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Supervision offers a streamlined solution to effortlessly annotate predictions from a
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range of object detection and segmentation models. This guide demonstrates how to
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execute inference using the YOLOv8 model with either the
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[Inference](https://github.com/roboflow/inference) or
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[Ultralytics](https://github.com/ultralytics/ultralytics) packages. Following this,
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you'll learn how to import these predictions into Supervision for image annotation
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Supervision offers a streamlined solution to effortlessly annotate predictions from a
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range of object detection and segmentation models. This guide demonstrates how to
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execute inference using the YOLOv8 model with either the
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[Inference](https://github.com/roboflow/inference) or
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[Ultralytics](https://github.com/ultralytics/ultralytics) packages. Following this,
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you'll learn how to import these predictions into Supervision for image annotation
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purposes.
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## Run Inference
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