ultralytics 8.2.5 New 🌟 Parking Management Solution

[RizwanMunawar]

@glenn-jocher

🛠️ PR Summary

_{Made with ❤️ by Ultralytics Actions}

🌟 Summary

Enhancements in Parking Management and Code Base Refinement 🚗💡

📊 Key Changes

• Introduced the Parking Management System using Ultralytics YOLOv8, aimed at optimizing parking lot operations through efficient space usage and real-time occupancy monitoring.
• Improved dataset benchmarking by integrating the os module for executing shell commands, enhancing compatibility and execution flow.
• Updated documents and guides to include a comprehensive tutorial and reference for the Parking Management System, providing detailed application and implementation insights.
• Refined heatmaps and object counter functionalities within the solutions to streamline visualizations and analytics, focusing on improving user interaction and data interpretation.
• Upgraded code quality by refactoring to maintain uniformity in tracking objects' IN/OUT counts and optimizing the display of analytics and bounding box labels.

🎯 Purpose & Impact

• The addition of Parking Management System leverages AI to revolutionize how parking lots operate, significantly boosting efficiency, safety, and environmental friendliness. This innovation has the potential to transform urban mobility by reducing congestion and emissions.
• Enhancements in dataset benchmarking and system usability aim to simplify the user experience for both developers and end-users, fostering broader adoption of AI in practical scenarios.
• Documentation and guides expansion serves to lower the entry barrier for new users and developers, empowering them to implement and customize the Parking Management solution with ease.
• Overall, these updates contribute to a more robust, user-friendly, and versatile application of Ultralytics YOLOv8, pushing the boundaries of object detection and tracking technologies in real-world environments. 🌍🔍

[codecov]

Codecov Report

Attention: Patch coverage is 1.05820% with 187 lines in your changes are missing coverage. Please review.

Project coverage is 74.89%. Comparing base (156b6be) to head (e9aa0d9).

Files	Patch %	Lines
ultralytics/solutions/parking_management.py	0.00%	138 Missing ⚠️
ultralytics/utils/plotting.py	8.00%	23 Missing ⚠️
ultralytics/solutions/heatmap.py	0.00%	13 Missing ⚠️
ultralytics/solutions/object_counter.py	0.00%	13 Missing ⚠️

Additional details and impacted files

@@            Coverage Diff             @@
##             main   #10385      +/-   ##
==========================================
- Coverage   75.57%   74.89%   -0.69%     
==========================================
  Files         121      122       +1     
  Lines       15438    15581     +143     
==========================================
+ Hits        11667    11669       +2     
- Misses       3771     3912     +141     

Flag	Coverage Δ
Benchmarks	35.57% <1.05%> (-0.33%)	⬇️
GPU	37.37% <1.05%> (-0.36%)	⬇️
Tests	70.25% <1.05%> (-0.64%)	⬇️

Flags with carried forward coverage won't be shown. Click here to find out more.

☔ View full report in Codecov by Sentry.
📢 Have feedback on the report? Share it here.