Ultralytics v8.3.67 Release Announcement 
Hello YOLO Community!
We’re excited to announce the release of Ultralytics v8.3.67, packed with incredible enhancements and updates that make developing and deploying YOLO models smoother than ever before.
Summary
v8.3.67 brings Non-Maximum Suppression (NMS) export capabilities to all YOLO tasks, simplifying deployment pipelines and improving portability and performance for real-time applications across a wide range of frameworks.
New Features
NMS Support for YOLO Model Exports
- Export models with integrated Non-Maximum Suppression (NMS) for easier deployment
.
- Supported formats: ONNX, TensorRT, TFLite, TFJS, SavedModel, OpenVINO, and TorchScript
.
- Applicable to all tasks: Detection, Segmentation, Pose Estimation, and Oriented Bounding Box (OBB).
- New export options, including
nms=True
, to enable task-specific NMS configurations.
Enhanced NMS Functionality in Models
- NMSModel wrapper for seamless embedding of NMS in exported models.
- Support for advanced configurations like agnostic NMS and rotated NMS for OBB tasks
.
- Streamlined APIs to simplify the integration of NMS into your deployment pipelines.
Purpose & Impact
Purpose
- Save time and effort by automating post-processing pipelines
.
- Simplify real-time deployment workflows for platforms like TensorFlow, ONNX, and Edge TPU
.
Impact
- Improved portability for cross-platform deployments
.
- Enhanced robustness by unifying pre/post-processing pipelines.
- Reduced complexity and potential errors in real-world applications.
Take your YOLO deployments to the next level with v8.3.67 – faster, smarter, and cleaner!
Improvements
- Updated the HUB Shared Inference API limits for smoother usability (#18850 by @sergiuwaxmann).
- Introduced a new
YOLO_TQDM_RICH
environment variable for improved progress bar handling (#18854 by @glenn-jocher). - Complete overhaul of the export pipeline to include task-specific NMS (#18484 by @Y-T-G).
Full Changelog and Release
Check out the full changelog here: v8.3.67 Changelog
View and download the release: v8.3.67 Release
Feedback and Suggestions
We’d love to hear from you! Try out these new features and let us know what you think. Your feedback helps us shape the future of Ultralytics YOLO. Drop by our Discussions to share your thoughts or ask questions!
Thank you for being an amazing community and pushing the boundaries of computer vision! This update is a step forward in making YOLO models more powerful and accessible across all platforms and tasks. We couldn’t do this without your support and collaboration.
Happy YOLO-ing!
— The Ultralytics Team