OpenHUTB/nn
Nov 2025 – Dec 2025
2 Months active
Languages Used
Python
Technical Skills
Computer VisionData VisualizationMachine LearningTensorFlowVideo ProcessingDeep Learning
dacun922
PROFILE
Dacun922
Overall Statistics
Feature vs Bugs
75%Features
Repository Contributions
10Total
Bugs
1
Commits
10
Features
3
Lines of code
3,798
Activity Months2
Your Network
159 people
Work History
December 2025
9 Commits • 2 Features
Dec 1, 2025December 2025 — OpenHUTB/nn: Delivered major lane line improvements, added a lane line prediction feature with deployment-friendly updates, and stabilized inference visualization. Outcomes: robust detection with dynamic detection, progress visualization, batch processing, logging, split-screen view, color customization, and frame skipping; deployment readiness via relative paths, download link, and main.py integration; and UI stability fixes with reduced redraws. This work improves reliability for safety-critical usage, accelerates feature delivery, and facilitates distribution. Technologies include Python, OpenCV (Canny/Hough core preserved), path handling improvements, and documentation practices.
9 Commits • 2 Features
Dec 1, 2025December 2025 — OpenHUTB/nn: Delivered major lane line improvements, added a lane line prediction feature with deployment-friendly updates, and stabilized inference visualization. Outcomes: robust detection with dynamic detection, progress visualization, batch processing, logging, split-screen view, color customization, and frame skipping; deployment readiness via relative paths, download link, and main.py integration; and UI stability fixes with reduced redraws. This work improves reliability for safety-critical usage, accelerates feature delivery, and facilitates distribution. Technologies include Python, OpenCV (Canny/Hough core preserved), path handling improvements, and documentation practices.
December 2025
November 2025
1 Commits • 1 Features
Nov 1, 20252025-11 Monthly summary for OpenHUTB/nn: Delivered a real-time lane and path prediction tool using TensorFlow, enabling live video processing and visualization of lane markings and driving paths. Initial end-to-end run produced results, validating core functionality and establishing a baseline for further improvements. No major bugs fixed this month; focus was on feature delivery and pipeline stabilization. Impact: strengthens perception and decision-support capabilities for autonomous navigation, accelerates validation cycles, and lays groundwork for subsequent modules. Technologies/skills demonstrated include TensorFlow, computer vision, real-time video processing, visualization, and repository integration.
November 2025
1 Commits • 1 Features
Nov 1, 20252025-11 Monthly summary for OpenHUTB/nn: Delivered a real-time lane and path prediction tool using TensorFlow, enabling live video processing and visualization of lane markings and driving paths. Initial end-to-end run produced results, validating core functionality and establishing a baseline for further improvements. No major bugs fixed this month; focus was on feature delivery and pipeline stabilization. Impact: strengthens perception and decision-support capabilities for autonomous navigation, accelerates validation cycles, and lays groundwork for subsequent modules. Technologies/skills demonstrated include TensorFlow, computer vision, real-time video processing, visualization, and repository integration.
Activity
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Quality Metrics
Correctness88.0%
Maintainability84.2%
Architecture84.2%
Performance84.2%
AI Usage33.8%
Skills & Technologies
Programming Languages
Python
Technical Skills
Computer VisionData VisualizationDeep LearningMachine LearningOpenCVPythonPython programmingTensorFlowVideo Processingbatch processingcomputer visiondata processingdata visualizationimage processinglane detection
Repositories Contributed To
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