Class: Aws::SageMaker::Types::AnnotationConsolidationConfig

Inherits:
Struct
  • Object
show all
Defined in:
gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb

Overview

Note:

When making an API call, you may pass AnnotationConsolidationConfig data as a hash:

{
  annotation_consolidation_lambda_arn: "LambdaFunctionArn", # required
}

Configures how labels are consolidated across human workers.

Instance Attribute Summary collapse

Instance Attribute Details

#annotation_consolidation_lambda_arnString

The Amazon Resource Name (ARN) of a Lambda function implements the logic for annotation consolidation.

For the built-in bounding box, image classification, semantic segmentation, and text classification task types, Amazon SageMaker Ground Truth provides the following Lambda functions:

Bounding box - Finds the most similar boxes from different workers based on the Jaccard index of the boxes.

  • arn:aws:lambda:us-east-1:432418664414:function:ACS-BoundingBox

    arn:aws:lambda:us-east-2:266458841044:function:ACS-BoundingBox

    arn:aws:lambda:us-west-2:081040173940:function:ACS-BoundingBox

    arn:aws:lambda:eu-west-1:568282634449:function:ACS-BoundingBox

    arn:aws:lambda:ap-northeast-1:477331159723:function:ACS-BoundingBox

    arn:aws:lambda:ap-southeast-2:454466003867:function:ACS-BoundingBox

    arn:aws:lambda:ap-south-1:565803892007:function:ACS-BoundingBox

    arn:aws:lambda:eu-central-1:203001061592:function:ACS-BoundingBox

    arn:aws:lambda:ap-northeast-2:845288260483:function:ACS-BoundingBox

    arn:aws:lambda:eu-west-2:487402164563:function:ACS-BoundingBox

    arn:aws:lambda:ap-southeast-1:377565633583:function:ACS-BoundingBox

    arn:aws:lambda:ca-central-1:918755190332:function:ACS-BoundingBox

Image classification - Uses a variant of the Expectation Maximization approach to estimate the true class of an image based on annotations from individual workers.

  • arn:aws:lambda:us-east-1:432418664414:function:ACS-ImageMultiClass

    arn:aws:lambda:us-east-2:266458841044:function:ACS-ImageMultiClass

    arn:aws:lambda:us-west-2:081040173940:function:ACS-ImageMultiClass

    arn:aws:lambda:eu-west-1:568282634449:function:ACS-ImageMultiClass

    arn:aws:lambda:ap-northeast-1:477331159723:function:ACS-ImageMultiClass

    arn:aws:lambda:ap-southeast-2:454466003867:function:ACS-ImageMultiClass

    arn:aws:lambda:ap-south-1:565803892007:function:ACS-ImageMultiClass

    arn:aws:lambda:eu-central-1:203001061592:function:ACS-ImageMultiClass

    arn:aws:lambda:ap-northeast-2:845288260483:function:ACS-ImageMultiClass

    arn:aws:lambda:eu-west-2:487402164563:function:ACS-ImageMultiClass

    arn:aws:lambda:ap-southeast-1:377565633583:function:ACS-ImageMultiClass

    arn:aws:lambda:ca-central-1:918755190332:function:ACS-ImageMultiClass

Multi-label image classification - Uses a variant of the Expectation Maximization approach to estimate the true classes of an image based on annotations from individual workers.

  • arn:aws:lambda:us-east-1:432418664414:function:ACS-ImageMultiClassMultiLabel

    arn:aws:lambda:us-east-2:266458841044:function:ACS-ImageMultiClassMultiLabel

    arn:aws:lambda:us-west-2:081040173940:function:ACS-ImageMultiClassMultiLabel

    arn:aws:lambda:eu-west-1:568282634449:function:ACS-ImageMultiClassMultiLabel

    arn:aws:lambda:ap-northeast-1:477331159723:function:ACS-ImageMultiClassMultiLabel

    arn:aws:lambda:ap-southeast-2:454466003867:function:ACS-ImageMultiClassMultiLabel

    arn:aws:lambda:ap-south-1:565803892007:function:ACS-ImageMultiClassMultiLabel

    arn:aws:lambda:eu-central-1:203001061592:function:ACS-ImageMultiClassMultiLabel

    arn:aws:lambda:ap-northeast-2:845288260483:function:ACS-ImageMultiClassMultiLabel

    arn:aws:lambda:eu-west-2:487402164563:function:ACS-ImageMultiClassMultiLabel

    arn:aws:lambda:ap-southeast-1:377565633583:function:ACS-ImageMultiClassMultiLabel

    arn:aws:lambda:ca-central-1:918755190332:function:ACS-ImageMultiClassMultiLabel

Semantic segmentation - Treats each pixel in an image as a multi-class classification and treats pixel annotations from workers as "votes" for the correct label.

  • arn:aws:lambda:us-east-1:432418664414:function:ACS-SemanticSegmentation

    arn:aws:lambda:us-east-2:266458841044:function:ACS-SemanticSegmentation

    arn:aws:lambda:us-west-2:081040173940:function:ACS-SemanticSegmentation

    arn:aws:lambda:eu-west-1:568282634449:function:ACS-SemanticSegmentation

    arn:aws:lambda:ap-northeast-1:477331159723:function:ACS-SemanticSegmentation

    arn:aws:lambda:ap-southeast-2:454466003867:function:ACS-SemanticSegmentation

    arn:aws:lambda:ap-south-1:565803892007:function:ACS-SemanticSegmentation

    arn:aws:lambda:eu-central-1:203001061592:function:ACS-SemanticSegmentation

    arn:aws:lambda:ap-northeast-2:845288260483:function:ACS-SemanticSegmentation

    arn:aws:lambda:eu-west-2:487402164563:function:ACS-SemanticSegmentation

    arn:aws:lambda:ap-southeast-1:377565633583:function:ACS-SemanticSegmentation

    arn:aws:lambda:ca-central-1:918755190332:function:ACS-SemanticSegmentation

Text classification - Uses a variant of the Expectation Maximization approach to estimate the true class of text based on annotations from individual workers.

  • arn:aws:lambda:us-east-1:432418664414:function:ACS-TextMultiClass

    arn:aws:lambda:us-east-2:266458841044:function:ACS-TextMultiClass

    arn:aws:lambda:us-west-2:081040173940:function:ACS-TextMultiClass

    arn:aws:lambda:eu-west-1:568282634449:function:ACS-TextMultiClass

    arn:aws:lambda:ap-northeast-1:477331159723:function:ACS-TextMultiClass

    arn:aws:lambda:ap-southeast-2:454466003867:function:ACS-TextMultiClass

    arn:aws:lambda:ap-south-1:565803892007:function:ACS-TextMultiClass

    arn:aws:lambda:eu-central-1:203001061592:function:ACS-TextMultiClass

    arn:aws:lambda:ap-northeast-2:845288260483:function:ACS-TextMultiClass

    arn:aws:lambda:eu-west-2:487402164563:function:ACS-TextMultiClass

    arn:aws:lambda:ap-southeast-1:377565633583:function:ACS-TextMultiClass

    arn:aws:lambda:ca-central-1:918755190332:function:ACS-TextMultiClass

Multi-label text classification - Uses a variant of the Expectation Maximization approach to estimate the true classes of text based on annotations from individual workers.

  • arn:aws:lambda:us-east-1:432418664414:function:ACS-TextMultiClassMultiLabel

    arn:aws:lambda:us-east-2:266458841044:function:ACS-TextMultiClassMultiLabel

    arn:aws:lambda:us-west-2:081040173940:function:ACS-TextMultiClassMultiLabel

    arn:aws:lambda:eu-west-1:568282634449:function:ACS-TextMultiClassMultiLabel

    arn:aws:lambda:ap-northeast-1:477331159723:function:ACS-TextMultiClassMultiLabel

    arn:aws:lambda:ap-southeast-2:454466003867:function:ACS-TextMultiClassMultiLabel

    arn:aws:lambda:ap-south-1:565803892007:function:ACS-TextMultiClassMultiLabel

    arn:aws:lambda:eu-central-1:203001061592:function:ACS-TextMultiClassMultiLabel

    arn:aws:lambda:ap-northeast-2:845288260483:function:ACS-TextMultiClassMultiLabel

    arn:aws:lambda:eu-west-2:487402164563:function:ACS-TextMultiClassMultiLabel

    arn:aws:lambda:ap-southeast-1:377565633583:function:ACS-TextMultiClassMultiLabel

    arn:aws:lambda:ca-central-1:918755190332:function:ACS-TextMultiClassMultiLabel

Named entity recognition - Groups similar selections and calculates aggregate boundaries, resolving to most-assigned label.

  • arn:aws:lambda:us-east-1:432418664414:function:ACS-NamedEntityRecognition

    arn:aws:lambda:us-east-2:266458841044:function:ACS-NamedEntityRecognition

    arn:aws:lambda:us-west-2:081040173940:function:ACS-NamedEntityRecognition

    arn:aws:lambda:eu-west-1:568282634449:function:ACS-NamedEntityRecognition

    arn:aws:lambda:ap-northeast-1:477331159723:function:ACS-NamedEntityRecognition

    arn:aws:lambda:ap-southeast-2:454466003867:function:ACS-NamedEntityRecognition

    arn:aws:lambda:ap-south-1:565803892007:function:ACS-NamedEntityRecognition

    arn:aws:lambda:eu-central-1:203001061592:function:ACS-NamedEntityRecognition

    arn:aws:lambda:ap-northeast-2:845288260483:function:ACS-NamedEntityRecognition

    arn:aws:lambda:eu-west-2:487402164563:function:ACS-NamedEntityRecognition

    arn:aws:lambda:ap-southeast-1:377565633583:function:ACS-NamedEntityRecognition

    arn:aws:lambda:ca-central-1:918755190332:function:ACS-NamedEntityRecognition

Bounding box verification - Uses a variant of the Expectation Maximization approach to estimate the true class of verification judgement for bounding box labels based on annotations from individual workers.

  • arn:aws:lambda:us-east-1:432418664414:function:ACS-VerificationBoundingBox

    arn:aws:lambda:us-east-2:266458841044:function:ACS-VerificationBoundingBox

    arn:aws:lambda:us-west-2:081040173940:function:ACS-VerificationBoundingBox

    arn:aws:lambda:eu-west-1:568282634449:function:ACS-VerificationBoundingBox

    arn:aws:lambda:ap-northeast-1:477331159723:function:ACS-VerificationBoundingBox

    arn:aws:lambda:ap-southeast-2:454466003867:function:ACS-VerificationBoundingBox

    arn:aws:lambda:ap-south-1:565803892007:function:ACS-VerificationBoundingBox

    arn:aws:lambda:eu-central-1:203001061592:function:ACS-VerificationBoundingBox

    arn:aws:lambda:ap-northeast-2:845288260483:function:ACS-VerificationBoundingBox

    arn:aws:lambda:eu-west-2:487402164563:function:ACS-VerificationBoundingBox

    arn:aws:lambda:ap-southeast-1:377565633583:function:ACS-VerificationBoundingBox

    arn:aws:lambda:ca-central-1:918755190332:function:ACS-VerificationBoundingBox

Semantic segmentation verification - Uses a variant of the Expectation Maximization approach to estimate the true class of verification judgment for semantic segmentation labels based on annotations from individual workers.

  • arn:aws:lambda:us-east-1:432418664414:function:ACS-VerificationSemanticSegmentation

    arn:aws:lambda:us-east-2:266458841044:function:ACS-VerificationSemanticSegmentation

    arn:aws:lambda:us-west-2:081040173940:function:ACS-VerificationSemanticSegmentation

    arn:aws:lambda:eu-west-1:568282634449:function:ACS-VerificationSemanticSegmentation

    arn:aws:lambda:ap-northeast-1:477331159723:function:ACS-VerificationSemanticSegmentation

    arn:aws:lambda:ap-southeast-2:454466003867:function:ACS-VerificationSemanticSegmentation

    arn:aws:lambda:ap-south-1:565803892007:function:ACS-VerificationSemanticSegmentation

    arn:aws:lambda:eu-central-1:203001061592:function:ACS-VerificationSemanticSegmentation

    arn:aws:lambda:ap-northeast-2:845288260483:function:ACS-VerificationSemanticSegmentation

    arn:aws:lambda:eu-west-2:487402164563:function:ACS-VerificationSemanticSegmentation

    arn:aws:lambda:ap-southeast-1:377565633583:function:ACS-VerificationSemanticSegmentation

    arn:aws:lambda:ca-central-1:918755190332:function:ACS-VerificationSemanticSegmentation

Bounding box adjustment - Finds the most similar boxes from different workers based on the Jaccard index of the adjusted annotations.

  • arn:aws:lambda:us-east-1:432418664414:function:ACS-AdjustmentBoundingBox

    arn:aws:lambda:us-east-2:266458841044:function:ACS-AdjustmentBoundingBox

    arn:aws:lambda:us-west-2:081040173940:function:ACS-AdjustmentBoundingBox

    arn:aws:lambda:eu-west-1:568282634449:function:ACS-AdjustmentBoundingBox

    arn:aws:lambda:ap-northeast-1:477331159723:function:ACS-AdjustmentBoundingBox

    arn:aws:lambda:ap-southeast-2:454466003867:function:ACS-AdjustmentBoundingBox

    arn:aws:lambda:ap-south-1:565803892007:function:ACS-AdjustmentBoundingBox

    arn:aws:lambda:eu-central-1:203001061592:function:ACS-AdjustmentBoundingBox

    arn:aws:lambda:ap-northeast-2:845288260483:function:ACS-AdjustmentBoundingBox

    arn:aws:lambda:eu-west-2:487402164563:function:ACS-AdjustmentBoundingBox

    arn:aws:lambda:ap-southeast-1:377565633583:function:ACS-AdjustmentBoundingBox

    arn:aws:lambda:ca-central-1:918755190332:function:ACS-AdjustmentBoundingBox

Semantic segmentation adjustment - Treats each pixel in an image as a multi-class classification and treats pixel adjusted annotations from workers as "votes" for the correct label.

  • arn:aws:lambda:us-east-1:432418664414:function:ACS-AdjustmentSemanticSegmentation

    arn:aws:lambda:us-east-2:266458841044:function:ACS-AdjustmentSemanticSegmentation

    arn:aws:lambda:us-west-2:081040173940:function:ACS-AdjustmentSemanticSegmentation

    arn:aws:lambda:eu-west-1:568282634449:function:ACS-AdjustmentSemanticSegmentation

    arn:aws:lambda:ap-northeast-1:477331159723:function:ACS-AdjustmentSemanticSegmentation

    arn:aws:lambda:ap-southeast-2:454466003867:function:ACS-AdjustmentSemanticSegmentation

    arn:aws:lambda:ap-south-1:565803892007:function:ACS-AdjustmentSemanticSegmentation

    arn:aws:lambda:eu-central-1:203001061592:function:ACS-AdjustmentSemanticSegmentation

    arn:aws:lambda:ap-northeast-2:845288260483:function:ACS-AdjustmentSemanticSegmentation

    arn:aws:lambda:eu-west-2:487402164563:function:ACS-AdjustmentSemanticSegmentation

    arn:aws:lambda:ap-southeast-1:377565633583:function:ACS-AdjustmentSemanticSegmentation

    arn:aws:lambda:ca-central-1:918755190332:function:ACS-AdjustmentSemanticSegmentation

For more information, see Annotation Consolidation.

Returns:

  • (String)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 802

class AnnotationConsolidationConfig < Struct.new(
  :annotation_consolidation_lambda_arn)
  include Aws::Structure
end