Search Results for author: Yongshan Zhang

Found 4 papers, 1 papers with code

Spatial-Aware Conformal Prediction for Trustworthy Hyperspectral Image Classification

1 code implementation2 Sep 2024 Kangdao Liu, Tianhao Sun, Hao Zeng, Yongshan Zhang, Chi-Man Pun, Chi-Man Vong

Quantifying the certainty of model predictions is crucial for the safe usage of predictive models, and this limitation restricts their application in critical contexts where the cost of prediction errors is significant.

Classification Conformal Prediction +3

Multiview Transformer: Rethinking Spatial Information in Hyperspectral Image Classification

no code implementations11 Oct 2023 Jie Zhang, Yongshan Zhang, Yicong Zhou

To aggregate the multiview information, a fully-convolutional SED with a U-shape in spectral dimension is introduced to extract a multiview feature map.

Classification Dimensionality Reduction +1

Quantum-Inspired Spectral-Spatial Pyramid Network for Hyperspectral Image Classification

no code implementations CVPR 2023 Jie Zhang, Yongshan Zhang, Yicong Zhou

Using QSSN as the building block, we propose an end-to-end quantum-inspired spectral-spatial pyramid network (QSSPN) for HSI feature extraction and classification.

Hyperspectral Image Classification

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