Added support for GREAT Score [NIPS-2024]

[lizaitang]

Description

This pull request adds the support of the BEYOND Detection method proposed in [1].

[1] GREAT Score: Global Robustness Evaluation of Adversarial Perturbation using Generative Models. Paper

Type of change

Please check all relevant options.

• Improvement (non-breaking)
• Bug fix (non-breaking)
• [✔️] New feature (non-breaking)
• Breaking change (fix or feature that would cause existing functionality to not work as expected)
• This change requires a documentation update

Testing

Please describe the tests that you ran to verify your changes. Consider listing any relevant details of your test configuration.

• [✔️] Unit Test

Test Configuration:

• OS: Ubuntu 22.04
• Python version: 3.9.18
• ART version: 1.18.1
• PyTorch: 2.4.0
• cuDNN version: 90100

Checklist

• [✔️] My code follows the style guidelines of this project
• [✔️] I have performed a self-review of my own code
• [✔️] I have commented my code
• [✔️] I have made corresponding changes to the documentation
• [✔️] My changes generate no new warnings
• [✔️] I have added tests that prove my fix is effective or that my feature works
• [✔️] New and existing unit tests pass locally with my changes
• [✔️] My changes have been tested using both CPU and GPU devices

[codecov]

Codecov Report

Attention: Patch coverage is 0% with 60 lines in your changes missing coverage. Please review.

Project coverage is 53.17%. Comparing base (970c74a) to head (ae33fe1).
Report is 97 commits behind head on dev_1.19.0.

Files with missing lines	Patch %	Lines
art/evaluations/great_art_test.py	0.00%	33 Missing ⚠️
art/evaluations/great_art.py	0.00%	27 Missing ⚠️

Additional details and impacted files

@@              Coverage Diff               @@
##           dev_1.19.0    #2527      +/-   ##
==============================================
- Coverage       53.38%   53.17%   -0.21%     
==============================================
  Files             658      670      +12     
  Lines           60292    61978    +1686     
  Branches        10274    10523     +249     
==============================================
+ Hits            32186    32956     +770     
- Misses          26450    27325     +875     
- Partials         1656     1697      +41     

Files with missing lines	Coverage Δ
art/evaluations/great_art.py	0.00% <0.00%> (ø)
art/evaluations/great_art_test.py	0.00% <0.00%> (ø)

... and 19 files with indirect coverage changes