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title
description
image
site name
author
updated
2026-03-01 18:05:09
raw text
RobustART Docmed Home LeaderBoards Adversarial noises Natural noises System noises API Docs Model Zoo Contact Toolkit Paper Robust ART RobustART is the first comprehensive Robust ness investigation benchmark on large-scale dataset ImageNet regarding AR chitectural design ( 49 human-designed off-the-shelf architectures and 1200+ neural architecture searched networks) and T raining techniques ( 10+ general ones e.g. , extra training data, etc) towards diverse noises (adversarial, natural, and system noises). Our benchmark (including open-source toolkit, pre-trained model zoo, datasets, and analyses): (1) presents an open-source platform for conducting comprehensive evaluation on diverse robustness types; (2) provides a variety of pre-trained models with different training techniques to facilitate robustness evaluation; (3) proposes a new view to better understand the mechanism towards designing robust DNN arch...
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