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Trojan Detection Software Challenge - image-classification-feb2021-test

Metadata Updated: March 14, 2025

Round 4 Test DatasetThe data being generated and disseminated is the test data used to construct trojan detection software solutions. This data, generated at NIST, consists of human level AIs trained to perform image classification. A known percentage of these trained AI models have been poisoned with a known trigger which induces incorrect behavior. This data will be used to develop software solutions for detecting which trained AI models have been poisoned via embedded triggers. This dataset consists of 288 adversarially trained, human level, image classification AI models using a variety of model architectures. The models were trained on synthetically created image data of non-real traffic signs superimposed on road background scenes. Half (50%) of the models have been poisoned with an embedded trigger which causes misclassification of the images when the trigger is present.

Access & Use Information

Public: This dataset is intended for public access and use. License: See this page for license information.

Downloads & Resources

Dates

Metadata Created Date March 11, 2021
Metadata Updated Date March 14, 2025

Metadata Source

Harvested from NIST

Additional Metadata

Resource Type Dataset
Metadata Created Date March 11, 2021
Metadata Updated Date March 14, 2025
Publisher National Institute of Standards and Technology
Maintainer
Identifier ark:/88434/mds2-2371
Data First Published 2021-03-08
Language en
Data Last Modified 2020-12-31 00:00:00
Category Information Technology:Software research, Information Technology:Cybersecurity, Information Technology:Computational science
Public Access Level public
Bureau Code 006:55
Metadata Context https://project-open-data.cio.gov/v1.1/schema/data.json
Schema Version https://project-open-data.cio.gov/v1.1/schema
Catalog Describedby https://project-open-data.cio.gov/v1.1/schema/catalog.json
Harvest Object Id 1d6b5fc6-33f5-4d39-bc0a-4991fa598fe2
Harvest Source Id 74e175d9-66b3-4323-ac98-e2a90eeb93c0
Harvest Source Title NIST
Homepage URL https://data.nist.gov/od/id/mds2-2371
License https://www.nist.gov/open/license
Program Code 006:045
Source Datajson Identifier True
Source Hash 39a889549cf0905b0cdeff903e9acfc12c37889a39070a4eca72a3177ad57d03
Source Schema Version 1.1

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