Vielen Dank für die Zusendung Ihrer Anfrage! Eines unserer Teammitglieder wird Sie in Kürze kontaktieren.
Vielen Dank, dass Sie Ihre Buchung abgeschickt haben! Eines unserer Teammitglieder wird Sie in Kürze kontaktieren.
Schulungsübersicht
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
Voraussetzungen
- 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 Stunden
Erfahrungsberichte (1)
sein Wissen und seine Nutzung von KI für Robotics in der Zukunft.
Ryle - PHILIPPINE MILITARY ACADEMY
Kurs - Artificial Intelligence (AI) for Robotics
Maschinelle Übersetzung
