Qiong Li

Few-shot Learning for Domain-specific Fine-grained Image Classification

2019 · arXiv (Cornell University)

Learning to recognize novel visual categories from a few examples is a challenging task for machines in real-world industrial applications. In contrast, humans have the ability to discriminate even similar objects with little supervision. This …

Camouflage Backdoor Attack against Pedestrian Detection

2023 · Applied Sciences

Pedestrian detection models in autonomous driving systems heavily rely on deep neural networks (DNNs) to perceive their surroundings. Recent research has unveiled the vulnerability of DNNs to backdoor attacks, in which malicious actors manipulate the …