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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

ConfusionMatrix


::: ultralytics.utils.metrics.ConfusionMatrix



Metric


::: ultralytics.utils.metrics.Metric



DetMetrics


::: ultralytics.utils.metrics.DetMetrics



SegmentMetrics


::: ultralytics.utils.metrics.SegmentMetrics



PoseMetrics


::: ultralytics.utils.metrics.PoseMetrics



ClassifyMetrics


::: ultralytics.utils.metrics.ClassifyMetrics



box_area


::: ultralytics.utils.metrics.box_area



bbox_ioa


::: ultralytics.utils.metrics.bbox_ioa



box_iou


::: ultralytics.utils.metrics.box_iou



bbox_iou


::: ultralytics.utils.metrics.bbox_iou



mask_iou


::: ultralytics.utils.metrics.mask_iou



kpt_iou


::: ultralytics.utils.metrics.kpt_iou



smooth_BCE


::: ultralytics.utils.metrics.smooth_BCE



smooth


::: ultralytics.utils.metrics.smooth



plot_pr_curve


::: ultralytics.utils.metrics.plot_pr_curve



plot_mc_curve


::: ultralytics.utils.metrics.plot_mc_curve



compute_ap


::: ultralytics.utils.metrics.compute_ap



ap_per_class


::: ultralytics.utils.metrics.ap_per_class