Qingchen Zhang

Dependable Deep Computation Model for Feature Learning on Big Data in Cyber-Physical Systems

2018 · ACM Transactions on Cyber-Physical Systems

With the ongoing development of sensor devices and network techniques, big data are being generated from the cyber-physical systems. Because of sensor equipment occasional failure and network transmission unreliability, a large number of low-quality data, …

CSF-GAN: Cross-modal Semantic Fusion-based Generative Adversarial Network for Text-guided Image Inpainting

2024

Most visual-guided image inpainting methods based on generative adversarial networks (GANs) struggle when the missing region has weak correlations with the surrounding visual context. Recently, diffusion-based methods guided by textual context have been proposed to …

Zero-Shot Image Recognition via Learning Dual Prototype Accordance Across Meta-Domains

2025 · IEEE Transactions on Image Processing

Zero-shot learning (ZSL) aims to recognize unseen classes by transferring semantic knowledge from seen categories. However, existing methods often struggle with the persistent semantic gap caused by limited semantic descriptors and rigid visual feature modeling. …