Cornell-University-Combat-Robotics/Autonomous-24-25
Jan 2025 – Apr 2025
3 Months active
Languages Used
C++PythonText
Technical Skills
Computer VisionMachine LearningObject DetectionPyTorchPythonGUI Development
empzhang22
PROFILE
Empzhang22
Worked on the Cornell-University-Combat-Robotics/Autonomous-24-25 repository to deliver features and stability improvements for autonomous robotics workflows. Developed and standardized model prediction outputs using Python and PyTorch, ensuring consistent data structures for object detection and visualization. Enhanced the user interface by refining bounding box rendering and adding visual assets, improving operator feedback without altering core logic. Migrated object detection models and implemented robust boundary handling to increase reliability across development environments. Focused on maintainable code with clear commit practices, and addressed calibration challenges by tuning color detection parameters, resulting in more reliable corner detection under varying lighting conditions through targeted configuration updates.
Overall Statistics
Feature vs Bugs
60%Features
Repository Contributions
6Total
Bugs
2
Commits
6
Features
3
Lines of code
301
Activity Months3
Your Network
13 peopleWork History
April 2025
1 Commits
Apr 1, 2025Month: 2025-04. Focused on stabilizing corner detection reliability through targeted color calibration tuning. Delivered a dedicated calibration fix and established traceability via a development branch.
1 Commits
Apr 1, 2025Month: 2025-04. Focused on stabilizing corner detection reliability through targeted color calibration tuning. Delivered a dedicated calibration fix and established traceability via a development branch.
April 2025
March 2025
2 Commits • 1 Features
Mar 1, 2025March 2025 monthly summary focusing on delivering core features and stabilizing the autonomous robotics workflow. Key work included robust object detection boundary handling with a model migration to RoboflowModel on targeted development hardware (dev machine), and a UI enhancement for the color picker with a dedicated preview panel and clearer color/point outputs. These changes improved model reliability, reduced debug overhead on development machines, and improved user feedback during operation. All work was performed with attention to maintainability and clear commit messages for traceability.
March 2025
2 Commits • 1 Features
Mar 1, 2025March 2025 monthly summary focusing on delivering core features and stabilizing the autonomous robotics workflow. Key work included robust object detection boundary handling with a model migration to RoboflowModel on targeted development hardware (dev machine), and a UI enhancement for the color picker with a dedicated preview panel and clearer color/point outputs. These changes improved model reliability, reduced debug overhead on development machines, and improved user feedback during operation. All work was performed with attention to maintainability and clear commit messages for traceability.
January 2025
3 Commits • 2 Features
Jan 1, 2025January 2025 Monthly Summary for Cornell-University-Combat-Robotics/Autonomous-24-25 focused on delivering consistent, business-value features, stabilizing model outputs, and expanding UI assets. The month combined feature work with maintainable data structures to reduce downstream integration friction and improve operator visibility.
3 Commits • 2 Features
Jan 1, 2025January 2025 Monthly Summary for Cornell-University-Combat-Robotics/Autonomous-24-25 focused on delivering consistent, business-value features, stabilizing model outputs, and expanding UI assets. The month combined feature work with maintainable data structures to reduce downstream integration friction and improve operator visibility.
January 2025
Activity
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Quality Metrics
Correctness80.0%
Maintainability80.0%
Architecture66.6%
Performance60.0%
AI Usage23.4%
Skills & Technologies
Programming Languages
C++PythonText
Technical Skills
Computer VisionConfigurationGUI DevelopmentImage ProcessingMachine LearningObject DetectionPyTorchPython
Repositories Contributed To
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