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@@ -45,8 +45,9 @@ Otherwise, our `test` set will lead to both epistemic and aleatoric uncertainty.
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  In related literature, such 'mixed' splits are sometimes denoted as *dirty* splits.
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  ### Assessment and Validity
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- For a brief discussion of the strength and weaknesses of this dataset,
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- including a quantitative comparison to the (only) other ambiguous datasets available in the literature, we refer to our paper.
 
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  ### Paper
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  Pre-print here: [https://arxiv.org/abs/2207.10495](https://arxiv.org/abs/2207.10495)
 
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  In related literature, such 'mixed' splits are sometimes denoted as *dirty* splits.
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  ### Assessment and Validity
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+ For a brief discussion of the strength and weaknesses of this dataset we refer to our paper.
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+ Please note that our images are not typically realistic -
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+ i.e., while they represent multiple classes and thus have an ambiguous ground truth, they do not resemble real-world photographs.
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  ### Paper
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  Pre-print here: [https://arxiv.org/abs/2207.10495](https://arxiv.org/abs/2207.10495)