Recorded demo
Line Inspector
Inspect real circuit boards and review anomalies and errors.
76 of 80 cases · Real images · VisAHeld-out images correctly classified
Watch the demoVision / Evaluated demonstration
Align two images and localize visual differences.
Actual recording · Synthetic English narration and captions · Simulated image pairs
THE PROBLEM
THE WORKFLOW
SIFT and robust geometry estimate a homography, check correspondences and overlap, rectify the view and highlight differences. A reviewer can inspect matches, blend views and download the evidence.
RECORDED EVIDENCE
| Check | Cases |
|---|---|
| Pairs with corner error below 2 px | 12 of 12 |
| Changed pairs: mask IoU above 0.75 | 4 of 4 |
Source: local pipeline execution on the identified inputs. CPU; no GPU. HTTP timings refer to the interface samples; for reconstruction they measure loading recorded geometry, not a new reconstruction. These are not customer outcomes or a guarantee on other data.
WHAT WE COULD BUILD WITH YOU
Planar surface, capture, calibration, overlap, meaningful changes, lighting and rejection rules.
Twelve generated pairs with known transforms; four include planted changes. Each pair recovered corners with mean error below 2 pixels. This is a controlled test, not real print-line validation. Parallax, glare and interpolation can create false differences.
Discuss image comparison ↗