Docs spelling and grammar fixes (#13307)
Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com> Co-authored-by: RainRat <rainrat78@yahoo.ca>
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@ -23,7 +23,7 @@ Performance metrics are key tools to evaluate the accuracy and efficiency of obj
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## Object Detection Metrics
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Let’s start by discussing some metrics that are not only important to YOLOv8 but are broadly applicable across different object detection models.
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Let's start by discussing some metrics that are not only important to YOLOv8 but are broadly applicable across different object detection models.
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- **Intersection over Union (IoU):** IoU is a measure that quantifies the overlap between a predicted bounding box and a ground truth bounding box. It plays a fundamental role in evaluating the accuracy of object localization.
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@ -115,7 +115,7 @@ For real-time applications, speed metrics like FPS (Frames Per Second) and laten
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## Interpretation of Results
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It’s important to understand the metrics. Here's what some of the commonly observed lower scores might suggest:
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It's important to understand the metrics. Here's what some of the commonly observed lower scores might suggest:
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- **Low mAP:** Indicates the model may need general refinements.
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@ -157,7 +157,7 @@ Tapping into a community of enthusiasts and experts can amplify your journey wit
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### Engage with the Broader Community
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- **GitHub Issues:** The YOLOv8 repository on GitHub has an [Issues tab](https://github.com/ultralytics/ultralytics/issues) where you can ask questions, report bugs, and suggest new features. The community and maintainers are active here, and it’s a great place to get help with specific problems.
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- **GitHub Issues:** The YOLOv8 repository on GitHub has an [Issues tab](https://github.com/ultralytics/ultralytics/issues) where you can ask questions, report bugs, and suggest new features. The community and maintainers are active here, and it's a great place to get help with specific problems.
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- **Ultralytics Discord Server:** Ultralytics has a [Discord server](https://ultralytics.com/discord/) where you can interact with other users and the developers.
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