OpenHUTB/nn
Nov 2025 – Dec 2025
2 Months active
Languages Used
MarkdownPython
Technical Skills
data processingmachine learningvideo recognitionComputer VisionLoggingMachine Learning
黄凯
PROFILE
黄凯
Overall Statistics
Feature vs Bugs
100%Features
Repository Contributions
10Total
Bugs
0
Commits
10
Features
2
Lines of code
1,550
Activity Months2
Your Network
159 people
Work History
December 2025
9 Commits • 1 Features
Dec 1, 2025OpenHUTB/nn — December 2025 Monthly Summary. Delivered a comprehensive Driving Accident Video Recognition System based on YOLOv8, with robust configuration management, environment-variable based config, dynamic CLI, and real-time detection capabilities. Implemented usability enhancements (video saving, FPS display, counting, statistics, detection area limits, hotkeys) and hardened logging. Achieved substantial UI/UX improvements and reliability improvements across the toolchain, enabling safer and faster analytics for driver safety monitoring.
9 Commits • 1 Features
Dec 1, 2025OpenHUTB/nn — December 2025 Monthly Summary. Delivered a comprehensive Driving Accident Video Recognition System based on YOLOv8, with robust configuration management, environment-variable based config, dynamic CLI, and real-time detection capabilities. Implemented usability enhancements (video saving, FPS display, counting, statistics, detection area limits, hotkeys) and hardened logging. Achieved substantial UI/UX improvements and reliability improvements across the toolchain, enabling safer and faster analytics for driver safety monitoring.
December 2025
November 2025
1 Commits • 1 Features
Nov 1, 20252025-11 monthly summary for OpenHUTB/nn: Re-submission and repo cleanup centered on Driving Accident Video Recognition project. Achievements include re-submitting the project under (#2766) with new files added and an outdated directory removed, enabling evaluation readiness and future development. No other major features or bugs completed this month; activities focused on project alignment, codebase hygiene, and traceable commits. Impact includes improved maintainability, reduced technical debt, and a clear foundation for next development wave. Skills demonstrated include Git version control, repository refactoring, and cross-language commit messaging.
November 2025
1 Commits • 1 Features
Nov 1, 20252025-11 monthly summary for OpenHUTB/nn: Re-submission and repo cleanup centered on Driving Accident Video Recognition project. Achievements include re-submitting the project under (#2766) with new files added and an outdated directory removed, enabling evaluation readiness and future development. No other major features or bugs completed this month; activities focused on project alignment, codebase hygiene, and traceable commits. Impact includes improved maintainability, reduced technical debt, and a clear foundation for next development wave. Skills demonstrated include Git version control, repository refactoring, and cross-language commit messaging.
Activity
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Quality Metrics
Correctness84.0%
Maintainability82.0%
Architecture82.0%
Performance80.0%
AI Usage34.0%
Skills & Technologies
Programming Languages
MarkdownPython
Technical Skills
Computer VisionLoggingMachine LearningPythonPython DevelopmentReal-time Processingbackend developmentcommand line interfacecomputer visionconfiguration managementdata processingenvironment variable handlingerror handlingloggingmachine learning
Repositories Contributed To
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