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

Author

Fan Zhang

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Sep 2026

Mitigating Textual Noise in Multimodal FGVC via Hierarchical Semantic Purification and Multi-Stage Alignment

Fine-grained visual classification (FGVC) plays a crucial role in the realm of computer vision. Recently, multimodal FGVC methods, leveraging textual descriptions as semantic guidance, have gained considerable attention. However, current approaches often encounter two primary limitations: 1) Redundant or ambiguous text...

Meng-Huan Zhang, Qing Cai, Fan Zhang et al. · 0 citations
Aug 2026

Self-supervised reconstruction framework via motion- and physics-informed learning for four-dimensional magnetic resonance fingerprinting

SS-4DMRF is proposed, the first self-supervised reconstruction framework for 4DMRF, to reconstruct motion-resolved tissue maps without using supervised image labels and advances the precision of liver cancer radiotherapy and establishes a clinically feasible platform for abdominal quantitative MRI in oncology.

Chen-Yang Liu, Lu Wang, Xiang Wang et al. · 0 citations

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