Tutorvo

Class Confusion & Segmentation Metrics: Dice vs IoU

Lesson 8 of 815 minLab

This lesson is part of the course

In this lesson

You read a class confusion matrix of matched detections, measure the pallet-forklift mix-up, and compare IoU and Dice on the pixel counts of five segmentation masks.

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Lessons in this course

  1. Bounding Box Geometry: Corners, Centre & YOLO FormatLab12 min Locked
  2. Intersection over Union (IoU) with MAX and MINLab15 min Locked
  3. Matching Predictions to Ground Truth: TP, FP & FN at IoU ≥ 0.5Lab16 min Locked
  4. Precision & Recall at Confidence ThresholdsLab15 min Locked
  5. The Precision-Recall Curve, Point by PointLab16 min Locked
  6. Average Precision: 11-Point vs All-Point InterpolationLab18 min Locked
  7. mAP Across Classes & mAP@[.5:.95]Lab15 min Locked
  8. Class Confusion & Segmentation Metrics: Dice vs IoULab15 min Locked