provide manufacturers with a comprehensive solution for fill level inspections.

Use Case (Read the entire use case here.)

Challenge: Manufacturers rely on inspection techniques to ensure consistent and accurate fill levels in containers, presence of all items in packaged kits, and correct placement of caps and lids. Conventional weight-based measuring or traditional 2D imaging isn’t always effective in fast-moving automated inspection or when packaging is nontransparent. Containers with unequal fill lines or incorrectly placed items leads to poor customer satisfaction, risks shipment rejection, and decreases overall productivity for manufacturers.

Solution: Zebra Technologies’ AltiZ 3D laser profilers deliver 3D machine vision techniques that facilitate high-speed measurement of volume and dimensions, enabling quick detection of damaged or missing products during production. The factory-calibrated AltiZ generates a surface map and returns length, width, height, and volume information in real-world units. This ensures accurate inspection and verification of fill levels, lid and cap placement, and detection of missing product in kitting and case-packing applications. The improved consistency of packaging routines, increased productivity, and reduced waste result in higher customer satisfaction, leading to increased profits and elevated brand value.

With 3D imaging technology, manufacturers can ensure precise and reliable fill level assessments, reducing the risk of overfilled or underfilled containers. This enhances product quality, customer satisfaction, and compliance with regulatory requirements. While the adoption of 3D imaging systems requires careful consideration of cost, implementation factors, system customization, scalability, and staff training, the long-term benefits outweigh the initial investment. Manufacturers can achieve greater operational efficiency, mitigate compliance risks, and uphold their commitment to delivering products with consistent and accurate fill levels. In conclusion, embracing 3D imaging technology revolutionizes fill level inspections, providing manufacturers with the tools necessary to enhance product quality, maintain regulatory compliance, and foster customer trust. By staying ahead of the curve and embracing innovative solutions, manufacturers can set themselves apart in the competitive marketplace and ensure the consistent delivery of high-quality products to their valued customers. Contact us now to learn more about 3D inspection and volumetric measurement. 

Jul 6th 2023

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