Blog
Ask any manufacturing engineer who has deployed a conventional machine vision system on a production...
Every manufactured part that ships with a defect carries a compounding cost: the direct cost of the defective...
Every machine vision system built before the last decade shared a common constraint: the hardware determines...
The AI visual inspection market in 2026 is no longer a niche — it is a competitive landscape with clear...
A False Rejection Rate (FR) that creeps above 1% is not just a yield problem, it is a credibility problem....
There is a fundamental difference between knowing that a defect exists on a part and knowing exactly...
Every visual inspection system makes two kinds of mistakes. The first: it passes a defective part — a...
Every quality engineer who has planned a new inspection station faces the same decision: does this inspection...
There is a fundamental mismatch at the heart of AI-based manufacturing quality inspection. The entire...
Ask a quality engineer about the biggest obstacle to deploying AI-powered inspection on their line, and...
Most quality teams recognize that manual inspection and legacy rule-based vision systems have a hard...
Every digital image your machine vision camera captures is built from pixels — tiny squares of light...
Pick up any polished metal part, hold it under an overhead ring light, and watch the reflection bloom...
By UnitX Applications Engineering Team, Applications Engineering at UnitX · March 2026 · 9 min read
In...
Consider an aluminum housing with a machined surface. Under 2D inspection, your camera captures a high-resolution...
By UnitX Applications Engineering Team, Applications Engineering at UnitX · March 2026 · 10 min read
One...
There’s a specific kind of frustration that QA engineers know well: your inspection system catches...
If you’ve been in manufacturing QA long enough, you’ve probably encountered the pitch before:...
Compare AI visual inspection (UnitX) vs traditional machine vision for Automotive & EV in 2025. Evaluate...
Field of view in a machine vision system is the area visible to the camera, impacting inspection accuracy...
Dark field illumination machine vision system boosts defect detection on reflective surfaces in 2025...
Object dimension machine vision systems measure size and shape with high accuracy, improving quality...
Image filtering in a machine vision system enhances image quality, reduces noise, and highlights features...
FCN Fully Convolutional Network machine vision systems enable fast, accurate pixel-wise image analysis...
Common loss functions in a loss function machine vision system, like MSE, cross-entropy, and Dice loss,...
Understand the differences between computer vision and machine vision systems, their applications, and...
Understand how camera resolution impacts machine vision systems, enabling precise defect detection, object...
Compare fixture-only and motion integration systems in machine vision. Understand their differences in...
Rare defects in manufacturing silently erode profits through hidden costs, reputational damage, and operational...
Compare traditional AI and generative AI for product surface defects detection. Learn how synthetic data...