RESEARCH & PUBLICATIONS

Applied research shaped the way I engineer systems.

Work spanning visual perception, trajectory analysis and neural-network prediction—grounded in measurable behavior and real-world constraints.

The research path connects image processing, deep learning and physical systems—the same systems thinking now applied to AI platforms, automation and technical delivery.

MASTER’S RESEARCH

Computer vision from capture to user-facing application.

The work used TrackNet-based deep learning and morphological operations to extract ball position, score validity, court lines and player location from tennis footage. ROS connected processing stages, while an Android application made results accessible.

Deep LearningOpenCVROSPythonAndroid

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