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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> Co-authored-by: Laughing-q <1182102784@qq.com>
97 lines
2.0 KiB
Markdown
97 lines
2.0 KiB
Markdown
---
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description: Explore Ultralytics YOLO metrics tools - from confusion matrix, detection metrics, pose metrics to box IOU. Learn how to compute and plot precision-recall curves.
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keywords: Ultralytics, YOLO, YOLOv3, YOLOv4, metrics, confusion matrix, detection metrics, pose metrics, box IOU, mask IOU, plot precision-recall curves, compute average precision
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---
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# Reference for `ultralytics/utils/metrics.py`
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!!! Note
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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 🙏!
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## ::: ultralytics.utils.metrics.ConfusionMatrix
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## ::: ultralytics.utils.metrics.Metric
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## ::: ultralytics.utils.metrics.DetMetrics
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## ::: ultralytics.utils.metrics.SegmentMetrics
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## ::: ultralytics.utils.metrics.PoseMetrics
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## ::: ultralytics.utils.metrics.ClassifyMetrics
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## ::: ultralytics.utils.metrics.OBBMetrics
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## ::: ultralytics.utils.metrics.bbox_ioa
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## ::: ultralytics.utils.metrics.box_iou
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## ::: ultralytics.utils.metrics.bbox_iou
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## ::: ultralytics.utils.metrics.mask_iou
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## ::: ultralytics.utils.metrics.kpt_iou
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## ::: ultralytics.utils.metrics._get_covariance_matrix
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## ::: ultralytics.utils.metrics.probiou
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## ::: ultralytics.utils.metrics.batch_probiou
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## ::: ultralytics.utils.metrics.smooth_BCE
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## ::: ultralytics.utils.metrics.smooth
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## ::: ultralytics.utils.metrics.plot_pr_curve
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## ::: ultralytics.utils.metrics.plot_mc_curve
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## ::: ultralytics.utils.metrics.compute_ap
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## ::: ultralytics.utils.metrics.ap_per_class
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