Label position drift
Product posture and labeling mechanism changes can create offset, skew, or duplicated labels.
A production-line case that connects visual positioning, post-label inspection, rejection linkage, and inspection data retention into an auditable workflow.
High-speed labeling inspection for bottled, canned, and boxed products.
Presence, offset, skew, wrinkle, damage, duplicate label, and missing label.
Line speed, trigger timing, rejection delay, and false reject boundaries.
The difficulty comes from speed, material reflection, curved surfaces, space constraints, and rejection timing.
Product posture and labeling mechanism changes can create offset, skew, or duplicated labels.
Transparent films, glossy labels, and curved bottles introduce highlights and shadows.
Manual inspection cannot continuously cover every product on a fast line.
Inspection results must stay synchronized with encoder, PLC, and rejection devices.
The project validates optics, trigger timing, algorithms, communication, and rejection logic together on site.
Pre-label positioning corrects product posture while post-label inspection checks label quality.
Lighting, exposure, and camera placement are fixed according to bottle shape and label material.
Offset, angle, area, edge, and defect thresholds remain configurable for field maintenance.
The system outputs OK/NG and rejection delay while storing images, batch, time, and defect type.
Hardware, software, and interfaces are designed together so delivery goes beyond an algorithm demo.
The image, decision, rejection action, and data record must remain time-aligned.
A sensor or encoder triggers the camera when the product reaches the inspection window.
The algorithm locates bottle or label references and calculates area, angle, and edge position.
Presence, offset, skew, wrinkle, damage, and duplicate label rules output OK or NG.
NG results go to the PLC while images, results, batch, and reasons are stored.
The delivery reduces rework and missed defects while enabling data-based review.
Each product keeps inspection result, defect type, and key image evidence.
Operators shift from repeated sampling to exception review and equipment maintenance.
Test samples and timing records verify that NG products are rejected at the right position.
Similar projects can reuse sample evaluation, lighting selection, and acceptance sample methods.
Transparent, glossy, matte, and curved labels should be evaluated separately.
Boundary offset, slight skew, reflection interference, and typical damage should be included.
Thresholds, exposure, trigger delay, and rejection delay need clear maintenance notes.
Share product photos, label samples, line speed, inspection position, and abnormal samples so we can review feasibility.