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Chia-Hsin Cheng

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Open access Sep 2026

DASO-RiceNet: A Sequential Dual-Attention Network for Fine-Grained Rice Disease and Damage Classification

Rice diseases and pest-related damage severely threaten agricultural productivity and global food security. While deep learning has advanced automated crop diagnostics, distinguishing visually similar disease symptoms and damage patterns remains challenging due to subtle visual variations and complex backgrounds. To ad...

Alok Kumar Sharma, Yung-Fa Huang, Chia-Hsin Cheng · 0 citations
Open access Jul 2026

An Adaptive Low-Light Image Enhancement Framework via Metaheuristic-Optimized Inverted Dehazing and Gamma Correction with Global Limits

Quantitative and qualitative evaluations demonstrate that the proposed physics-inspired optimization framework achieves the leading overall cross-dataset aggregate ranking (R¯=2.467) across diverse evaluation environments due to its per-image dynamic solution space mapping.

Cheng-Hsiung Hsieh, Xin-Rui Lin, Chia-Hsin Cheng et al. · 0 citations

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