Semantic Segmentation - Imbalance dataset

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Is there any parameter within the standard semantic segmentation estimator that a user can provide weights for the objects or use any other loss function like Dice loss?

asked a year ago202 views
1 Answer
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Hello,

Semantic Segmentation currently does not support it out of the box. However, I am happy to open up a feature request on your behalf to provide customers a way to use custom metrics such as custom loss function, or being able to adjust weights if needed. Additionally, I would like to inform you that you can bring your own model and customise it according to your use-case.

Regardless, we would like to thank you for making your needs known to us. You are making AWS better for all of our customers.

Hope this helps!

References: [1] https://docs.aws.amazon.com/sagemaker/latest/dg/semantic-segmentation.html [2] https://sagemaker-examples.readthedocs.io/en/latest/introduction_to_amazon_algorithms/semantic_segmentation_pascalvoc/semantic_segmentation_pascalvoc.html

Reshma
answered a year ago

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