In the highly competitive electronics industry, even the smallest defect can have a ripple effect—delays in production, increased costs, and customer dissatisfaction. To stay ahead, manufacturers are increasingly turning to AI-powered quality inspection systems. But these systems can only be as effective as the data that powers them
The Challenge
Semiconductor manufacturer in the world availed to Annotation Support a very urgent issue: their AI based-quality control system did not render the capacity to precisely recognize defects in their complex circuit boards and device parts. Improperly marked training data decreased the speed of defect detection, created a false positive and wasted time in a production line rework area.
The Solution
The Annotation support came in with a custom-oriented data annotations plan:
Precision on the pixel level – Experts annotated microscopic component images at the pixel level in order to point out cracks, soldering problems, and surface defects.
Custom Ontologies – Generated product-range defect categories, so that the AI system was able to learn the difference between serious defects and minor ones.
Scalable workforce – Did the same to natively handle thousands of images per day using a hybrid human-in-the-loop and QA-based workflow without losing accuracy.
The Results
It resulted in transformational:
40% Quickness in the control of any defects – AI models used by the manufacturer detected components with faults more precisely on the move.
Less Downtime in Production Caused by Faulty Product – The speed at which faulty units were detected caused less of them to be sent to final assembly.
Better Yield and cost Reduction – Typical decrease in the costs of the rework and general improvement in production efficiency.
Why It Matters?
The given cooperation demonstrates that to reveal the real potential of AI in manufacturing, high-quality annotation is vital. The presence of Annotation Support enabled the client to detect defects faster and more accurately and improve operational efficiency and quality of the products offered to the market thus protecting their stance on the international arena more.
We are experts in providing data annotation services, data labeling services for Electronics industry, Interested to get high quality and data secured annotation services, contact us immediately through filling the form at https://www.annotationsupport.com/contactus.php