Author

Da-Jian Zhong

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Open access Oct 2026

From Scene to Glyph: Hierarchical Retrieval for Multi-Modal In-Context Scene Text Recognition

Scene text recognition (STR) has benefited from vision–language modeling and multi-modal in-context learning, which enables models to exploit annotated demonstrations during inference without parameter updating. However, existing in-context STR methods mainly select demonstrations according to global visual similarity....

Zheng-Wei Hu, Yan-Chun Jiang, Da-Jian Zhong · Electronics · 0 citations

#artificial intelligence Preprint May 2025

SMDDFNet: State-space Modeling and Dynamic Dual Fusion Network for Traffic Sign Detection

Experiments show that SMDDFNet achieves competitive accuracy against recent detectors while retaining real-time throughput, and a multi-scale feature fusion neck further aggregates pyramid features for robust localization of small signs.

Tianyi Yu, Da-Jian Zhong, Li-Lin Wang · 0 citations