When is it especially useful to apply human-style error analysis?

A useful aim of error analysis is to infer which clues a person relies on to reach the correct label.

A transcript turned “blueberry muffins” into “_____ muffins.”

Match each part of expert-guided error analysis to its role.

Arrange the steps for human-guided error analysis on a weak model.

How can domain expertise be used when analyzing errors in chest X-ray classification?

Human-guided error analysis is most informative when the model still performs worse than people.

In error analysis, human _____ can help reveal which clues people use to reach the right label.

Connect each case to the way human judgment helps diagnose model mistakes.

Order the steps for using expert intuition to improve a crop-disease image classifier.

Use human judgment to interpret model mistakes

Using clinician insight to improve a chest scan classifier

Using Human Judgment in Error Analysis