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Course Outline
Introduction to Computer Vision for Robotics
- Overview of computer vision applications in robotics
- Key challenges in perception and visual understanding
- Setting up the development environment with OpenCV and Python
Image Processing Fundamentals
- Image representation and manipulation
- Filtering, edge detection, and feature extraction
- Color spaces and segmentation techniques
Object Detection and Tracking with OpenCV
- Detecting objects using classical methods (Haar cascades, HOG)
- Tracking moving objects in video streams
- Integrating visual feedback into robotic systems
Deep Learning for Visual Perception
- Overview of convolutional neural networks (CNNs)
- Training and deploying object detection models
- Applying pre-trained models (YOLO, SSD, Faster R-CNN)
Sensor Fusion and Depth Perception
- Integrating camera data with LiDAR and ultrasonic sensors
- Depth estimation and 3D reconstruction
- Perception for obstacle avoidance and navigation
Vision-Based Control and Decision Making
- Applying computer vision to robotic manipulation
- Visual servoing and closed-loop control
- Autonomous decision-making based on visual input
Deploying and Optimizing Vision Models
- Deploying models on embedded systems and edge devices
- Optimizing inference performance for real-time applications
- Troubleshooting and improving accuracy
Summary and Next Steps
Requirements
- An understanding of basic robotics concepts
- Experience with Python programming
- Familiarity with machine learning fundamentals
Audience
- Robotics engineers
- Computer vision practitioners
- Machine learning engineers
21 Hours
Delivery Options
Private Group Training
Our identity is rooted in delivering exactly what our clients need.
- Pre-course call with your trainer
- Customisation of the learning experience to achieve your goals -
- Bespoke outlines
- Practical hands-on exercises containing data / scenarios recognisable to the learners
- Training scheduled on a date of your choice
- Delivered online, onsite/classroom or hybrid by experts sharing real world experience
Private Group Prices RRP from £5700 online delivery, based on a group of 2 delegates, £1800 per additional delegate (excludes any certification / exam costs). We recommend a maximum group size of 12 for most learning events.
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Public Training
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its knowledge and utilization of AI for Robotics in the Future.
