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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Meng-Cheng Ma

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Open access 2026

Spatially Adaptive Multiscale Convolutions With Direction-Aware Hybrid Long-Range Modeling for Remote Sensing Image Superresolution

Although self-attention has advanced remote sensing image superresolution (RSISR), its high computational cost and large-scale variations in remote sensing imagery hinder efficient deployment on edge devices. Given this, we propose a lightweight RSISR network, called the direction-aware residual network (DireNet), whic...

Wei Xue, Meng-Cheng Ma, Ming-Yang Du et al. · 0 citations
Open access Sep 2026

Lightweight Dual-Domain Attention Aggregation Network for Remote Sensing Image Super-Resolution

This work proposes a lightweight dual-domain attention aggregation network (LDANet), aiming to achieve image super-resolution with both high efficiency and high quality, and proposes the pixel-embedding channel attention module, which achieves cross-channel global context awareness by jointly modeling pixel-level spati...

Wei Xue, Meng-Cheng Ma, Bing-Wen Hu et al. · 0 citations

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