🌟 Summary

The v8.2.96 release of Ultralytics enhances data export capabilities, refines parking management solutions, and improves documentation workflows, offering better usability and integration for users.

📊 Key Changes

• Data Export Methods: Introduced new methods to_df(), to_csv(), and to_xml() to export results in DataFrame, CSV, and XML formats.
• Parking Management Optimization: Simplified the code and refactored data handling for easier setup and enhanced performance.
• Documentation and Streaming Updates: Improved documentation process and clarified streaming capabilities, including renaming and restructured examples for single and multi-stream video processing.
• Precision and Validation Enhancements: Aligned model validation precision with Automatic Mixed Precision settings for consistency.

🎯 Purpose & Impact

• Enhanced Exportability: Users can now easily export detection results in widely-used formats, facilitating better data analysis and integration with other tools. 📊
• Improved Clarity and Efficiency: The refactoring of parking management code enhances usability and processing speed, making it more intuitive for users managing parking data. 🚗
• Streamlined Documentation Workflow: Improved the process of auto-fixing and updating documentation, leading to more accurate and accessible developer resources. 📚
• Consistent Precision Handling: Ensures that validation and training are better aligned, leading to more reliable performance assessments and optimized use of computational resources. ⚙️

What's Changed

• Disable FP16 val on AMP fail and improve AMP checks by @Y-T-G in https://github.com/ultralytics/ultralytics/pull/16306
• Optimize parking management solution by @RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/16288
• Enable Docs auto-fixes on repo branches by @glenn-jocher in https://github.com/ultralytics/ultralytics/pull/16326
• Update Multi-Stream predict docs by @glenn-jocher in https://github.com/ultralytics/ultralytics/pull/16334
• Use trainer.amp to determine FP16 validation by @Laughing-q in https://github.com/ultralytics/ultralytics/pull/16333
• ultralytics 8.2.96 new results[0].to_df Pandas, XML and CSV methods by @MatthewNoyce in https://github.com/ultralytics/ultralytics/pull/16267

Full Changelog: https://github.com/ultralytics/ultralytics/compare/v8.2.95...v8.2.96