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3kyoo

PROFILE

3kyoo

Worked on the OpenHUTB/nn repository to deliver major enhancements to a vehicle counting system, focusing on production-ready workflow improvements. Developed adaptive detection regions that automatically adjust based on vehicle positions, integrated real-world speed metrics with smoothing, and added FPS display and anomaly detection to improve accuracy and robustness. Implemented unified keyboard shortcuts for video processing control, enabling operators to manage tasks such as saving screenshots and frame-by-frame playback across scripts. Leveraged Python, OpenCV, and machine learning techniques to strengthen detection logic, streamline operator experience, and reduce edge-case miscounts, resulting in a more efficient and reliable computer vision workflow.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

5Total
Bugs
0
Commits
5
Features
2
Lines of code
545
Activity Months1

Work History

April 2026

5 Commits • 2 Features

Apr 1, 2026

OpenHUTB/nn — 2026-04 Monthly Summary: Delivered major enhancements to the vehicle counting workflow and operator controls, driving accuracy, visibility, and workflow efficiency for production use.

Activity

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Quality Metrics

Correctness88.0%
Maintainability84.0%
Architecture84.0%
Performance84.0%
AI Usage28.0%

Skills & Technologies

Programming Languages

Python

Technical Skills

Computer VisionMachine LearningOpenCVPythonalgorithm developmentcomputer visiondata analysiskeyboard event handlingmachine learningvideo processing

Repositories Contributed To

1 repo

Overview of all repositories you've contributed to across your timeline

OpenHUTB/nn

Apr 2026 Apr 2026
1 Month active

Languages Used

Python

Technical Skills

Computer VisionMachine LearningOpenCVPythonalgorithm developmentcomputer vision