New Release: Ultralytics v8.3.14

[glenn-jocher]

Announcing Ultralytics v8.3.14 Release!

Summary

We’re excited to announce the release of Ultralytics v8.3.14, packed with enhancements to boost your experience! This update focuses on improving dynamic inference handling in the TensorRT engine and refining our documentation for better user guidance.

Key Changes

TensorRT Inference Update

• Enhanced Image Shape Management: Improved condition handling in TensorRT’s autobackend module for dynamic input, optimizing performance and reducing errors.

Documentation Corrections

• Improved Guides: Fixed links, corrected naming errors, and clarified instructions across various user guides and integration docs.

Code Refactor

• Optimized Codebase: Streamlined for better performance and readability, making it easier for developers to work with the project.

Purpose & Impact

• Performance Boost: The TensorRT update enhances efficiency during dynamic input handling.
• User-Friendly Documentation: Clearer guidance helps users navigate and utilize Ultralytics features effectively.
• Simplified Maintenance: Refactoring leads to quicker execution and easier maintenance.

What’s Changed

• Fix link in docs guide page by @jk4e
• Fix naming of dataset for OBB in Google Colab Tutorial by @jk4e
• Ultralytics Code Refactor by @UltralyticsAssistant
• Comet ML Docs - Fix link, naming and formatting by @jk4e
• Improve Home “Where to Start” Layout in Docs by @jk4e
• Recommend newer Python version in conda docs by @Y-T-G
• Update publish.yml by @glenn-jocher
• Fix Home “Where to Start” grid card link alignment in docs by @jk4e
• Optimize Example YOLO post-processing speed by @franklinOliveira
• Update CLA.md by @glenn-jocher
• Fix self.type variable name in Analytics solution by @RizwanMunawar
• Update TensorRT dynamic inference by @Laughing-q

New Contributors

• Welcome @franklinOliveira for their first contribution!

Full Changelog: v8.3.13…v8.3.14

Try It Out!

We encourage you to explore the new features and improvements in this release. Your feedback is invaluable to us, so please share your thoughts and experiences.

Release URL: Ultralytics v8.3.14

Thank you for being a part of the Ultralytics community!