Dataset and label checks · Question 60 of 60
A team has a new labeled dataset of traffic scenes and knows a comparable public dataset. For "pedestrian", the label share is five times as high as in the comparison dataset. Which approach is this, and what follows from it?
1 answer is correct. Hard
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Answer
- C Data distribution analysis; the deviation may indicate anomalies and incorrect labels
Explanation
Comparing the label distribution of a dataset with similar datasets can reveal anomalies and potentially incorrect labels when comparable datasets exist. A striking deviation is a reason for closer examination, but not yet proof of defects.