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+ # YOLOv12-N
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+
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+ ## Model Description
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+ **YOLOv12-N** is a variant of the 12th-generation YOLO (You Only Look Once) real-time object detector.
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+ It builds on prior YOLO models with improved backbone/neck architectures, updated training strategies, and optimizations for both high-performance GPUs and edge devices.
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+
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+ ## Features
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+ - **Real-time object detection** optimized for low-latency inference.
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+ - **High accuracy** across diverse categories and challenging environments.
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+ - **Lightweight variants** suitable for mobile and embedded deployment.
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+ - **Scalable**: runs from smartphones to multi-GPU servers.
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+ - **Extensible**: fine-tuning supported for domain-specific datasets.
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+
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+ ## Use Cases
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+ - Autonomous driving and ADAS (Advanced Driver Assistance Systems)
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+ - Surveillance and security monitoring
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+ - Industrial automation and defect detection
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+ - Retail analytics and inventory monitoring
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+ - Sports analytics and event detection
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+
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+ ## Inputs and Outputs
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+ **Input**:
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+ - RGB images or video frames (any resolution; auto-resized during preprocessing).
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+
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+ **Output**:
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+ - Bounding boxes `(x, y, w, h)`
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+ - Class labels
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+ - Confidence scores
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+
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+ ## License
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+ - Licensed under [AGPL-3.0](https://github.com/ultralytics/ultralytics?tab=AGPL-3.0-1-ov-file#readme) (same as Ultralytics YOLO).
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+
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+ ## References
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+ - Original repo: [https://github.com/sunsmarterjie/yolov12](https://github.com/sunsmarterjie/yolov12)
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+ - Ultralytics YOLO family: [https://github.com/ultralytics/ultralytics](https://github.com/ultralytics/ultralytics)