What Is the Best Checkerboard Size for OpenCV Camera Calibration?
If you’ve set up an OpenCV camera calibration pipeline, this question comes up fast: What size checkerboard should I actually use? The short answer is: there’s no single “best” size. The right dimensions depend on your camera, your working distance, and what level of accuracy you need. But there are clear guidelines that most engineers […]
3D Machine Vision Imaging Methods: A Complete Comparison Guide (2026)
There are four mainstream methods for 3D imaging in machine vision — stereo vision, structured light, time-of-flight (ToF), and laser triangulation. Each has distinct strengths in accuracy, speed, range, and cost. This guide breaks down how they work, when to use them, and why calibration quality is the foundation of every 3D vision system.
Which Calibration Chart Material Is Best? PE vs Film vs Paper
White PE calibration charts offer 30μm precision and industrial durability with front lighting. White Film provides 0.3mm resolution with backlight compatibility. Photo Paper delivers color accuracy for controlled environments. Each material has specific advantages for different imaging applications.
SFRreg: Why Wide-FOV and Ultra-Wide Systems Use Multiple Registration Targets Instead of One Large Chart
A single flat chart can’t be the right size, distance, and focus across a wide field of view — corners end up defocused and foreshortened. This article explains why ultra-wide, fisheye, automotive, and endoscope MTF testing uses multiple SFRreg registration targets instead: each is placed and angled for its field position, covering center and corners (plus sagittal/tangential MTF and lateral CA) in a single capture.
Optical Density vs Contrast Ratio: What 10:1 and 4:1 Really Mean
Optical density and contrast ratio describe the same thing, linked by one equation: contrast ratio = 10^(ΔOD). This article shows how to convert between them, why 10:1 = OD 1.0 and 4:1 ≈ OD 0.6, and why opaque chrome (OD 3 ≈ 1000:1) can never be a low-contrast target.
Why ISO 12233 Slanted-Edge MTF Requires a Low-Contrast Target (4:1 vs 10:1 vs High Contrast)
The slanted-edge method only gives a true MTF when the camera responds linearly. A high-contrast black-to-white edge clips and triggers sharpening, inflating the result. This article explains why ISO 12233’s low-contrast edge — about 4:1 — keeps the edge in the linear range, and compares 4:1, 10:1, and high-contrast targets.
AprilGrid Calibration Targets: Coded AprilTag Grids for Kalibr Camera-IMU and Multi-Camera Calibration
An AprilGrid is a grid of individually coded AprilTags used by the Kalibr toolbox for multi-camera and camera-IMU calibration. Unique tag IDs let calibration succeed from partial views and remove the pose-flip ambiguity that affects symmetric checkerboards and circle grids. What it is, why Kalibr recommends it, the tag parameters that matter, how it differs from ChArUco, and how substrate sets the accuracy ceiling.
How to Evaluate Checkerboard Calibration Target Accuracy: 4 Numbers That Matter
A supplier’s inspection report is the only way to trust a calibration target you can’t easily measure yourself, yet most reports mix real fabrication error with the mounting offset and rotation from the measurement stage. The two kinds of accuracy (position vs spacing), the four numbers that matter (pass rate, maximum radial residual, standard deviation, 95th percentile), why Kabsch rigid-body alignment is non-negotiable, a worked example, and five red flags when reading a supplier’s report.