5 papers
Current Injection Spiking Neural Network for Infrared and Visible Image Fusion
Rui Zhao, Zhuoyuan Li, Wenrui Li +4
Infrared and visible image fusion (IVIF) integrates the complementary information of two modalities into a single image with richer scene content. While existing methods are largel…
Just Noticeable Difference Modeling for Deep Visual Features
Rui Zhao, Wenrui Li, Lin Zhu +2
Deep visual features are increasingly used as the interface in vision systems, motivating the need to describe feature characteristics and control feature quality for machine perce…
Discrepancy-Aware Attention Network for Enhanced Audio-Visual Zero-Shot Learning
RunLin Yu, Yipu Gong, Wenrui Li +2
Audio-visual Zero-Shot Learning (ZSL) has attracted significant attention for its ability to identify unseen classes and perform well in video classification tasks. However, modal…
Sample-agnostic Adversarial Perturbation for Vision-Language Pre-training Models
Haonan Zheng, Wen Jiang, Xinyang Deng +1
Recent studies on AI security have highlighted the vulnerability of Vision-Language Pre-training (VLP) models to subtle yet intentionally designed perturbations in images and texts…
A Unified Understanding of Adversarial Vulnerability Regarding Unimodal Models and Vision-Language Pre-training Models
Haonan Zheng, Xinyang Deng, Wen Jiang +1
With Vision-Language Pre-training (VLP) models demonstrating powerful multimodal interaction capabilities, the application scenarios of neural networks are no longer confined to un…