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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Hai-Yu Song

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Preprint Sep 2026

When Integral Meets Decomposition: A Signal-Level Self-Supervised Feature Decompose Paradigm for Multi-Modal Image Fusion

Multimodal image fusion (MMIF) aims to integrate complementary information from different modalities into a high-quality fused image and support downstream tasks. Recently, feature decomposition has become an important paradigm by separating source images into common and modality-specific unique features. However, exis...

Ze-Yu Wang, Jia-Yu Wang, Hai-Yu Song et al. · 0 citations
Preprint Sep 2026

Beyond Spatial-Domain Supervision: A Relation Constrained Space for Multi-Modal Image Fusion

Multi-modal image fusion (MMIF) aims to form a single image by integrating shared information, preserving complementary cues, and coordinating cross-modal conflicts across modalities. However, due to the absence of ground-truth fused images, existing MMIF supervision commonly uses spatial-domain sources or gradient var...

Ze-Yu Wang, Ming-Yu Ge, Hai-Yu Song et al. · 0 citations

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