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Junwei Xu

3 accepted papers

2026

IAFMNet: Information-Aware Feature Modulation for Efficient Super-Resolution

CVPR 2026

Single Image Super-Resolution (SISR) aims to reconstruct a high-resolution (HR) image from a low-resolution (LR) input, a task that becomes increasingly challenging under real-world computational constraints. However, most efficient SISR methods adopt lightweight, spatially uniform strategies that a

Cited by 0SourceScholar
2025

Bridging Task Boundaries: Remote Sensing Image-Text Retrieval via Dictionary-Driven Adaptation

ICASSP 2025accepted

Given image (or text), remote sensing image-text retrieval (RSITR) aims to retrieve corresponding text (or image) within diverse remote sensing data. However, due to the complex scenes and compact distribution of targets in remote sensing data, existing methods, particularly those leveraging large m…

Cited by 0SourceScholar
2025

Formal Synthesis of Barrier Certificates Using Fourier Kolmogorov-Arnold Network

AAAI 2025technical

Barrier certificate generation is an efficient and powerful technique for formally verifying safety properties of cyber-physical systems. Feed-forward neural networks (FNNs) are commonly used to synthesize barrier certificates, but the fixed activation functions limit their efficiency and scalabilit…

Cited by 0SourcePDFScholar