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An Exploratory Framework to Balance Adversarial Strength and Stealth in Autonomous Driving Environments

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NaturalADV: An Exploratory Framework to Balance Adversarial Strength and Stealth in Autonomous Driving Environments

This repository contains instructions and source code for using the NaturalADV framework to balance naturalness and adversarial strength for pre-generated adversarial perturbations. It contains instructions to install, troubleshoot, and initialize the NaturalADV framework and how to incorporate new differentiable image similarity metrics.

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AAAI'25 poster: PDF version

NaturalADV Generation Framework

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An Exploratory Framework to Balance Adversarial Strength and Stealth in Autonomous Driving Environments

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