RingMoE: Mixture-of-Modality-Experts Multi-Modal Foundation Models for Universal Remote Sensing Image Interpretation

Hanbo Bi, Yingchao Feng, Boyuan Tong, Mengyu Wang, Haichen Yu, Yongqiang Mao, Hao Chang, Wenhui Diao, Peijin Wang, Yue Yu 0001, Hanyang Peng, Yehong Zhang, Kun Fu 0001, Xian Sun 0001. RingMoE: Mixture-of-Modality-Experts Multi-Modal Foundation Models for Universal Remote Sensing Image Interpretation. IEEE Trans. Pattern Anal. Mach. Intell., 48(4):4388-4405, April 2026. [doi]

Authors

Hanbo Bi

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Yingchao Feng

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Boyuan Tong

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Mengyu Wang

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Haichen Yu

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Yongqiang Mao

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Hao Chang

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Wenhui Diao

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Peijin Wang

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Yue Yu 0001

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Hanyang Peng

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Yehong Zhang

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Kun Fu 0001

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Xian Sun 0001

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