🌟 Summary
Release 8.3.93 introduces a critical fix for TorchScript models with Non-Maximum Suppression (NMS), along with several documentation and usability enhancements.
📊 Key Changes
- TorchScript Fix: Resolved a loading error for TorchScript models with NMS by ensuring
torchvision
is imported before model loading. - YOLOE Documentation: Added comprehensive documentation for YOLOE, a new real-time open-vocabulary detection and segmentation model.
- Documentation Improvements:
- Updated banner image to AVIF format for faster loading.
- Minified HTML, CSS, and JS files for improved documentation performance.
- Enhanced parameter descriptions for export, prediction, validation, and visualization tasks.
- New Features:
- YOLOE supports text, visual, and internal prompts for detecting unseen object classes.
- Added
stream
for memory-efficient video/image processing andtxt_color
for customizable annotation text colors.
🎯 Purpose & Impact
- TorchScript Fix: Ensures seamless loading and inference for TorchScript models, improving reliability for users deploying models in production. 🛠️
- YOLOE Introduction: Expands YOLO's capabilities to open-world scenarios, enabling detection of arbitrary objects with state-of-the-art performance while maintaining YOLO's speed. 🚀
- Documentation Enhancements:
- Faster and more reliable documentation access due to optimized assets. ⚡
- Clearer parameter descriptions improve usability for developers and users. 📚
- New Features:
- YOLOE's versatility supports dynamic detection tasks, making it ideal for robotics, AR, and real-time applications. 🤖
- Memory-efficient processing and customizable visuals enhance user experience and flexibility. 🎨
This release focuses on improving model robustness, introducing cutting-edge capabilities, and enhancing user experience through better documentation and new features.
What's Changed
- Update style.css announcement bar AVIF by @glenn-jocher in #19760
- Fix Docs CSS, Javascript and HTML minification by @glenn-jocher in #19763
- Update macros by @glenn-jocher in #19764
- Create YOLOE Docs page by @glenn-jocher in #19766
ultralytics 8.3.93
Fix TorchScript Model with NMS loading error by @Y-T-G in #19747
Full Changelog: v8.3.92...v8.3.93