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README.md
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# Limitations and Biases
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**Known failure cases:** Model struggles with distinguishing background from classes. This is a major concern
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**Data biases:** Biased toward high visibility, parking lots with well defined paint as datasets only contain similar data to this. Additionally, parking lot data from Italy & Brazil only. Other countries' parking lots may appear different.
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**Contextual limitations:** Aim for aerial view of parking lot with good visibility.
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**Inappropriate use cases:** Bad visibility, weather, non-aerial camera angles.
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**Ethical considerations:** Check with lot owners before setting up cameras to monitor lots.
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# Limitations and Biases
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**Known failure cases:** Model struggles with distinguishing background from classes. This is a major concern to consider in using this model.
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| 94 |
**Data biases:** Biased toward high visibility, parking lots with well defined paint as datasets only contain similar data to this. Additionally, parking lot data from Italy & Brazil only. Other countries' parking lots may appear different.
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**Contextual limitations:** Aim for aerial view of parking lot with good visibility.
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**Inappropriate use cases:** Bad visibility, weather, non-aerial camera angles. Low contrast, ambiguous environments.
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**Ethical considerations:** Check with lot owners before setting up cameras to monitor lots.
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