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Author

Xing-Ming Zheng

2 papers indexed here

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Open access Sep 2026

A Guided Implicit Generative Adversarial CNN–Transformer Framework for Class-Imbalanced Hyperspectral Image Classification

Hyperspectral image (HSI) classification is important for land-cover recognition and remote-sensing scene analysis. However, class imbalance severely limits performance when minority classes contain only a few labeled samples, causing models to show strong overall results while failing to identify minority classes effe...

Zhi-Wei Wang, Z. Meng, Mei-Bao Yao et al. · 0 citations
Open access Sep 2026

Improving Crop-Type Mapping in Fragmented Agricultural Landscapes with Parcel Constraints and HLSS30-Derived Phenological Features

Accurate crop-type mapping is essential for agricultural monitoring, but pixel-based products often suffer from within-field fragmentation, boundary noise, and limited consistency with field management units. This study developed a parcel-constrained crop classification approach using the HLSS30 product from the Harmon...

Yong Zhang, Qian-Hua Ren, Frank Hang Xu et al. · 0 citations

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