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Update README.md

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@@ -159,4 +159,8 @@ Failure cases were observed in several situations:
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  * Complex or cluttered backgrounds
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  * Low confidence detections
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  * Ambiguous or blurred gesture poses
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- These issues highlight areas where the model could be improved with more diverse training data.
 
 
 
 
 
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  * Complex or cluttered backgrounds
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  * Low confidence detections
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  * Ambiguous or blurred gesture poses
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+ These issues highlight areas where the model could be improved with more diverse training data.
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+ ***
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+ # Limitations and Biases
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+ ### Known Failure Cases
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+ <img alt= "Failure Cases" src="https://huggingface.co/cvtechniques/VideoGameHandGestures/resolve/main/BoxPR_curve.png" width="1100" height="700"></img>