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Add brain-tumor dataset docs page #9041

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merged 6 commits into from
Mar 19, 2024

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@RizwanMunawar RizwanMunawar commented Mar 18, 2024

@glenn-jocher

πŸ› οΈ PR Summary

Made with ❀️ by Ultralytics Actions

🌟 Summary

Introducing a dedicated Brain Tumor Detection dataset for enhancing medical imaging analysis with Ultralytics technology.

πŸ“Š Key Changes

  • New Brain Tumor Dataset Documentation: Detailed guidance on utilizing a leading dataset for brain tumor detection in medical imaging. πŸ§ πŸ’‘
  • Dataset Structure Update: The dataset is organized into training (893 images) and testing sets (223 images), each with corresponding annotations. πŸ“
  • YAML Configuration: Added a brain-tumor.yaml file for easy dataset integration with YOLO model training. πŸ› οΈ
  • Enhanced Training and Inference Examples: Provided code snippets for training a YOLO model and making predictions with the brain tumor dataset. πŸ’»
  • Showcase of Sample Images and Annotations: Visual examples to demonstrate the dataset's application in training deep learning models for object detection. πŸ–ΌοΈ

🎯 Purpose & Impact

  • Aid Early Diagnosis: Facilitates the development of AI models that can assist in early detection and treatment planning of brain tumors. 🎯
  • Promote Research and Innovation: Encourages advancements in medical imaging analysis, potentially leading to breakthroughs in diagnostic technologies. πŸ”
  • Support for Developers: Provides developers with comprehensive resources and examples to leverage the dataset effectively for training cutting-edge YOLO models. 🀝

This update marks a significant step toward harnessing the power of deep learning in the medical field, especially for critical applications such as brain tumor detection.

@RizwanMunawar RizwanMunawar added documentation Improvements or additions to documentation enhancement New feature or request labels Mar 18, 2024
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@RizwanMunawar really nice!

@glenn-jocher glenn-jocher merged commit e4afd47 into ultralytics:main Mar 19, 2024
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@RizwanMunawar RizwanMunawar deleted the brain_tumor_docs branch March 19, 2024 10:27
DannyCooler added a commit to ecs-enerserv/ultralytics that referenced this pull request Mar 28, 2024
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* `ultralytics 8.1.27` batched tracking fixes (ultralytics#8842)

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* Faster batch `same_shapes` (ultralytics#8851)

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* Fix `test_mlflow_keep_run_active()` (ultralytics#8868)

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* Add OpenVINO Latency vs Throughput modes Docs page (ultralytics#9001)

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* Fix Neural Magic links (ultralytics#9144)

* Updating a typo on paddlepaddle.md (ultralytics#9108)

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* `ultralytics 8.1.30` add advanced HUB train arguments (ultralytics#9110)

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* fix yolo classify model loading error (ultralytics#9196)

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* Fix TypeError in check_cfg() (ultralytics#9245)

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* Add https://youtu.be/aeAX6vWpfR0 to docs & `african-wildlife` dataset docs page (ultralytics#9102)

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* Add TF SavedModel Docs Integrations Page (ultralytics#9162)

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* Limit `ray<2.9.3` due to bug in `ray==2.10.0` (ultralytics#9254)

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* `ultralytics 8.1.32` fix CLIP backwards compatibility (ultralytics#9253)

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* Conda cv2 ImportError libEGL.so.1 fix (ultralytics#9255)

* Fix `IS_PYTHON_3_12` bug (ultralytics#9258)

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* Reverse IoU threshold for NMS docs descriptions (ultralytics#9151)

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* Add `bgr` hyperparameter (ultralytics#9139)

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* Update pyproject.toml `[tool.pytest.ini_options]` (ultralytics#9259)

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* Add https://youtu.be/u3pLlgzUeV8 to docs (ultralytics#9367)

* Fix typo in YOLOv8-Libtorch-CPP-Inference (ultralytics#9330)

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* Simplify metrics calculation (ultralytics#9338)

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* Fix typo in example readme (ultralytics#9306)

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* `ultralytics 8.1.35` simplify network modules (ultralytics#9321)

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---------

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hmurari pushed a commit to hmurari/ultralytics that referenced this pull request Apr 17, 2024
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