Custom Computer Vision for Quality Control Development
Share your specific inspection challenges and receive a custom AI algorithm designed to solve them. Computer vision and machine learning models are developed to integrate seamlessly with system integrators and equipment producers.
What is Computer Vision in Quality Control?
Computer vision for quality control uses cameras and sensors and machine learning algorithms to detect defects, recognise objects and track them if needed. This visual data can be further cross-referenced with MES, SCADA or PLC data to build predictive and preventive models that reduce energy costs, minimize downtime, and reduce waste.
Computer vision solutions can automate defect detection and quality inspection beyond human or traditional machine capabilities. They also optimize production lines, enabling manufacturers to achieve greater efficiency and cost savings. Computer vision in quality control creates the margins needed to gain competitive edge and lead in today’s demanding manufacturing market.
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Computer vision services
Custom CV Product Built from Scratch
By analyzing your needs, context of use, and business objectives, we come up with the best software and hardware pairing to ensure the most successful implementation, quick computer vision adoption, and fast ROI.
CV-enhancement of Your Product
For hardware and software manufacturers, the machine vision component is a natural stage of product development. Partner with DAC.digital to get an advanced computer vision solution that fits your product, business, and customer experience needs.
Computer Vision Expertise Outsourcing
Running a computer vision project requires recruiting experts in the field or building a dedicated team with the right skills. This is where our deep tech specialists step in. Hire computer vision experts to join you in the scope and model that suits your needs.
Explore computer vision projects
23 Deloitte Fast 50 Central Europe 2023
Deloitte Fast 50
Forbes Technology Council Official Member
Forbes
1000 Europe’s Fastest Growing Companies
2023 & 2024
Financial Times
Polish Company International Champion 2020
PwC
Master of Innovative Transformation 2021
MIT Sloan Review
Looking to build computer vision software? Let’s talk about it!
Book a FREE intro call to learn more and see how we can help optimise your production line.
When does making custom computer vision algorithms make sense?
When you have a unique production processes
Think high and low temperatures, poor visibility or heavy dust. If the plant process you want to optimize has a very specific production situation, such as unique materials you work with or a harsh environment, custom computer vision algorithms can be designed and calibrated to account for your specific situation, for increased accuracy and efficiency of the solution.
When you deal with complex quality requirements
In situations where quality control requirements are exceptionally high or unusual, standard computer vision models may not be sufficient. Our experts will build computer vision software based on your specific situation.
When you need sophisticated system integration
Running a computer vision project requires recruiting experts in the field or building a team with the right skills. This is where our deep learning experts step in. They are ready to act as your dedicated development team in the scope and model that suits your business needs.
What are the benfits of investing in a custom computer vision system?
Your solution is build precisely for your production process
Custom CV solutions are better than off-the-shelf solutions when you need to meet unique production line conditions. Extreme temperatures or speed, high dust and humidity levels, or exceptional precision are situations where custom CV systems provide significantly better quality results.
Custom computer vision provides the highest accuracy, covers rarely reproducible issues, and allows an elastic approach to cover edge cases.
You can talk about ROI with us and scale the solution
Every stage of production can be optimized using AI, the question is whether the result is worth the investment.
Our experts will help you analyze your production process and select the best areas and technical applications for optimization.
Together, we will discuss your business needs, the roadmap for action, and the return on your investment in artificial intelligence.
You are the owner of the IP of the computer vision technology
We’re partners in helping you develop a vision solution that fits your factory. That’s why we create client-focused IP transfer agreements that give you access to design documentation, source code, and materials. You’re free to scale and customize your solution as needed, and we’re happy to grow with you.
Once the solution is implemented, you own all rights to further modifications. We do not use any part of the project for similar products or projects, ensuring that your solution remains exclusive to your business needs.
Turnkey Computer Vision Development for:
Manufacturers
Work with our team to optimize your plant production and introduce industry 4.0 to your manufacturing process.
Producers
of Camera and Vision Systems
Work with our team to develop enchance you product with state of the art computer vision
Integrators
of Manufacturing Systems
Partner or co-develop a solution with us for your client. We also have a talent pool of AI experts available for flexible outsourcing models.
How your computer vision model will be built from scratch?
Our advanced computer vision development expertise can be used to optimize every stage of operations and it can be paired with existing systems that make work easy for you, such as ERP, MES, SCADA. Let’s see what it is about.
There are a variety of ways you can use computer vision in your manufacturing process, from giving machine vision to cobots and using IoT to optimize traffic control to motion analysis and creating vision systems for barcode reading.
Custom computer vision solution can be integrated with your existing systems. Pair visual data with existing database to optimize production and logistics, set up predictive analytics or manage your inventory with improved accuracy.
Curious to see how it works? Here’s a simplified model of an AI-based system for controlling quality. A camera captures raw images, first used for computer vision model training, and then, we develop a custom AI model for you. ML on edge refers to running machine learning models on edge devices like cameras on sensors.
How to make sure that your custom computer vision model doesn’t fail in production? The answer is phased approach
Building a customized vision software for your quality control requires a structured, iterative process. This approach ensures that the solution meets your specific needs, integrates seamlessly with your production line, and delivers measurable results.
1. Discovery and roadmap
Custom computer vision system development requires a structured, iterative process. This approach ensures that the solution meets your specific needs, integrates seamlessly with your production line, and delivers measurable results.
2. Proof of Value
Proof of Value is a test of the feasibility of the solution. We choose the right hardware and prototype the algorithm. The effect of PoV is to simulate key use cases, proving that the solution can provide expected value to the client.
3. MVP
At the Minimum Value Project (or MVP) stage, we create the first version of a working solution with basic functionality. MVP is a first version of the solution ready for testing for a live implementation.
4. Development and implementation
The most robust stage of the process, unique to each project. The result is an algorithm with fully annotated data, integrated with your cutting systems and hardware.
The development process is iterative, we keep you informed of the progress and help you implement and integrate the solution on your production line.
5. Optimalisation and Scaling
Getting the solution up and running is not the end of our partnership.
Our customer service will support you in using the system on a daily basis, MLOps experts will help you scale and modify your AI system, and our business analysts and senior engineers will work with you to create a long-term AI innovation roadmap.
Wondering how AI can help you optimise? Get started with our AI roadmap development workshop
One day of workshop with out experts will help you build a clear roadmap for introducing AI to your plant production. Learn more and book your AI Potential Discovery Workshop.
AI-enhancement of Your Product
Boost the tech that you have with computer vision and artificial intelligence. We can help you develop real-time object detection, image recognition, motion tracking, automatic sorting, and other algorithms that will turn your drones, cameras, or solutions into innovative solutions that solve a well-defined industry issue.
Enhance your cameras with machine learning algorithms. From object detection to real-time image analysis, we deliver cutting-edge AI solutions that transform your devices into intelligent, feature-rich tools.
Drive demand for your optical systems by installing AI onto them. Let your customers use them for quality control in manufacturing that can do real-time anomaly detection or find flaws in products.
Empower your drones with advanced intelligence to automatically avoid obstacles, analyze products, and detect defects with precision. Transform their capabilities for unparalleled efficiency and accuracy in quality control.
Integrate artificial intelligence technologies into cloud services and make them smarter, more efficient, and capable of automating complex processes, so you can boost performance and stay competitive.
Embed AI capabilities into current infrastructure, processes, and machinery to enhance performance, efficiency, and decision-making. Stay aligned with Industry 4.0 and stay ahead of the curve.
Hire computer vision developers
Get a team of specialists
Our team is ready to run your project. It consists of AI/ML experts and PhDs who have deep knowledge of the technologies involved in creating a custom computer vision solution.
Augment your team with experts
Need team augmentation?
Bring one of our experts on board
and let them help you with DL frameworks, data infrastructure, integration with MLOps tools,
and more.
Computer vision consulting
Our experts can take on a role of a consultant and help you move your project forward. Based on our R&D and commercial experience, we can help you pick technology stack, advise on computer vision implementation, and run AI workshops.
Get ongoing support
You can count on us to help you with maintenance. We can agree on a monthly team retainer or step in whenever your computer vision system needs support.
Why should you build computer vision for quality control with DAC.digital?
Custom Solutions Development
We tailor each AI defect detection systems to meet our clients specific needs, ensuring optimal performance for your unique manufacturing processes. We actually travel to your factory to learn about it.
Rapid Prototyping
With our agile approach, we quickly transform your ideas into PoC, MVPs, and working prototypes, allowing for cost-effectiveness, as well as fast iteration and refinement.
PhD Experts on the team
With PhD-level scientists actively contributing to the field through research publications, experienced software developers, and a team ready to explore your factory floor, we’re equipped to tackle your CV challenges from the ground up. Leveraging this deep expertise, we’ll recommend the optimal strategy for building your solution and scaling it to meet your evolving needs. Best of all, you remain the sole owner of your product.
20 years of offshore experience working with industry innovators
With 20 years of industry experience, we have established ourselves as a trusted partner in delivering innovative, cutting-edge solutions. This long-standing presence reflects our commitment to excellence and our ability to adapt and thrive in a constantly evolving technological landscape.
How we bring innovation to your production line in 3 simple steps
1. Map optimisation opportunities
Working with your team, our specialists use workshops and line visits to accurately identify the current state and areas for improvement. We then work with you to select the areas where change will deliver the most profitable and rapid results. We will also help you decide which technology to use, whether you choose from those already on the market or opt for a bespoke solution.
2. Develop & implement solution
The solution architecture development process covers a wide range of activities. We typically start with a Proof of Concept (PoC) and an MVP version of the product. This allows for rapid iteration and testing of the solution in a real world scenario. We also help you with a proper data annotation. Our EU-based development team works closely with your production team to implement and test the solution. Developing advanced technology usually requires changes to the production process and effective crew onboarding. Our experts can help you with each stage of change management process.
3. Measure, sustain performance and expand
We can help you set up performance indicators to measure the effectiveness of your implementation. Our MLOps services ensure that product performance is maintained post-implementation, optimising and adapting your solution to the ever-changing working environment. Our way is to build long-term relationships based on trust, ensuring that your innovation is always ready to expand and scale to deliver lasting business advantage and success.
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Our technology stack
Machine Learning & AI
Scikit-Learn, OpenAI API, OpenMMLab, OpenVINO, Safetensors, SAM2, DINO, OpenCV, Open3D
MLOps
Weights and Biases, neptune.ai, SIGOPT, Optuna
Cloud & Data Platforms
Apache Kafka, Apache Spark, Snowflake, dbt, Argo Workflows, Matillion, Airflow, AWS Sagemaker
Data Analytics
Scikit-Learn, Polars, Prometheus, Grafana, PowerBI, Sweetviz, Seaborn
Explainable AI
LIME, ELI5, omniXAI
Data Management
PyTorch Lightning, MongoDB, Redis, MySQL, PostgreSQL, MS SQL Server, Talend, DWH & Data Lakes, Databricks, Azure Blob Storage, CVAT
Edge ML
Nvidia TAO, Edge Impulse, PyTorch mobile, Embedded systems integration
Tell us what you need. Let’s build a custom computer vision model designed to solve your quality control challenge.
Contact us!
Send us an email: [email protected]