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Jia-Ming Wang

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Open access Jul 2026

Edge Knowledge Distillation Guided Lightweight Change Detection Network

Abstract. Deep-learning methods dominate remote-sensing change detection (CD), yet state-of-the-art models remain parameter-heavy and struggle with crisp boundaries, limiting their use on edge devices. We present LEDGNet, a Lightweight, Edge-knowledge- Distillation-Guided CD Network, that reconciles accuracy, boundary...

Tingyu Ji, Yixin Chen, Ruiqian Zhang et al. · 0 citations
Open access 2026

Frequency-Aware Prompt Learning for Remote Sensing Image Super-Resolution

A frequency-aware transformer module is designed to leverage the fast Fourier transform for explicit high-frequency component restoration, thereby overcoming the frequency bias inherent in spatial-domain models and effectively recovering intricate structural details.

Kangli Zeng, Hang Hu, Ying Yu et al. · 0 citations

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