Mar 29, 2022 · We present the first approach for generating context-consistent adversarial attacks that can evade the context-consistency check of black-box object detectors.

We present, for the first time, a zero-query attack algorithm that changes multiple objects simultaneously in a context- consistent manner thereby creating a ...

To fool context-aware detectors, Cai et al. [182] introduce the pioneering method for producing context-consistent adversarial attacks that can elude the ...

We present the first approach for generating context-consistent adversarial attacks that can evade the context-consistency check of black-box object detectors.

Two common strategies targeting this challenging problem are transfer-based attacks and query- based attacks. Query-based attacks have high success rates.

In this paper, we present a new approach to generate context-aware attacks for object detectors. We show that by using co-occurrence of objects and their ...

This paper shows that by using co-occurrence of objects and their relative locations and sizes as context information, it can successfully generate targeted ...

Apr 8, 2022 · Our recent work has shown how to develop adversarial attacks that are aware of the contextual relationships among multiple objects in a scene ...

In this paper, we present a new approach to generate context-aware attacks for object detectors. We show that by using co-occurrence of objects and their ...

Context-aware transfer attacks for object detection. Z Cai, X Xie, S Li ... Zero-query transfer attacks on context-aware object detectors. Z Cai, S Rane ...