Author

Chia-Hsin Cheng

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Open access Aug 2026

A Deep Learning-Based Vision-Sharing System with Image Stitching for Blind Spot Reduction in Vehicle-Following Scenarios

This study presents a small-scale application-oriented vehicle vision-sharing prototype for blocked-view observation in vehicle-following scenarios. The system was implemented using two DuckieBot vehicles and integrates socket-based image transmission, JPEG image compression, You Only Look Once (YOLO)-based object dete...

Yu-Yong Luo, Chia-Hsin Cheng · Electronics · 0 citations

Open access Sep 2026

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

DASO-RiceNet (Dual-Attention Semantic Optimization Network), a deep learning framework for fine-grained rice disease and damage classification and precision-agriculture applications, outperforming the evaluated CNN- and transformer-based baseline models.

Alok Kumar Sharma, Yung-Fa Huang, Chia-Hsin Cheng · Agriculture · 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. · Electronics · 0 citations