Line image
INPUT · RAW
Unprocessed camera image of the filled bottle passing through the line.
Food & Packaging · Filling Line · Quality Control
Quality control that inspects every product one by one, from filling to labeling.
On packaged goods, bottled and canned beverages, and water carboy filling lines, fill level, cap, label, barcode, and expiry date information is verified in real time. The interior volume of a carboy is analyzed with high-resolution image-based systems; foreign matter that should not be present in the liquid is detected with high sensitivity, and particles of different sizes are distinguished from one another.
LIVE · LINE 01INSPECTION ACTIVEFILLING EXIT · CONVEYORFILLING & PACKAGING LINE · CONVEYOREDGE · ON-DEVICEREFERENCE · LOADED
Technical Specifications
Content, fill, and packaging inspection in one enclosed station
Request a quote →| Installation | Light-isolated enclosed station above the filling / packaging line |
|---|---|
| Inspected products | Packaged goods · bottled and canned beverages · water carboys |
| Content inspection | Detection of foreign matter inside the carboy's interior volume |
| Particle differentiation | Foreign matter of different sizes and characteristics can be told apart |
| Fill inspection | Fill level, cap presence, and seal integrity |
| Coding inspection | Expiry date, batch code, and barcode verification |
| Label inspection | Label presence, position, skew, and legibility |
| Precision | Down to 6 microns depending on the optical configuration |
| Line speed | Up to 250 m/min |
| Processing | Edge / on-device — no cloud connection required |
| Anomaly threshold | Sensitivity and acceptance limit adjustable per product |
| Defect classification | Type-based labeling and reporting by defect type |
| Multiple product profiles | Profiles saved per product code; one-touch switching from the control panel |
| Positioning | By the meter via encoder; by sequence number in discrete production |
| Action outputs | Line stop · audible alert · visual alert · PLC / relay · screen · email |
| Logging & reports | Time-stamped images · daily / weekly / monthly reports |
| Visual evidence | Original image + anomaly heatmap + confidence score |
| Integration | Added to an existing filling / packaging line as an independent inspection station |
Reference · Comparison
The perfect product is taught, and every product on the line is measured against it.
A reference product meeting your acceptance criteria is introduced to the system first. That reference holds the packaging appearance, fill level, cap position, and label placement. Every product on the line is compared against this profile; deviations are marked on an anomaly heatmap and converted into a numeric confidence score. Detected anomalies are logged, providing traceability.
Anomaly map
DETECTION · HEATMAP
The region deviating from the reference is marked and its score checked against the acceptance threshold.
Core Capabilities
Designed for filling, bottling, and packaging lines.
Content and foreign matter inspection
The carboy's interior volume is analyzed and unwanted objects in the liquid are detected.
Particle differentiation
Foreign matter of different sizes and characteristics is told apart.
Fill and seal inspection
Fill level, cap presence, and seal integrity are verified together.
Coding and label verification
Expiry date, batch code, barcode, and label position are inspected.
Adjustable threshold
Acceptance limit and sensitivity are defined per product; an action is produced when the threshold is exceeded.
Edge processing
Analysis runs on the device; no cloud connection is needed, latency stays low, and data stays on site.
Meter and part-level positioning
With encoder integration the anomaly's position on the line is recorded by the meter, and by sequence number in discrete production.
Visual evidence
The original image, anomaly heatmap, and confidence score are stored together.
Periodic reporting
Daily, weekly, and monthly quality reports are produced automatically.
Easy integration
Added to the existing line as an independent inspection station; the production flow does not change.
Anomaly Detection
Why is anomaly detection necessary?
Manual inspection on a production line is time-consuming, open to human error, and not sustainable. When visual quality problems are not caught early, costs grow and both product safety and brand reputation are put at risk.
Missed defects
Returns, rework, and loss of reputation
Operator-dependent checks
Quality that varies from shift to shift
Continuous observation
Wasted labor and loss of attention
Undocumented process
No traceability, no audit trail
Sample-based checks
Risk of a defective product reaching the field
Anomaly detection makes quality control automatic, measurable, and repeatable.
Operating Principle
How it works: the technical structure
In the ISEE Vision AI-powered quality control system, images are captured with industrial global shutter cameras; the analysis runs in real time on a mini NVIDIA server located on site.
Reference teaching
The perfect product's packaging, fill level, and label profile is saved with the product code.
In-line capture
Every product is imaged under controlled lighting inside the enclosure.
Compare & score
Deviations are marked on an anomaly heatmap and converted into a numeric confidence score.
Threshold & action
When the confidence score exceeds the defined threshold, an alert is raised or the line is stopped; the defect is time-stamped, logged, and reported.
Technical structure
Reference teaching
The perfect product's surface, form, and dimensional profile is saved with the product code
In-line capture
High-speed image capture with an industrial global shutter camera
Compare & score
Deviations are marked on a heatmap and converted into a confidence score
Threshold-based decision
Score → alert → output trigger
Visual marking
Display and archiving of the defective region
Output options
Alarm, stop signal, reporting
Standalone operation
Analysis runs on the device; there is no cloud dependency
The response to each defect condition is defined in advance with a scenario specific to your site.
System Architecture
The enclosed station
The camera system is mounted, together with industrial LED lighting, inside a sealed enclosure installed above the line. This structure protects the system from external factors, ambient light, dust, and impact. Inspection runs at the same accuracy regardless of the time of day or the shift.
High-resolution industrial cameras
Global shutter capture so a moving product's surface is imaged without motion blur
Real-time processing unit
A mini NVIDIA server; instant analysis and logging matched to the line's throughput
Light-isolated housing
Stable, repeatable imaging independent of ambient light
Impact and dust protection
A sealed mechanical structure built for industrial site conditions
Integrated lighting
Industrial LED lighting synchronized with the camera
Independent station
Added as an inspection station without modifying the existing line
Flexible positioning
Above a conveyor, on an extrusion line, or in a fixed inspection cell
Database and reporting infrastructure
Visual logging, archiving, and process tracking of defective regions
Different products previously taught to the system can also be inspected inside the same enclosure.
Technical Performance
Precision, speed, and coverage
6 µm
Detection precision
Surface defect detection down to 6 microns with a suitable optical configuration
250 m/min
Line speed
Continuous inspection on production lines with no slowdown
360°
Surface coverage
Full surface unwrapping with a multi-camera installation
100%
Inspection rate
Not sampling; every product manufactured is checked one by one
Installation flexibility Conveyor, extrusion line, or fixed inspection cell
Edge processing Analysis runs on the device; no cloud connection required
Multiple product profiles Unlimited product definitions on a single station
Final values are engineered around your product, line speed, acceptance criteria, and site conditions.
Scope
Which defects can be detected?
The model can be customized to detect many of the defect types encountered across different sectors and production lines. Training is carried out per product and per scenario.
Surface
Scratches, cracks, blisters, tears, dents, stains, porosity
Presence – absence
Missing hole, screw, cap, gasket, label, or component
Dimension
Length, width, diameter, angle, and thickness outside tolerance
Angle and alignment
Wrong assembly orientation, reversed part, axis and alignment drift
Shape / form
Deformation, bending, warping, and geometric deviations
Fill level
Fill level, seal integrity, and void checks
Color and print
Color deviation, paint runs, print drift, tone difference
Foreign matter
Unwanted objects inside or on the surface of the product
In short: any fault that falls outside the defined standard can be seen.
From the Field · Detections
Detections from the field
The examples below are anomaly heatmaps produced by the system in operation.
ORIGINAL + HEATMAP
Foreign matter — foreign object inside the bottle contents.
ORIGINAL + HEATMAP
Package deformation — collapsed bottle neck and deviation at the seal.
ORIGINAL + HEATMAP
Foreign matter — local particle in the contents after filling.
Detected Anomalies
Three families of deviation in food and packaging.
Content, fill, and packaging information are all inspected in the same pass, against the same reference.
Foreign matter
Any object that should not be inside the liquid or on the packaging surface.
Fill and seal defects
Fill level deviation, missing cap, and loss of seal integrity.
Label and coding errors
Missing or skewed label, unreadable barcode, and incorrect expiry date printing.
Real-Time Response
Action outputs and integration
The system does more than detect; it communicates directly with the equipment and teams on site to produce a response. All of these outputs can be provided individually or together.
Line stop
The line is stopped automatically on a defective product through relay / PLC integration.
Audible alert
The operator is notified with a siren or alarm the moment an anomaly occurs.
Visual alert
A lamp or tower light produces a visual warning on site.
On-screen support
An instant notification and the defect image are shown on the operator screen.
Email notification
An instant notification with images is sent to the responsible staff.
PLC / automation
An output that connects directly to existing automation infrastructure.
Outputs can be enabled individually or together, according to what the site needs.
Traceability
Logging, reporting, and process improvement
Every anomaly detected is more than an instant alert: it is written into the system as a permanent, queryable quality record.
Meter and part-level positioning
The encoder records the meter of the line at which the anomaly occurred; in discrete production, the sequence number of the part
Time-stamped visual evidence
The original image, anomaly heatmap, and confidence score are stored together
Periodic reporting
Daily, weekly, and monthly quality reports are produced automatically
Shift and product breakdown
Distribution analysis by defect type, product code, and shift
Image retention
Detection images are archived and added to reports on request
Process improvement
Accumulated data is used for root-cause analysis and line optimization
The resulting data is used for traceability and process improvement in quality control.
Installation
Inspection independent of line type
Whether the product passes along a line such as a conveyor or an extrusion machine, or is checked inside a fixed cell, the accuracy of the inspection does not change.
Conveyor line
Products are inspected while moving along the line. The station is positioned at the press exit, after assembly, or before packaging. On a defective product it produces a line stop and a sorting signal.
Extrusion / continuous line
Continuously manufactured products such as cable, pipe, profile, board, and fabric receive uninterrupted surface inspection by the meter. The encoder records the defect's position along the line.
Fixed inspection cell
Where the product is brought to the station, full single- or multi-angle inspection is carried out inside a sealed cell. Suitable for sample checks and final quality verification.
The system is added as an independent inspection station without changing your existing production flow.
Operation
Multiple product profiles and the control panel
Products previously taught to the system can also be inspected inside the same enclosure. It is enough to select from the control panel which product or product number should be inspected at that moment. Changing products requires no mechanical adjustment or reinstallation.
Profiles per product code
Every product is stored with its own reference and threshold values
One-touch switching
The operator selects the product on the panel and inspection takes effect immediately
Acceptance limits per product
Sensitivity and tolerance are defined separately for each product
Teaching on site
New products are added to the system on site using a perfect sample
Segmented reporting
Quality history is reported by product code and shift
One station, unlimited product profiles: a product changeover carries no reinstallation cost.
Line Integration
Add it to your filling and packaging line without redesigning production.
Independent station
The enclosure is placed over the existing filling / packaging line; the production flow does not change.
Multiple product profiles
Different products are saved by product code and recalled quickly from the control panel.
Controlled lighting
Stable, repeatable images are captured independently of ambient light.
Automation-ready
PLC / relay outputs and sorting signals connect to existing infrastructure.
Project Process
Integration and commissioning
Every line is unique. The system is not applied as a standard product but engineered for your product, your line speed, and your acceptance criteria.
- 01
Site analysis
Product, line speed, acceptance criteria, and existing automation infrastructure are examined on site.
- 02
Optical and mechanical design
The camera, lens, lighting, and enclosure configuration suited to the product are determined.
- 03
Reference teaching
Perfect product samples are taught on site and threshold values are calibrated.
- 04
Integration
PLC, relay, alert, and reporting outputs are connected to existing infrastructure.
- 05
Commissioning and support
Operator training is delivered and the model keeps improving with production data.
Share your product, line speed, and acceptance criteria; we determine the right setup for your site together.
Why Çözüm Makina
Not technology, but applicability
Every system we offer grows out of real problems on the factory floor. Çözüm Makina delivers not only technology but applicability and sustainability. Hardware, software, and algorithm are designed as one and applied to the site together.
- 150+
- Customers
- 800+
- Active cameras
- 7M+
- Hours analyzed
- An engineering approach that learns from the field
- AI technologies developed in our R&D center
- Hardware, software, and algorithm applied to the site as one structure
- Integrated, plug-and-play hardware solutions
- Configuration and site support specific to every project
- A portfolio of systems applied and tested in the field
Precision down to 6 µmLine speed up to 250 m/minSurface coverage 360°Inspection 100%, not sampled
Conveyor, extrusion line, or fixed inspection cell — whatever shape your production flow takes, inspection runs at the same accuracy. Surface defects, presence–absence, dimension, angle, shape, fill level, and color: every deviation beyond the defined acceptance criterion is detected, logged, and reported.
The resulting data is used to sustain quality and hygiene standards.
Configured for your line
Let's plan in-line quality control for your filling operation.
Share your product, line speed, and acceptance criteria; we'll determine the right installation, thresholds, and action scenario together.
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