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Virtual Mouse using Machine Learning and GUI Automation - Coggle Diagram
Virtual Mouse using Machine Learning and GUI Automation
Shift from traditional interfaces to NUI
Develop a virtual mouse using TensorFlow
Hand gesture recognition via webcam
Traditional methods limit natural interaction
Accuracy and latency of the system
Evolution of Human-Computer Interaction
Improved user interaction
Versatile scenarios beyond typical mouse use
Need for hygienic, natural computing methods
Overcoming current HCI limitations
HCI and NUI
Previous studies in gesture recognition
Building the virtual mouse system
PyAutoGUI for translating gestures to actions
Process of creating and training the machine learning model
TensorFlow model for detecting gestures
Performance of the system
High precision in gesture detection
Low delay, responsive system
Effectiveness and potential improvements
Reducing training dataset, multi-application camera access
Advantages over traditional methods