Precise In-Vitro Diagnostic Testing Using Machine Vision and Deep Learning

JADAK is solving complex In-Vitro Diagnostics (IVD) and lab automation challenges for the world’s top medical device OEMs.

Leading the way in transforming laboratory automation, JADAK builds tailored engineered solutions that provide clinicians and lab technicians with the ability to conduct tests simultaneously and record clinical data faster, more accurately and efficiently.

Automating and enhancing lab equipment with machine vision and deep learning for faster sample to answer.

Machine Vision, Barcode and RFID technology enables laboratory automation efficiency and accuracy.

In-Vitro Diagnostic Testing

In-vitro diagnostic testing is the backbone of medical diagnostics, enabling early disease detection and treatment, and providing guidance for therapeutic decisions. More than ever, it plays a critical role in modern healthcare systems, ultimately contributing to a healthier society.

But IVD tests are challenged to maintain strict diagnostic integrity while meeting the demands for faster, more accurate lab results. The need for laboratory automation solutions, enabled by advanced machine vision, barcode, and RFID technologies becomes increasingly clear.

ARTICLE: Custom Deep Learning Enables Automated Pre-sorting in In-Vitro Diagnostic Testing

The Role of OEMs in Advancing Laboratory Automation

At the forefront of meeting this necessary challenge, Original Equipment Manufacturers (OEMs) are transforming traditional laboratory workflows into advanced automated processes that reduce the likelihood of human error while processing significantly higher volumes of tests in shorter times.

 

Key Areas of Innovation in IVD Testing

Entrepreneurial OEMs using automation technologies are driving innovation using JADAK vision solutions in several critical areas of IVD testing, including:

Laboratory Sample Tracking

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Reagent Inventory Management

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Liquid Level Measurement

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Cell Counting

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Sample Preparation

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How OEMs Can Integrate IVD Laboratory Automation

OEMs can integrate IVD laboratory automation at several stages of device production.

In product development, OEMs are exploring new materials and technologies in their R&D efforts, prototyping new custom designs using future-proofed components that meet unique challenges and uphold high standards of accuracy and efficiency.

In manufacturing, OEMs are continually improving their automated capabilities, meeting demand for higher throughput while maintaining quality control and regulatory compliance with industry standards, and ultimately contributing to greater overall public health.

And throughout the process, OEMs are mindful of expanding capabilities and system connections through innovative technology integrations like microfluidic chips which can reduce testing time up to 90%, or biosensors that enable rapid and accurate diagnostics.

​Types of Products and Components for IVD Automation

JADAK specializes in IVD automation components, supporting individual devices, as well as automated systems within IVD labs, including:

Automated Analyzers and Readers

JADAK designs performance machine vision cameras for high quality capture and high throughput of biological samples in automated analyzers and readers.

Fluid Handling and Sample Inspection

JADAK vision solutions with deep learning are highly customizable while remaining accurate and scalable, making them agile components and ideal for adjustable fluid handling systems that accommodate many varied laboratory tests.

JADAK’s machine vision solutions enable:

  • Meniscus location in a vial or the edge of liquid in a tube
  • Size of droplets or a liquid spot 
  • Measurement of different levels of the separated phases of centrifuged blood
  • Buffy coat thickness
  • Presence / absence 
  • Color 
  • Test tube detection and classification 
  • Cell classification and counting
  • Pipet alignment

Imaging and Detection Systems

These advanced technologies search detailed machine vision images for signals used in detecting biological markers for diagnosis and research. JADAK provides the highest quality machine vision cameras for capturing the clearest images used in detection systems.

Reagent Authentication and Sample Tracking

As laboratory throughput increases, maintaining process quality becomes even more critical. The process must track each and every sample to ensure accurate patient test results.  JADAK’s image-based barcode readers enhance read rates and support both 1D and 2D code reading for more accurate diagnostics.

Clarity Studio Machine Vision Software

JADAK’s Clarity Studio software offers a comprehensive suite of features tailored for life sciences applications. It includes built-in libraries for common life sciences tasks, rule-based and edge learning capabilities, industry-standard OpenCV tools, and a visual programming interface to accelerate in-vitro diagnostics (IVD) test processing.

Frequently Asked Questions (FAQs)

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In-vitro diagnostic (IVD) tests are performed on biological samples taken from the human body, like blood, tissue, or other bodily fluids. These tests, conducted outside the body (in vitro), are used to detect diseases or infections and in monitoring a patient’s health.

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The information provided by IVD testing is essential for healthcare providers in making accurate diagnosis and guiding their treatment decisions. IVD testing is a critical tool in disease management, improving patient outcomes, and contributing to overall public health.

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Original Equipment Manufacturers (OEMs) play a foundational role in innovating and then developing IVD products. Through their research, prototyping and custom designs, they create solutions that fit the growing and evolving needs of laboratories and healthcare providers.

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OEMs offer many advanced capabilities designing products for efficient high-throughput, testing with rigorous quality controls to ensure reliability, and complying with industry regulations to guarantee a safe product.

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OEMs can integrate cutting-edge technologies into IVD devices, such as microfluidics for precise fluid handling, biosensors for enhanced sensitivity, and digital health solutions for connectivity and data analysis. These types of technologies improve the accuracy, efficiency, and overall performance of IVD tests.

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OEMs provide many laboratory automation devices including automated sample tracking systems, reagent authentication technologies, machine vision automation for quality control, and automated cell counting systems. These types of solutions streamline laboratory workflows and improve testing accuracy and efficiency.

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Automated sample tracking systems ensure the traceability of samples throughout the testing process by eliminating points of human error and ensuring accurate tracking from sample collection to final results.

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Reagent authentication ensures that only validate reagents are used in IVD testing by tracking its usage, expiration, and verifying its quality.

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Machine vision automation enhances quality control by using advanced imaging technologies to detect errors and inconsistencies in samples, reagents, and test results.

​​JADAK Customized Engineering

With our engineer-to-engineer collaboration approach, our team becomes an extension of yours. It starts by gaining a deeper understanding of your application. Then, we’ll help develop and implement a solution that’s a precise fit, supporting you throughout the product lifecycle.