Ultralytics YOLO

🌟 Summary

The v8.3.42 release brings enhancements to model segmentation handling, adds batch inference support, streamlines documentation, and improves usability for tutorials and benchmarks. 🚀

📊 Key Changes

• Improved Segmentation Output: Corrected handling of model output shapes for segmentation tasks to compute class names (self.names) more robustly and dynamically.
• Batch Inference: Introduced a batch argument to optimize inference throughput for directories, .txt files, and video sources.
• Documentation Updates: Refined documentation for better links, simplified version updates, and added a detailed Raspberry Pi benchmark process.
• Tutorial Enhancements: Included a new introductory video for YOLO11 in the official Google Colab notebook for easier onboarding.

🎯 Purpose & Impact

• 🛠 Improved Segmentation Flexibility: This update addresses edge-case behaviors in segmentation workflows, better handling varying model outputs and ensuring smoother processing.
• ⚡ Faster Inference for Large Workloads: The new batch-setting option empowers users to process datasets/videos more efficiently, maximizing hardware potential.
• 📚 Better Learning and Navigation: Documentation and tutorial updates improve resource clarity, making it easier for new users to understand and existing users to access helpful tools.
• 🎉 Sustained Reliability: Together, these changes contribute to a more polished, reliable, and user-friendly experience for developers leveraging Ultralytics' toolkit.

This release is a solid step forward in optimization, ease of use, and education for segmentation tasks and other AI workloads! 🚀

What's Changed

• Update mkdocs.yml homepage by @glenn-jocher in https://github.com/ultralytics/ultralytics/pull/17924
• Add batch to list of predict() arguments by @Y-T-G in https://github.com/ultralytics/ultralytics/pull/17979
• Add https://youtu.be/ZN3nRZT7b24 to tutorial.ipynb by @RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/17875
• Improve docs for Ultralytics version in benchmarks by @lakshanthad in https://github.com/ultralytics/ultralytics/pull/17925
• ultralytics 8.3.42 update AutoBackend names placeholder by @Laughing-q in https://github.com/ultralytics/ultralytics/pull/17970

Full Changelog: https://github.com/ultralytics/ultralytics/compare/v8.3.40...v8.3.42