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

Author

Jing Lian

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Open access Aug 2026

SIGMA: spectral-implicit guidance for Multi-Teacher adaptation in unsupervised cross-modality 3D medical image segmentation

Unsupervised domain adaptation (UDA) for three-dimensional (3D) cross-modality medical image segmentation is affected by domain shifts arising from heterogeneous imaging physics and acquisition protocols. Existing methods remain limited by ringing artifacts from hard spectral truncation, unreliable pseudo-label supervi...

Jiaqi Zheng, Jing Lian, Huaikun Zhang et al. · 0 citations

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