Capture Bias

• photographers tending to take pictures of objects in similar ways
• Searching for “mug” on Google Image Search will reveal another kind of capture bias: almost all the mugs has a right-facing handle
• Beyond better data sampling strategies, one way to deal with this is to perform various data transformations to reduce this bias