attention mechanisms 1graph neural networks 1hyperspectral image classification 1physics-guided learning 1spectral-spatial modeling 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.CV2026
DAPGNet: Dynamic Adaptive Physics-Guided Graph Diffusion Network for Hyperspectral Image Classification
Pengkun Wang, Weijia Cao, Ning Wang +1
The paper proposes DAPGNet, a graph diffusion network that incorporates physical priors from contiguous spectral bands to improve hyperspectral image classification, using adaptive…
cs.CV2026
LGEST: Dynamic Spatial-Spectral Expert Routing for Hyperspectral Image Classification
Jiawen Wen, Suixuan Qiu, Zihang Luo +2
Deep learning methods, including Convolutional Neural Networks, Transformers and Mamba, have achieved remarkable success in hyperspectral image (HSI) classification. Nevertheless,…