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@glenn-jocher glenn-jocher commented Sep 30, 2021

πŸ› οΈ PR Summary

Made with ❀️ by Ultralytics Actions

🌟 Summary

Improved clarity and consistency of the YOLOv5 README documentation.

πŸ“Š Key Changes

  • Added a note specifying that all checkpoints are trained for 300 epochs using default settings.
  • Clarified metrics terminology with bold formatting (e.g., mAP, Speed, TTA) and modified accompanying descriptions.
  • Removed outdated information regarding Test Time Augmentation (TTA) and autoaugmentation.
  • Provided cleaner, more concise instructions on how to reproduce model accuracy (mAP) and speed benchmarks.

🎯 Purpose & Impact

  • πŸŽ“ Enhanced Understanding: Non-expert users will now find it easier to understand performance metrics and reproduction steps.
  • πŸ” Consistency: By bolding key terms, users can more quickly scan and find important information.
  • 🧹 Updated Information: Removes outdated details, ensuring users are working with the most current data.
  • πŸš€ Ease of Use: Simplified reproduction commands aim to make it straightforward for users to benchmark models on their own systems.

@glenn-jocher glenn-jocher merged commit b20e381 into master Sep 30, 2021
@glenn-jocher glenn-jocher deleted the glenn-jocher-patch-1 branch September 30, 2021 21:06
BjarneKuehl pushed a commit to fhkiel-mlaip/yolov5 that referenced this pull request Aug 26, 2022
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