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.
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 • 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.