Construct · 1 fields · 1 citations

dataset bias: a standalone construct

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Computer vision

systematic quirks in how a dataset was collected that let models score well on it while failing to generalize to other datasets.

In computer vision, dataset bias refers to systematic quirks in how a dataset was collected that let models score well on it while failing to generalize to other datasets. This meaning comes from Torralba (2011) in CVPR 2011.[1]

Unit
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Nearby constructs

capture bias1 fields · 1 citationsanchor · a standalone construct bias6 fields · 8 citationsjingle · one name, six constructs score2 fields · 3 citationsjingle · one word, two constructs

References

Torralba, A., & Efros, A. A. (2011). Unbiased look at dataset bias. CVPR 2011. https://doi.org/10.1109/cvpr.2011.5995347

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