Computer vision and image processing
Custom image analysis that turns camera inputs into object, position, motion and inspection information.
View detailsSOPON / Based in Türkiye / International project enquiries
Artificial Intelligence & Intelligent Software Solutions
SOPON develops computer vision, machine learning, edge AI and custom AI-powered software solutions for industrial and business applications.
Technical scopeConceptual system diagram
Computer vision and image processingMachine learning solutionsEdge AI and NVIDIA JetsonAI-powered software development
Solutions
Explore solutionsYOLO object detection
Object detection development using custom datasets, model training and camera integration.
View detailsMachine learning solutions
Models matched to business data for classification, regression, anomaly detection and forecasting.
View detailsDeep learning
Neural-network model development for images and complex data.
View detailsEdge AI and NVIDIA Jetson
Local AI applications processing camera data close to its source.
View detailsAI-powered software development
Software connecting model outputs to workflows, APIs, web and mobile applications.
View detailsIndustrial artificial intelligence
AI for visual inspection, production data analysis and operational support.
View detailsCustom AI development
Data, model and software development for sector-specific business problems.
View detailsConceptual system diagram
Specifications, hardware compatibility and modules are confirmed in the proposal scope.
- 01Camera and dataImages · dataset
- 02Model and inferenceYOLO · ML
- 03EvaluationPrecision · recall
- 04Application and APIEdge · software
Sectors and applications
Image and data analysis can be assessed for manufacturing, logistics, retail, enterprise software and data-intensive workflows. Counting, inspection, document/image analysis and forecasting are project use cases, not customer references.
View detailsAI technologies
Technologies assessed for data preparation, modelling and application integration.
View detailsSolution development approach
Requirements analysis
Review objectives, installed systems, data and field conditions together. Define scope, interfaces and responsibilities before a proposal.
Development and integration
Turn hardware/software relationships into a clear technical design. Use versioned development and controlled tests with defined boundaries for installed systems.
Verification, deployment and maintenance
Test normal and fault scenarios against acceptance criteria. Tie delivery, documentation, backups and maintenance access to the agreed scope.
Technical insights
Technical insightsComputer vision: turning images into useful information
A camera image is not itself a decision. Computer vision processes images to answer a defined question; a useful application starts by specifying that question and its operating conditions.
Read articleYOLO object detection: from model to application
The YOLO family can locate defined object classes in images. A production application also needs consistent labels, decision rules and on-site testing, not just a model choice.
Read articleMachine learning: from data to a decision model
Machine learning learns a relationship from examples to predict new inputs. The first project question is which decision needs improvement and how to measure it, before choosing an algorithm.
Read articleBased in Türkiye / International project enquiries
Request a quoteDefine the scope with us
Share your requirements, installed systems and acceptance criteria. We can assess the solution and implementation scope together.