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yolov10/docs/en/reference/utils/metrics.md
Glenn Jocher 072291bc78
ultralytics 8.0.235 YOLOv8 OBB train, val, predict and export (#4499) 
Co-authored-by: Yash Khurana <ykhurana6@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Swamita Gupta <swamita2001@gmail.com>
Co-authored-by: Ayush Chaurasia <ayush.chaurarsia@gmail.com>
Co-authored-by: Laughing-q <1185102784@qq.com>
Co-authored-by: Laughing <61612323+Laughing-q@users.noreply.github.com>
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2024-01-05 03:00:26 +01:00

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description keywords
Explore Ultralytics YOLO metrics tools - from confusion matrix, detection metrics, pose metrics to box IOU. Learn how to compute and plot precision-recall curves. Ultralytics, YOLO, YOLOv3, YOLOv4, metrics, confusion matrix, detection metrics, pose metrics, box IOU, mask IOU, plot precision-recall curves, compute average precision

Reference for ultralytics/utils/metrics.py

!!! Note

This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/metrics.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/metrics.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/metrics.py) 🛠️. Thank you 🙏!



::: ultralytics.utils.metrics.ConfusionMatrix



::: ultralytics.utils.metrics.Metric



::: ultralytics.utils.metrics.DetMetrics



::: ultralytics.utils.metrics.SegmentMetrics



::: ultralytics.utils.metrics.PoseMetrics



::: ultralytics.utils.metrics.ClassifyMetrics



::: ultralytics.utils.metrics.OBBMetrics



::: ultralytics.utils.metrics.bbox_ioa



::: ultralytics.utils.metrics.box_iou



::: ultralytics.utils.metrics.bbox_iou



::: ultralytics.utils.metrics.mask_iou



::: ultralytics.utils.metrics.kpt_iou



::: ultralytics.utils.metrics._get_covariance_matrix



::: ultralytics.utils.metrics.probiou



::: ultralytics.utils.metrics.batch_probiou



::: ultralytics.utils.metrics.smooth_BCE



::: ultralytics.utils.metrics.smooth



::: ultralytics.utils.metrics.plot_pr_curve



::: ultralytics.utils.metrics.plot_mc_curve



::: ultralytics.utils.metrics.compute_ap



::: ultralytics.utils.metrics.ap_per_class