🌟 Summary
Ultralytics YOLO11 is here! Building on the YOLOv8 foundation with R&D by @Laughing-q and @glenn-jocher in ultralytics/ultralytics#16539, YOLO11 offers cutting-edge improvements in accuracy, speed, and efficiency, redefining what's possible in real-time object detection and computer vision tasks.
📊 Key Highlights
- 🚀 YOLO11 Model Unveiled: A significant upgrade over YOLOv8, YOLO11 is now the default model with enhanced architecture and optimized pipelines.
- 📚 Revamped Documentation: Clearer, more detailed guides, examples, and resources to help users transition seamlessly to YOLO11.
- 🛠️ Streamlined CI & Dockerfiles: All continuous integration files and Docker environments are optimized for YOLO11, ensuring smooth workflows.
- 🔄 Augmentation & Blocks Upgraded: New augmentations and block modules boost performance metrics across various tasks.
- 🔧 YOLO11-Specific Configurations: Tailored model configuration files to get the most out of YOLO11's advanced features.
🎯 Purpose & Impact
- Top-Tier Performance: YOLO11 delivers better accuracy with fewer parameters, enhancing real-time object detection and efficiency for your AI needs.
- Versatility in Computer Vision Tasks: Supports a broader range of tasks, including object detection, instance segmentation, pose estimation, and oriented bounding box detection, adaptable across edge to cloud environments.
- Easy Adoption: With updated resources, tutorials, and an intuitive model structure, developers can quickly adopt and maximize YOLO11's capabilities.
What's Changed
- Add YOLOv8.2.0 Banners by @RizwanMunawar in #49
- Update README.md by @glenn-jocher in #51
- Docs: Update HUB images by @sergiuwaxmann in #52
- Update Ultralytics YouTube URL by @glenn-jocher in #53
- Docs: Add HUB Teams images by @sergiuwaxmann in #54
- Docs: Add HUB Integrations images by @sergiuwaxmann in #55
- Code Refactor
ruff check --fix --extend-select I
by @glenn-jocher in #58 - Add BiliBili Logo to Ultralytics repositories by @pderrenger in #57
- Ultralytics Code Refactor https://ultralytics.com/actions by @glenn-jocher in #59
- Fix HUB link https://ultralytics.com/hub by @glenn-jocher in #60
- Add Discourse at https://community.ultralytics.com by @glenn-jocher in #61
- Docs: Add & Update Inference API Images by @sergiuwaxmann in #64
- Add Reddit social icon by @Y-T-G in #65
- Ultralytics Actions JSON, CSS and autolabel support by @UltralyticsAssistant in #67
- Update Official banners for YV24 by @RizwanMunawar in #69
- Compress banners for YV24 by @RizwanMunawar in #70
- Docs: Download Dataset Images by @sergiuwaxmann in #71
- Add https://www.reddit.com/r/Ultralytics/ badge by @glenn-jocher in #72
- Docs: Analyze Model Images by @sergiuwaxmann in #75
- Create tag.yml by @glenn-jocher in #76
New Contributors
Full Changelog: v8.2.0...v8.3.0