Search Results for author: Karl Koenig

Found 2 papers, 0 papers with code

On Adversarial Robustness of 3D Point Cloud Classification under Adaptive Attacks

no code implementations24 Nov 2020 Jiachen Sun, Karl Koenig, Yulong Cao, Qi Alfred Chen, Z. Morley Mao

Since adversarial training (AT) is believed as the most robust defense, we present the first in-depth study showing how AT behaves in point cloud classification and identify that the required symmetric function (pooling operation) is paramount to the 3D model's robustness under AT.

3D Point Cloud Classification Adversarial Robustness +3

On The Adversarial Robustness of 3D Point Cloud Classification

no code implementations28 Sep 2020 Jiachen Sun, Karl Koenig, Yulong Cao, Qi Alfred Chen, Zhuoqing Mao

Since adversarial training (AT) is believed to be the most effective defense, we present the first in-depth study showing how AT behaves in point cloud classification and identify that the required symmetric function (pooling operation) is paramount to the model's robustness under AT.

3D Point Cloud Classification Adversarial Robustness +3

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