# New Release: Ultralytics v8.2.60

**URL:** <https://community.ultralytics.com/t/new-release-ultralytics-v8-2-60/116>\
**Category:** Discussion\
**Tags:** ultralytics-official, releases, announcements\
**Created:** [July 19, 2024, 1:12am UTC](https://community.ultralytics.com/t/new-release-ultralytics-v8-2-60/116 "2024-07-19T01:12:35Z")\
**Posts on this page:** 2\
**Page:** 1

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**Author:** ![glenn-jocher](https://sea1.discourse-cdn.com/flex001/user_avatar/community.ultralytics.com/glenn-jocher/32/83_2.png) [@glenn-jocher](https://community.ultralytics.com/u/glenn-jocher)\
**Post date:** [July 19, 2024, 1:12am UTC](https://community.ultralytics.com/t/new-release-ultralytics-v8-2-60/116/1 "2024-07-19T01:12:35Z")

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## 🚀 Announcing Ultralytics v8.2.60 Release!

Hello Ultralytics Community!

We are thrilled to announce the release of Ultralytics v8.2.60! This update brings a host of new features, improvements, and fixes to enhance your experience and streamline your workflows. Here’s a quick rundown of what’s new:

### 🌟 Key Features and Improvements

- **🖼 Enhanced Documentation for Datasets:** We’ve added an embedded YouTube video tutorial for the Caltech-256 dataset to help you get started with training image classification models quickly. Check it out [here](https://youtu.be/isc06_9qnM0).
- **🔍 Improved Validation Scripts:** Our detection and segmentation validation scripts have been refined with more precise checks for various datasets, ensuring more accurate dataset handling, especially for COCO and LVIS.
- **🛠 Code Cleanup:** The `process_mask_upsample` function has been removed to streamline the code and improve readability.
- **📝 Version Update:** We’ve incremented the version number from 8.2.59 to 8.2.60.
- **🏗 Export Fix:** The file-moving operation in the NCNN exporter has been updated to use `shutil.move()` for improved reliability and clarity.

### 🎯 Purpose & Impact

- **🎓 Educational Resource:** The new tutorial video in the Caltech-256 dataset documentation is a great resource for users looking to train image classification models.
- **🧩 Validation Accuracy:** The updates to the validation scripts ensure more accurate dataset handling, which is crucial for reliable model evaluation.
- **🚀 Performance Enhancement:** Streamlining the code by removing unnecessary functions leads to more efficient operations and simplifies maintenance.
- **📦 Export Reliability:** The updated file-moving operation in the exporter script minimizes errors and improves the robustness of model deployment workflows.

### 🛠 What’s Changed

- Allow `test-dev2017.txt` for validation by [@yang-0201](https://github.com/yang-0201) in [PR #14519](https://github.com/ultralytics/ultralytics/pull/14519)
- Added [YouTube tutorial](https://youtu.be/isc06_9qnM0) to docs by [@RizwanMunawar](https://github.com/RizwanMunawar) in [PR #14525](https://github.com/ultralytics/ultralytics/pull/14525)
- Fixed NCNN multiple-volumes PNNX download bug by [@akukulanski](https://github.com/akukulanski) in [PR #14533](https://github.com/ultralytics/ultralytics/pull/14533)
- Refactored `process_mask_upsample` by [@Laughing-q](https://github.com/Laughing-q) in [PR #14474](https://github.com/ultralytics/ultralytics/pull/14474)

### 🎉 New Contributors

A big thank you to our new contributors:

- [@yang-0201](https://github.com/yang-0201) made their first contribution in [PR #14519](https://github.com/ultralytics/ultralytics/pull/14519)
- [@akukulanski](https://github.com/akukulanski) made their first contribution in [PR #14533](https://github.com/ultralytics/ultralytics/pull/14533)

### 📜 Full Changelog

For a complete list of changes, check out the [full changelog](https://github.com/ultralytics/ultralytics/compare/v8.2.59...v8.2.60).

We encourage you to try out the new release and share your feedback with us. Your input is invaluable in helping us improve and evolve Ultralytics YOLO.

Happy coding!

**Release URL:** [Ultralytics v8.2.60](https://github.com/ultralytics/ultralytics/releases/tag/v8.2.60)

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<div class="post-metadata">

**Author:** ![glenn-jocher](https://sea1.discourse-cdn.com/flex001/user_avatar/community.ultralytics.com/glenn-jocher/32/83_2.png) [@glenn-jocher](https://community.ultralytics.com/u/glenn-jocher)\
**Post date:** [July 19, 2024, 11:59am UTC](https://community.ultralytics.com/t/new-release-ultralytics-v8-2-60/116/2 "2024-07-19T11:59:48Z")

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A big shoutout to our new contributors!!