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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Xuan Wang

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Open access 2026

Mamba-Enhanced Lightweight Remote Sensing Object Detection

MELRNet is proposed, a Mamba-enhanced lightweight framework for remote sensing rotated object detection, where Mamba-style state space modeling is introduced into key semantic stages to capture long-range dependencies with linear complexity.

Ji-Yang Dong, Peipei Song, Yongchao Song et al. · 0 citations
Open access Aug 2026

MGA-UNet: A Frequency-Aware Multi-Scale Mamba U-Net for Medical Image Segmentation

MGA-UNet, a frequency-aware multi-scale encoder–decoder segmentation framework that integrates wavelet-based frequency decomposition with Mamba-based long-range dependency modelling, demonstrates that frequency-domain decomposition and state-space modelling can complement each other for accurate medical image segmentat...

Shuai-Kang Qiu, Xuan Wang, Kai-Le Su et al. · 0 citations

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