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Trojan Detection Software Challenge - image-classification-aug2020-holdout

Metadata Updated: September 30, 2023

Round 2 Holdout DatasetThe data being generated and disseminated is the holdout data used to evaluate trojan detection software solutions. This data, generated at NIST, consists of human level AIs trained to perform a variety of tasks (image classification, natural language processing, etc.). 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 144 trained, human level, image classification AI models using a variety of 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 September 30, 2023

Metadata Source

Harvested from NIST

Additional Metadata

Resource Type Dataset
Metadata Created Date March 11, 2021
Metadata Updated Date September 30, 2023
Publisher National Institute of Standards and Technology
Maintainer
Identifier ark:/88434/mds2-2322
Data First Published 2020-10-30
Language en
Data Last Modified 2020-10-23 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 7a12e815-c6ab-41d1-9172-46600091a667
Harvest Source Id 74e175d9-66b3-4323-ac98-e2a90eeb93c0
Harvest Source Title NIST
Homepage URL https://data.nist.gov/od/id/mds2-2322
License https://www.nist.gov/open/license
Program Code 006:045
Source Datajson Identifier True
Source Hash 450dc6088b673f559f0ca417f0ad53b02ac8c18210d892ffabdfbe0d15809301
Source Schema Version 1.1

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