Optimised Machine Vision Solutions

Service Description

FXC Reference Number: TICH253201 Optimise your machine vision models with ICHEC’s AI-driven 18-day service. ICHEC's Machine Vision experts enhance speed, accuracy, and predictive capabilities using deep learning, transformers, & computer vision. We refine object detection, tracking, & analytics workflows with models such as YOLO, transformers, & 3D stereoscopic imaging where applicable. By leveraging AI & machine learning, we ensure maximum efficiency & extract critical insights. What to expect: AI-Powered Object Detection & Tracking Optimisation • A comprehensive review of your current data processing pipeline, evaluating both its accuracy & speed. • Exploration of improvements through advanced computer vision libraries (OpenCV) & deep learning models (YOLO). • Whether the focus is on bounding box detection or tracking critical control points, our team will refine your system to achieve optimal performance. Segmentation Model Exploration & Transfer Learning • For enhanced control point detection, we assess the feasibility of segmentation models such as YOLO v8-SEG. • Full annotation of large datasets can be time-intensive, so we apply transfer learning from pre-trained models to smaller data samples. • This approach allows for a faster assessment of feasibility before scaling up to full segmentation model training. AI-Driven Predictive Insights & Model Evaluation • Using transformers and machine learning models, we analyse object movement across frames to provide predictive insights. • If pre-existing skeletal detection models or custom annotations are available, they will be integrated into the workflow to track key object positions over time. 3D Stereoscopic Imaging Integration (If Available) • Where applicable, we investigate the incorporation of 3D stereoscopic imaging as an enhancement or replacement for traditional video footage. Key takeaways: • Enhanced AI-Powered Object Detection – Improve speed & accuracy using deep learning models such as YOLO. • Advanced Segmentation & Predictive Modelling – Leverage segmentation techniques & AI-driven predictive insights to refine control point tracking. • Optimised Performance Across Vision Pipelines – Evaluate & refine the entire object detection and tracking workflow for maximum efficiency. This service is designed for: • Enterprise & Public Sector. #DataModelling #AIIntegration #DataAnalytics #DataDrivenDecisionMaking #MLApplications #DataQA #DataCuration #AIPoweredInsights #TechnologyValidation