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@@ -162,6 +162,9 @@ is partially limited by sample size.
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  ## Limitations and Biases
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  When tested on the external [**D2S Dataset**](https://www.mvtec.com/company/research/datasets/mvtec-d2s) (wild images),
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  performance dropped significantly. The model missed entire
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  objects, produced low-confidence detections, and misclassified items.
 
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  ## Limitations and Biases
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+ #### D2S Wild Image Test Sample
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+ ![D2S Sample](d2s_sample_test_1.png)
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+
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  When tested on the external [**D2S Dataset**](https://www.mvtec.com/company/research/datasets/mvtec-d2s) (wild images),
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  performance dropped significantly. The model missed entire
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  objects, produced low-confidence detections, and misclassified items.