Construct · 1 fields · 1 citations

background bias: a standalone construct

One name. One construct. A landmark on the map.

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Computer vision

object classifiers' reliance on the image background rather than the foreground object, shown by swapping or removing backgrounds and watching accuracy change.

In computer vision, background bias refers to object classifiers' reliance on the image background rather than the foreground object, shown by swapping or removing backgrounds and watching accuracy change. This meaning comes from Xiao (2020) in arXiv.[1]

Unit
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Nearby constructs

accuracy3 fields · 6 citationsjingle · one word, three constructs bias6 fields · 8 citationsjingle · one name, six constructs image4 fields · 5 citationsjingle · one word, four constructs

References

Xiao, K., Engstrom, L., Ilyas, A., & Madry, A. (2020). Noise or Signal: The Role of Image Backgrounds in Object Recognition. arXiv. https://doi.org/10.48550/arxiv.2006.09994

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