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Trojan Detection Software Challenge - image-classification-dec2020-holdout

Metadata Updated: September 30, 2023

Round 3 Holdout DatasetThe data being generated and disseminated is the training 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 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/mds2-2342
Data First Published 2020-12-17
Language en
Data Last Modified 2020-10-20 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 35cbd4d5-1e99-4977-820d-09cccc2c123f
Harvest Source Id 74e175d9-66b3-4323-ac98-e2a90eeb93c0
Harvest Source Title NIST
Homepage URL https://data.nist.gov/od/id/mds2-2342
License https://www.nist.gov/open/license
Program Code 006:045
Source Datajson Identifier True
Source Hash 67cc414412c9096358609b9961240b2184890ce5dd89260d419e1ba12a45994e
Source Schema Version 1.1

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