Skip to content

Add Albumentation Default hyperparameter file#10529

Merged
glenn-jocher merged 6 commits intoultralytics:masterfrom
pourmand1376:add-no-augmentation
Dec 20, 2022
Merged

Add Albumentation Default hyperparameter file#10529
glenn-jocher merged 6 commits intoultralytics:masterfrom
pourmand1376:add-no-augmentation

Conversation

@pourmand1376
Copy link
Copy Markdown
Contributor

@pourmand1376 pourmand1376 commented Dec 19, 2022

This commit adds a default hyp file for those who want to use `Albumentation augmentation.

This is not complex in any way, but It is useful since whenever someone sees this file, he would know that this feature is supported. Also, the link to the full explanation is provided. I didn't know that you support argumentations till now!

🛠️ PR Summary

Made with ❤️ by Ultralytics Actions

🌟 Summary

Introduction of new hyperparameter file for training YOLOv5 without augmentation using Albumentations.

📊 Key Changes

  • 🔧 Added hyp.no-augmentation.yaml, a configuration file with hyperparameters set to disable data augmentations.
  • 🚫 All data augmentation parameters set to zero indicating no augmentation will be applied.
  • 🤖 Provides settings for learning rate, momentum, weight decay, and other training hyperparameters.

🎯 Purpose & Impact

  • 🎨 This allows users to train YOLOv5 models without any data augmentation, potentially useful when working with datasets where realism isn't offset by geometric or photometric distortions.
  • 🚀 Can be beneficial for experimentation or in scenarios where augmentations may negatively impact model performance.
  • 📈 May impact resulting model accuracy, speed, and ability to generalize, depending on specific dataset characteristics.

@glenn-jocher glenn-jocher merged commit f72f0fe into ultralytics:master Dec 20, 2022
@glenn-jocher
Copy link
Copy Markdown
Member

@pourmand1376 PR is merged. Thank you for your contributions to YOLOv5 🚀 and Vision AI ⭐

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

None yet

Projects

None yet

Development

Successfully merging this pull request may close these issues.

2 participants