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

Author

Zi-Bo Xu

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Open access 2026

Stage-Adaptive Spatial-Frequency Decomposition and Enhancement With Multimodal Conditional Routing for Remote Sensing Image Segmentation

Multimodal remote sensing image segmentation benefits from complementary cues provided by heterogeneous data sources, but accurate segmentation remains challenging due to difficulties in effectively fusing multimodal features and preserving fine-grained structures. Although spatial-frequency fusion methods have shown p...

Xuran Pan, Rui Zhang, Zibo Xu et al. · 0 citations
Review Open access Jul 2026

A Review of Multimodal Large Language Models: Fusion Mechanisms and Capability Evolution

This paper reviews the principal technical paradigms of multimodal fusion, including early fusion, intermediate fusion, late fusion, and hybrid fusion, and compares the structural characteristics and applicable scenarios of different fusion approaches and explores the development of MLLMs from the perspectives of visio...

Zibo Xu, Shuqiang Gao · 0 citations

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