Author

Xiao-Gang Ning

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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. · ISPRS Annals of the Photogra... · 0 citations