10 / Engineering case study
Autonomous Vision Tracking Platform
Camera perception and motor control combined in a subject-tracking platform.
- Engineering domain
- Computer vision & mechatronics
- Project status
- Completed
Developed by Mohammed Vashir - Difficulty
- Advanced
Representative imagery — not this 4TECH build.The problem.
Keeping a moving subject within a camera frame requires a useful visual estimate and a mechanical response that avoids excessive oscillation or abrupt movement.
The engineering approach.
The platform connects image processing with a two-axis camera mechanism. Visual position information is translated into bounded motion commands that adjust the camera orientation.
The system brings together image capture, target selection, coordinate processing and actuator control. Its architecture allows the perception stage and motion response to be examined separately while retaining a complete feedback workflow.
The toolkit.
- Camera
- OpenCV
- Python
- Pan–tilt mechanism
- Servo control
Engineering contribution.
Demonstrates hardware–software integration for automated camera positioning and robotics research.
Technical scope & validation
This is a camera-tracking system. Tracking speed, recognition accuracy and performance in unconstrained scenes are not quantified.
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