Talk Proposal: Towards the Realistic Evaluation of Evasion Attacks using CARLA

18 Apr 2019  ·  Cory Cornelius, Shang-Tse Chen, Jason Martin, Duen Horng Chau ·

In this talk we describe our content-preserving attack on object detectors, ShapeShifter, and demonstrate how to evaluate this threat in realistic scenarios. We describe how we use CARLA, a realistic urban driving simulator, to create these scenarios, and how we use ShapeShifter to generate content-preserving attacks against those scenarios.

PDF Abstract

Datasets


Results from the Paper


  Submit results from this paper to get state-of-the-art GitHub badges and help the community compare results to other papers.

Methods