Author

Mingju Chen

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Open access 2026

Learning Dynamic Spectral Blending for Seamless Text-Guided Image Inpainting

Adaptive Frequency-Aware Diffusion (AFID), an adaptive framework for high-quality text-guided image inpainting, is proposed and comprehensive comparisons against prevailing state-of-the-art inpainting approaches solidly confirm its superiority in visual fidelity, intact-area preservation and text-prompt consistency.

Xingguo Jiang, Chong-Guang Wang, Ming-Ju Chen et al. · IEEE Access · 0 citations

Open access Aug 2026

A Cross-Variable Time-Series Transformer Architecture Integrating Physical Features for Photovoltaic Energy Forecasting

This study introduces a Cross-Variable Attention mechanism to explicitly reconstruct nonlinear photothermal couplings via dynamic attention weights and provides an accurate, generalizable, and physically interpretable solution for collaborative multi-station distributed PV energy forecasting.

Chen Xie, Mingju Chen, Yuyan Wang et al. · Algorithms · 0 citations