What is the Best Software for Digital Image Processing?

Image processing is the use of algorithms and mathematical models to process and analyze digital images. The goal of image processing is to enhance the quality of images, extract meaningful information from them, and automate image-based tasks. Image processing is important in many areas, like computer vision, medical imaging, and multimedia. This article discusses important areas in image processing and mentions Zebra Technologies’ Aurora Design Assistant software.

Understanding Deep Learning (DL) and Its Functioning:

deep learning applications

The fields of image processing and Deep Learning (DL) are complementary, especially in the context of computer vision and machine learning tasks. DL is a subset of machine learning, which is a subset of artificial intelligence (AI). DL algorithms are designed to reach similar conclusions as humans would by constantly analyzing data with a given logical structure. To achieve this, DL uses a multi-layered structure of algorithms called neural networks.

The design of the neural network relies on the structure of the human brain. Just as we use our brains to identify patterns and classify different types of information, we can teach neural networks to perform the same tasks on data. DL has succeeded in AI applications, advancing technology and contributing to breakthroughs in computer vision, language understanding, and reinforcement learning.



Widely used deep learning applications:

DL has applications in a vast array of fields, including:

• Image recognition and speech recognition: DL is excellent at image classification, object detection, and facial recognition. It is used for tagging images, recognizing faces for security, and converting speech to text.

• Healthcare: DL is used for medical image analysis, disease diagnosis, and prognosis prediction. It aids in identifying patterns in medical images, such as detecting tumors in radiology scans.

• Autonomous vehicles: DL plays a key role in developing self-driving cars. It uses live data from sensors, cameras, and other sources to decide on steering, braking, and acceleration.

• Manufacturing and industry: DL is applied to predictive maintenance, quality control, and process optimization in manufacturing. It detects defects in products and predicts equipment failures using vision computers.

• Robotics: DL enables robots to perceive and respond to their environments, helping them perform complex tasks.


Deep Learning applications in computer vision:

vision computers and computer vision


Computer vision is a part of AI that helps computers analyze and process digital images. It uses algorithms and techniques to make decisions or suggestions based on the images. DL has made significant contributions to computer vision, including:


• Image classification: Categorization of images into predefined classes, fundamental to applications such as object recognition.

• Object detection: Detection of objects within images by providing bounding boxes around them, crucial where it’s necessary to identify and locate multiple objects in a single image, such as in autonomous vehicles or surveillance systems.

• Facial recognition: Key to identity verification, access control, and security. We can accurately identify and match facial features against a database of known faces.

• Image segmentation: Segmentation of images into meaningful regions or objects, valuable in medical imaging for identifying and isolating specific structures within images.

• Medical image analysis: Used in medical imaging tasks, such as detecting and diagnosing diseases from X-rays, MRIs, and CT scans.

• Augmented reality (AR): Enhances the capabilities of AR applications by enabling real-time recognition and tracking of objects.


What is the role of Deep Learning in machine vision?

manufacturing setup for image processing and recognition using machine vision

7 elements of a machine vision system

DL plays a crucial role in machine vision by providing advanced techniques for processing and understanding visual information. Key roles in machine vision include:

• Feature learning: DLs excels at automatically learning hierarchical features from raw visual data, essential in machine vision applications where identifying relevant patterns and features in images is crucial for decision-making.

• Object recognition and classification: DL enables accurate and efficient object recognition and classification. Machine vision systems can use deep neural networks to categorize objects in images, valuable in quality control in manufacturing.

• Object detection: DL is used for object detection tasks in machine vision. It can identify and locate multiple objects within an image, important in robotics and autonomous vehicles.

• Image segmentation: DL techniques are used for image segmentation in machine vision. This involves dividing an image into meaningful segments, useful in medical image analyzing and scene understanding.

• Anomaly detection: DL models can recognize normal patterns and detect anomalies in visual data. Quality control, surveillance, and monitoring systems apply it to identify deviations.

• 3D vision: DL supports 3D vision tasks by processing multiple images or using depth-sensing technologies. Vital in applications like robotic navigation.

• Document and text recognition: DL models are used for optical character recognition (OCR) and document analysis. Aids in automatically extracting information from textual content in images.

• Biometric recognition: DL enhances biometric recognition systems by providing accurate algorithms for face recognition, fingerprint recognition, and other biometric modalities.


How can machine learning benefit image recognition?

Machine learning brings efficiency, accuracy, and adaptability to image recognition tasks, making it a powerful tool for a wide range of applications, such as:

• Automated feature extraction: Machine learning, especially DL, automates the feature extraction process by learning relevant features directly from the data.

• Improved accuracy: Machine learning algorithms perform exceptionally well in image recognition tasks. They can learn hierarchical features, allowing them to recognize patterns and objects in images with great accuracy.

• Adaptability to varied data: Machine learning models generalize well to new and diverse datasets. This adaptability is crucial in image recognition situations where appearances may vary as a result of lighting conditions, angles, and background variations.

• Object detection and localization: Machine learning algorithms enable the classification of objects and the localization of their positions within an image. This is essential for autonomous vehicles, robotics, and surveillance.

• Semantic segmentation: Machine learning techniques can perform semantic segmentation by classifying each pixel in an image. This promotes understanding of the spatial relationships and boundaries between different objects.


Which is the top-rated software for machine vision?

aurora design assistant is a no code computer vision software

Integrys considers Aurora Design Assistant (Aurora DA) the best software for digital image processing on the market today for the following reasons:

Flowchart-based development: Aurora DA helps you create apps quickly without coding by using flowchart steps for building and configuring applications. Aurora DA offers no-code computer vision —allowing anyone to apply artificial intelligence without having to write a line of computer code. The IDE also lets users design a custom web-based operator interface.

Flexible deployment options: Select your platform from a hardware-neutral environment that is compatible with both branded and third-party smart cameras, vision controllers, and PCs. It supports CoaXPress, GigE Vision, or USB3 Vision camera interfaces.

Streamlined communication: Easily share actions and results with other machines using I/Os and various communication protocols in real time.

Increased productivity and reduced development costs: Vision Academy offers online and on-site training for users to enhance their software skills on specific topics.


Contact Us:

To learn more about Integrys computer vision projects, and products such as Aurora Design Assistant software, or to request a quote, click here to contact us.


Exploring the Future of Automation at ETAC 2023: Join Integrys at Caesars Windsor

The world of automation is evolving at an unprecedented pace, and the Emerging Technologies in Automation Conference & Trade Show (ETAC) is your gateway to the latest innovations and trends. On November 2, 2023, at Caesars Windsor in Windsor-Essex, Ontario, Integrys is set to take center stage, presenting cutting-edge solutions and insights that define the future of automation.

Windsor-Essex: A Hub for Automation Excellence

Windsor-Essex, Ontario, is an international hub for automation, boasting over 300 companies actively involved in engineering, designing, and producing advanced manufacturing systems across diverse sectors such as automotive, agribusiness, aerospace, and more. It’s a region that’s leading the way in automation trends, with a focus on optimizing Industry 4.0 and embracing the next generation of technologies. Through strategic collaborations with private industry, government, and educational institutions, Windsor-Essex aims to remain a global leader in automation.

Unlocking Opportunities in Automation

Automation is reshaping the world we live in, and it’s important to explore the opportunities it presents for Canada and the Windsor-Essex region. ETAC 2023 provides a platform to connect with automation companies, interact with industry experts, and discover potential suppliers of cutting-edge technologies. With over 350 delegates, 50 exhibitors, and industry experts focusing on innovative and emerging technologies, this event is where the future of automation unfolds.

Integrys: Pioneering Automation Solutions

Integrys, an industry leader in evaluating and distributing rugged and embedded computers, imaging and video technology, and engineering solutions, will be at ETAC 2023 to showcase the latest advancements in automation and technology. Visitors can gain valuable insights into the implementation of Industry 4.0, explore tailored engineering Machine Vision solutions, and witness the Integrys’ Machine Vision Kit in action.

Join Us at ETAC 2023

Save the date and join us on November 2, 2023, at Caesars Windsor for an unforgettable experience at ETAC 2023. Stay connected with Integrys for more updates on our participation in the event, and be part of the automation revolution shaping the future of manufacturing and technology.

How Zebra’s Comprehensive Machine Vision Portfolio Can Reshape Every Stage of Automotive Manufacturing

With more than 30,000 distinct parts from hundreds of suppliers, a typical new car presents one of modern manufacturing’s biggest challenges. The rapid adoption of innovative new technologies and components like electric drivetrains and sophisticated driver assistance systems isn’t making the manufacturer’s job any easier.

The demand for new solutions has virtually every carmaker and every player in the $2.1 billion automotive parts industry searching for solutions that can help them keep pace with the demand for greater efficiency, higher quality and better traceability. In many applications, the answer is automation.

Automation is hardly new to the auto industry—after all, the industry is widely considered to be the birthplace of the modern assembly line. What’s changing, however, is the penetration of automation technologies into more manufacturing processes. One of the most impactful changes is the widespread deployment of advanced vision systems, using fixed cameras and machine vision systems to streamline data capture and handle sophisticated visual inspections throughout automotive manufacturing.

From a brake component manufacturer’s need to track parts through the supply chain to the electronics manufacturer’s need to perform detailed quality-control inspections to the carmaker’s need for complex 3D analysis, the range of solutions required throughout the automotive manufacturing industry demands a diverse portfolio of hardware and software solutions.

Fortunately, Zebra’s acquisition of Matrox Imaging has created a single-supplier solution with a full range of hardware and software tools to cover almost any vision application. Zebra has partnered with Integrys Limited in Canada to revolutionize the industries with its Machine Vision applications.

Here’s a brief look at some of the end-to-end inspection tasks that automotive manufacturers can accomplish with Zebra’s end-to-end portfolio of machine vision systems:

  • Wire Harness Inspection: Today’s passenger cars and light trucks have a dozen or more wiring harnesses, hundreds of connectors, and 2.5 miles of wiring. Leading manufacturers are using machine vision tools to inspect and confirm every wire’s color, gauge, and sequence.
  • Pin Inspection: Since the slightest inaccuracies in pin height or alignment can lead to glitchy performance or failure of electronic systems, manufacturers use machine vision solutions to verify that each connector is manufactured to precise specifications before components go on to final assembly.
  • Conformal Coating: Innovative machine vision tools can instantly detect inconsistencies like cracks, bubbles, insufficient coverage, incomplete adhesion, and other potential problems in conformal coatings that protect printed circuit boards (PCBs) from corrosion and moisture.
  • PCB Inspection: It takes hundreds of PCBs incorporating thousands of microchips and other electronic components to support a modern vehicle. Machine vision technology provides a high-speed, high-precision solution to ensure each critical PCB meets exacting specifications.
  • Bead Inspection: Today, machine vision systems evaluate coverage, location, and continuity of the adhesive gaskets on high-speed production lines, detecting many flaws that would escape even the most experienced human inspectors.
  • Display Inspections: The number and complexity of electronic displays increase with every new generation of passenger vehicles and light trucks. Machine vision tools can automatically inspect everything from orientation (is it properly installed) and function (is the display properly sequenced) to quality (are there failed pixels) and performance (does it meet standards for brightness, color, and more).
  • Color Inspections: Machine vision tools can perform high-speed color inspections to confirm the correct color of everything from body panels and accessories to the color of packaging used for OEM parts that will be shipped to dealers’ service departments.

That’s a diverse list of machine vision applications. Still, it’s only a fraction of what manufacturers can accomplish with Zebra’s impressive portfolio of fixed industrial scanners, machine vision smart cameras, and software tools.

To learn more about the ways Zebra’s Machine Vision solutions, please contact our representative in Canada. Integrys’ advanced Machine Vision systems are reshaping quality control, production efficiency, and automation. Our solutions encompass object location, defect detection, and much more. With 20+ years of experience, we enhance productivity, assure quality, and reduce costs. To learn more about these cutting-edge Machine Vision solutions please contact us by clicking the button below.

Contact Us

Integrys: Revolutionizing Server Efficiency with Custom Design and Engineering Solutions


In today’s fast-paced technology industry, companies are constantly seeking ways to optimize their systems and improve efficiency. Integrys, a leading engineering firm, recently embarked on a challenging project to help a client enhance the performance of their existing servers without the need for a complete computing system overhaul. With their expertise in needs assessment, design solutions, custom configuration, test and validation, and post-application support, Integrys proved once again why they are at the forefront of innovation.

The challenges in custom design and engineering:

The client’s servers, when operating at full capacity, generated a significant amount of heat due to two main components: two powerful GPUs and an accelerated Network Interface Card from Intel. The excessive heat threatened the stability and longevity of the electronics within the chassis, necessitating a creative solution. Integrys faced several critical challenges in this project:

  1. Preserving the Existing Architecture: The project required finding a solution without redesigning the already-built chassis and motherboard and maintaining the positioning of the GPUs and Network Card.
  2. Cooling Multiple Heat Sources: Integrys needed to devise a method to bring in cool air from the environment and direct it to three different locations within the system to effectively cool the GPUs and Network Card.
  3. Precise Airflow Requirements: The engineering team had to ensure specific flow rates and temperatures were achieved across the pre-existing architecture, which posed further complexities.
  4. Seamless Integration: The most demanding mechanical challenge was developing a duct that could be easily inserted into the pre-built chassis without the need for dismantling the entire system.

The Custom Solution:

Led by Electro-Mechanical Designer, Daniyal Jafri, and under the guidance of Engineering Manager, Eric Buckley, the engineering team at Integrys combined their expertise in fluid mechanics, thermal science, and mechanical design to tackle these challenges head-on. By applying scientific principles and innovative thinking, they devised an ingenious solution that achieved the desired flow rates and temperatures while seamlessly integrating into the existing infrastructure.

custom design and engineering for the duct convention airflow by integrys
The team’s initial design iterations involved a compact 80mm duct, which was 3D printed due to the complexity of its geometry. While it met the flow rate requirements, it exceeded the acceptable acoustic noise levels. To address this issue, the team explored a larger 120mm fan, which provided a 4x increase in airflow at the same RPM. Running the 120mm fan at a lower speed to provide that same airflow as the 80mm solution reduced noise levels while still meeting the necessary cooling requirements.

Overcoming the size constraints imposed by the larger fan, the final duct design from Integrys successfully met all the client’s requirements. The innovative design allowed the duct to be seamlessly slid into the system, eliminating the need to remove metal panels within the chassis for assembly. This breakthrough significantly reduced assembly time, saving the client substantial labour costs.



Integrys has once again showcased its ability to connect technology and innovation. By leveraging their engineering expertise, the team at Integrys devised a ground-breaking solution to enhance the efficiency of the client’s servers. Overcoming the challenges of preserving existing architecture, cooling multiple heat sources, achieving precise airflow requirements, and seamless integration, Integrys delivered a state-of-the-art 3U server solution that exceeded expectations.

Integrys’s dedication and expertise enabled the client to optimize their system without requiring a complete redesign, saving both time and resources. This successful collaboration exemplifies Integrys’ commitment to delivering cutting-edge engineering solutions and reaffirms its position as an industry leader.


Click here to view more engineering services from Integrys or Contact Us for your personalized engineering solution.

CANSEC 2023: Explore Cutting-Edge Technologies for Military Units – Integrys Limited

CANSEC 2023 banner

Location: Booth #526, EY Center, Ottawa, Ontario
Date: May 31 – June 1, 2023


We are thrilled to announce that Integrys Limited, a leading provider of advanced technology solutions, will participate in CANSEC 2023, one of Canada’s premier defence and security events. We invite you to join us at Booth #526 to explore our latest innovations and discover how our cutting-edge technologies, products, and services can enhance the capabilities of land-based, naval, aerospace, and joint forces military units.

At Integrys Limited, we are committed to delivering high-performance solutions that meet the evolving needs of modern defence and security operations. Our presence at CANSEC 2023 offers a unique opportunity to showcase our diverse range of offerings designed specifically for the military sector.

During the event, we will be highlighting several groundbreaking products, including:

  1. Mission Computers: Our mission computers are built to withstand the most demanding operational environments. Equipped with robust processing power and advanced features, they provide military units with reliable and efficient computing capabilities.
  2. Rugged Laptops: Our rugged laptops are purpose-built for field operations, offering exceptional durability and performance. With enhanced protection against environmental factors, these laptops enable seamless communication and data management in challenging conditions.
  3. Rugged GPUs: Designed for military applications, our rugged graphics processing units (GPUs) deliver accelerated performance and superior visual processing capabilities. These GPUs empower military personnel with enhanced situational awareness and mission-critical data analysis.
  4. Rack Mount Solutions: Our rack mount solutions provide a compact and reliable platform for housing critical equipment in military installations. With optimized space utilization and robust construction, these solutions are ideal for military deployments where space is limited.
  5. Ethernet Switches: Our advanced Ethernet switches facilitate seamless and secure data transmission within military networks. These switches offer high-speed connectivity, advanced network management features, and enhanced data security, ensuring efficient and reliable communication.

We invite you to visit Booth #526 at CANSEC 2023 to witness our products’ exceptional quality and performance. Our team of experts will be available to provide in-depth demonstrations, answer any questions you may have, and discuss how our solutions can address your specific operational requirements.

CANSEC 2023 is a crucial event for professionals in the defence and security industry, and we are excited to be part of this prestigious gathering. Join us at the EY Centre in Ottawa from May 31st to June 1st, 2023, and let Integrys Limited empower your military units with cutting-edge technologies that drive operational excellence.

For more information about our participation at CANSEC 2023 or to schedule a meeting with our team, please get in touch with us via email at info@integrys.com or by clicking here.

COSA Technology from North Atlantic Industries

The long-standing goal at North Atlantic Industries (NAI) is to accelerate your time-to-mission—to get you to market faster. NAI’s COSA technology, also known as “Configurable Open Systems Architecture” technology, helps you do just that. In a distributed, intelligent, software-driven architecture that allows you to rethink the way you engineer power-critical and I/O-intensive mission systems, COSA satisfies an impressive range of complex and time-critical requirements.


COSA technology from north atlantic industries in collaboration with integrys limited for canada and north american market


How NAI’s COSA technology works:

I/O sbc boards


  • Select I/O boards, single board computers, power supplies or rugged systems to meet your requirements.
  • Customize it in modular fashion, selecting from more than 100 available, high-density, fully tested I/O, communications, measurement and simulation smart function modules.
  • Leverage NAI’s free software libraries, source-code and comprehensive API to jump-start development and speed your time to test.
  • Easily adjust board configuration to add or swap functional capabilities if requirements change.





different function modules from NAI via COSANAI’s COSA technology works by providing a framework for building software systems that are composed of independent software components, or “modules.” These modules can be configured and combined in various ways to create a customized software solution that meets specific requirements.

The COSA framework provides a set of standard interfaces and protocols that allow the modules to communicate and interact with each other, regardless of the programming language or platform on which they are implemented. This allows for greater flexibility in choosing and integrating different software components, and enables the creation of highly configurable and adaptable software systems.

COSA technology applications include industrial control systems, military systems, and telecommunications networks. It is designed to be highly modular, scalable, and adaptable to changing requirements, making it an attractive solution for complex and dynamic software systems.


COSA modules, boards and systems