Qi Song

Fast Local Attack: Generating Local Adversarial Examples for Object Detectors

2020 · arXiv (Cornell University)

The deep neural network is vulnerable to adversarial examples. Adding imperceptible adversarial perturbations to images is enough to make them fail. Most existing research focuses on attacking image classifiers or anchor-based object detectors, but they …

Feature Augmentation Reconstruction Network for Few-Shot Image Classification

2023

In recent years, deep learning has achieved significant success in various computer vision tasks, notably in image classification. Nonetheless, labeled data is frequently insufficient in real-world applications, presenting significant impediments to the efficacy of deep …

LLMBind: A Unified Modality-Task Integration Framework

2024 · arXiv (Cornell University)

Despite recent progress in Multi-Modal Large Language Models (MLLMs), it remains challenging to integrate diverse tasks ranging from pixel-level perception to high-fidelity generation. Existing approaches often suffer from either restricted task extensibility or severe performance …