Published April 5, 2024 | Version 1.0
Computational notebook Restricted

Non-overlapping Corruption Benchmarker

Owner

Description

This ressource is a demonstrator.

It contains a notebook which is a benchmark of synthetic corruptions that would be relatively similar to a neural network to natural corruptions in order to assess the robustness of a given model.

It relies on a visual inspection use-case.

 

Support

Support for Non-overlapping Corruption Benchmarker must be obtained directly from the component owners 

Files

Files

Restricted

The record is publicly accessible, but files are restricted to users with access.

Additional details

Trustworthy Attributes
Robustness
Functional Set
Robustness
Evaluation
Technological maturity
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