Author

Meibao Yao

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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. · Remote Sensing · 0 citations

Jul 2026

RetroHolmes: When Semantic Plausibility Fails Retrospective Physical Process Reasoning

Humans can infer hidden physical processes from sparse observations, yet current evaluation protocols for Vision Language Models fail to assess whether such physical reasoning is genuinely captured. To address this gap, we introduce Retrospective Physical Process Reasoning, a new evaluation paradigm to reason backward...

Ruoxuan Zhang, Qiyun Zheng, Siyu Wu et al. · arXiv.org · 0 citations