2 code implementations • 7 Apr 2021 • Yi-Ting Chen, Jinghao Shi, Zelin Ye, Christoph Mertz, Deva Ramanan, Shu Kong
Object detection with multimodal inputs can improve many safety-critical systems such as autonomous vehicles (AVs).
no code implementations • 1 Jan 2021 • Wan-Yi Lin, Fatemeh Sheikholeslami, Jinghao Shi, Leslie Rice, J Zico Kolter
Our method improves upon the current state of the art in defending against patch attacks on CIFAR10 and ImageNet, both in terms of certified accuracy and inference time.
no code implementations • ICML Workshop AML 2021 • Wan-Yi Lin, Fatemeh Sheikholeslami, Jinghao Shi, Leslie Rice, J Zico Kolter
This paper proposes a certifiable defense against adversarial patch attacks on image classification.