EXCEEDS logo
Exceeds
Nathenea1

PROFILE

Nathenea1

Developed two end-to-end features for the OpenHUTB/nn repository focused on automated driving simulation and data collection using Python and CARLA. Built a traffic sign data collection and annotation system that automated vehicle navigation across multiple weather scenarios, generating VOC-format datasets for model training. Delivered a vision-based traffic light detection module with real-time speed display and automated violation logging, supporting downstream annotation and evaluation. Integrated robust data pipelines and comprehensive documentation, enabling scalable dataset generation and streamlined onboarding. Emphasized automation and reproducibility throughout, stabilizing the data collection and labeling process to accelerate the development of autonomous vehicle safety models.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

3Total
Bugs
0
Commits
3
Features
2
Lines of code
1,678
Activity Months1

Work History

April 2026

3 Commits • 2 Features

Apr 1, 2026

OpenHUTB/nn – April 2026: Accelerated data collection and violation-detection capabilities via CARLA-based and vision-based systems. Delivered two end-to-end features with integrated documentation, CARLA integration, and robust data pipelines enabling scalable dataset generation for training and evaluation of driving models. Demonstrated end-to-end automation across traffic-sign and traffic-light tasks, with multi-weather testing and VOC-format datasets, plus automated violation logging for downstream annotation and model training.

Activity

Loading activity data...

Quality Metrics

Correctness86.6%
Maintainability86.6%
Architecture86.6%
Performance86.6%
AI Usage40.0%

Skills & Technologies

Programming Languages

MarkdownPython

Technical Skills

Pythonautomated driving simulationautomated systemsautonomous vehicle developmentcomputer visiondata annotationdata collectiondocumentationimage processingsimulation

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

MarkdownPython

Technical Skills

Pythonautomated driving simulationautomated systemsautonomous vehicle developmentcomputer visiondata annotation