Merge last version v11

.gitignore

@@ -130,7 +130,6 @@ venv.bak/
 
 # mkdocs documentation
 /site
-mkdocs_github_authors.yaml
 
 # mypy
 .mypy_cache/
@@ -140,8 +139,8 @@ dmypy.json
 # Pyre type checker
 .pyre/
 
-# datasets and projects
-datasets/
+# datasets and projects (ignore /datasets dir at root only to allow for docs/en/datasets dir)
+/datasets
 runs/
 wandb/
 .DS_Store

CITATION.cff

@@ -11,14 +11,14 @@ authors:
     family-names: Jocher
     affiliation: Ultralytics
     orcid: 'https://orcid.org/0000-0001-5950-6979'
-  - given-names: Ayush
-    family-names: Chaurasia
-    affiliation: Ultralytics
-    orcid: 'https://orcid.org/0000-0002-7603-6750'
   - family-names: Qiu
     given-names: Jing
     affiliation: Ultralytics
     orcid: 'https://orcid.org/0000-0003-3783-7069'
+  - given-names: Ayush
+    family-names: Chaurasia
+    affiliation: Ultralytics
+    orcid: 'https://orcid.org/0000-0002-7603-6750'
 repository-code: 'https://github.com/ultralytics/ultralytics'
 url: 'https://ultralytics.com'
 license: AGPL-3.0

CONTRIBUTING.md

@@ -6,7 +6,7 @@ keywords: Ultralytics, YOLO, open-source, contribution, pull request, code of co
 
 # Contributing to Ultralytics Open-Source Projects
 
-Welcome! We're thrilled that you're considering contributing to our [Ultralytics](https://ultralytics.com) [open-source](https://github.com/ultralytics) projects. Your involvement not only helps enhance the quality of our repositories but also benefits the entire community. This guide provides clear guidelines and best practices to help you get started.
+Welcome! We're thrilled that you're considering contributing to our [Ultralytics](https://www.ultralytics.com/) [open-source](https://github.com/ultralytics) projects. Your involvement not only helps enhance the quality of our repositories but also benefits the entire community. This guide provides clear guidelines and best practices to help you get started.
 
 <a href="https://github.com/ultralytics/ultralytics/graphs/contributors">
 <img width="100%" src="https://github.com/ultralytics/assets/raw/main/im/image-contributors.png" alt="Ultralytics open-source contributors"></a>
@@ -25,7 +25,7 @@ Welcome! We're thrilled that you're considering contributing to our [Ultralytics
 
 ## Code of Conduct
 
-To ensure a welcoming and inclusive environment for everyone, all contributors must adhere to our [Code of Conduct](https://docs.ultralytics.com/help/code_of_conduct). Respect, kindness, and professionalism are at the heart of our community.
+To ensure a welcoming and inclusive environment for everyone, all contributors must adhere to our [Code of Conduct](https://docs.ultralytics.com/help/code_of_conduct/). Respect, kindness, and professionalism are at the heart of our community.
 
 ## Contributing via Pull Requests
 
@@ -45,7 +45,7 @@ We greatly appreciate contributions in the form of pull requests. To make the re
 
 ### CLA Signing
 
-Before we can merge your pull request, you must sign our [Contributor License Agreement (CLA)](https://docs.ultralytics.com/help/CLA). This legal agreement ensures that your contributions are properly licensed, allowing the project to continue being distributed under the AGPL-3.0 license.
+Before we can merge your pull request, you must sign our [Contributor License Agreement (CLA)](https://docs.ultralytics.com/help/CLA/). This legal agreement ensures that your contributions are properly licensed, allowing the project to continue being distributed under the AGPL-3.0 license.
 
 After submitting your pull request, the CLA bot will guide you through the signing process. To sign the CLA, simply add a comment in your PR stating:
 
@@ -117,11 +117,11 @@ def example_small_function(arg1: int, arg2: int = 4) -> bool:
 
 ### GitHub Actions CI Tests
 
-All pull requests must pass the GitHub Actions [Continuous Integration](https://docs.ultralytics.com/help/CI) (CI) tests before they can be merged. These tests include linting, unit tests, and other checks to ensure that your changes meet the project's quality standards. Review the CI output and address any issues that arise.
+All pull requests must pass the GitHub Actions [Continuous Integration](https://docs.ultralytics.com/help/CI/) (CI) tests before they can be merged. These tests include linting, unit tests, and other checks to ensure that your changes meet the project's quality standards. Review the CI output and address any issues that arise.
 
 ## Reporting Bugs
 
-We highly value bug reports as they help us maintain the quality of our projects. When reporting a bug, please provide a [Minimum Reproducible Example](https://docs.ultralytics.com/help/minimum_reproducible_example)—a simple, clear code example that consistently reproduces the issue. This allows us to quickly identify and resolve the problem.
+We highly value bug reports as they help us maintain the quality of our projects. When reporting a bug, please provide a [Minimum Reproducible Example](https://docs.ultralytics.com/help/minimum_reproducible_example/)—a simple, clear code example that consistently reproduces the issue. This allows us to quickly identify and resolve the problem.
 
 ## License
 
@@ -131,7 +131,7 @@ We encourage all contributors to familiarize themselves with the terms of the AG
 
 ## Conclusion
 
-Thank you for your interest in contributing to [Ultralytics](https://ultralytics.com) [open-source](https://github.com/ultralytics) YOLO projects. Your participation is essential in shaping the future of our software and building a vibrant community of innovation and collaboration. Whether you're enhancing code, reporting bugs, or suggesting new features, your contributions are invaluable.
+Thank you for your interest in contributing to [Ultralytics](https://www.ultralytics.com/) [open-source](https://github.com/ultralytics) YOLO projects. Your participation is essential in shaping the future of our software and building a vibrant community of innovation and collaboration. Whether you're enhancing code, reporting bugs, or suggesting new features, your contributions are invaluable.
 
 We're excited to see your ideas come to life and appreciate your commitment to advancing object detection technology. Together, let's continue to grow and innovate in this exciting open-source journey. Happy coding! 🚀🌟
 
@@ -163,4 +163,4 @@ the project's quality standards. Review the CI output and fix any issues. For de
 
 ### How do I report a bug in Ultralytics YOLO repositories?
 
-To report a bug, provide a clear and concise [Minimum Reproducible Example](https://docs.ultralytics.com/help/minimum_reproducible_example) along with your bug report. This helps developers quickly identify and fix the issue. Ensure your example is minimal yet sufficient to replicate the problem. For more detailed steps on reporting bugs, refer to the [Reporting Bugs](#reporting-bugs) section.
+To report a bug, provide a clear and concise [Minimum Reproducible Example](https://docs.ultralytics.com/help/minimum_reproducible_example/) along with your bug report. This helps developers quickly identify and fix the issue. Ensure your example is minimal yet sufficient to replicate the problem. For more detailed steps on reporting bugs, refer to the [Reporting Bugs](#reporting-bugs) section.