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Xiao-Qian Liu

Shandong University

Postdoctoral fellow at the School of Software, Shandong University. Researcher in Trustworthy AI, LVLM Reasoning, Multimedia Analysis, and Document Intelligence.

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Publications

Selected research publications in trustworthy AI, multimodal reasoning, and visual recognition.

RISEN: Incremental Multilingual Text Recognition by Sharing and Fusing Cross-language Knowledge
January 2026 Zi-Xin Li, Xiao-Qian Liu, Tai Zheng, Zhen-Duo Chen, Xin Luo, and Xin-Shun Xu Pattern Recognition (Co-corresponding author)
#Multilingual Recognition #Knowledge Sharing

Incremental multilingual text recognition through sharing and fusing cross-language knowledge.

Self-Supervised Discovery of Cross-Lingual Shared Knowledge for Continual Text Recognition
January 2025 Xiao-Qian Liu, Zhen-Duo Chen, Xin Luo, and Xin-Shun Xu IEEE Transactions on Image Processing, 34:6524-6536 (CCF-A)
#Continual Learning #Cross-Lingual Learning #Text Recognition

Continual multilingual text recognition through structured discovery and transfer of shared cross-lingual knowledge.

Hierarchical Multi-label Learning for Incremental Multilingual Text Recognition
January 2024 Xiao-Qian Liu, Ming-Hui Liu, Zhen-Duo Chen, Xin Luo, and Xin-Shun Xu ACM Multimedia, 2024:8750-8758 (CCF-A)
#Multilingual Recognition #Continual Learning

Hierarchical multi-label learning for incremental multilingual text recognition.

Noisy-Aware Unsupervised Domain Adaptation for Scene Text Recognition
January 2024 Xiao-Qian Liu, Peng-Fei Zhang, Xin Luo, Zi Huang, and Xin-Shun Xu IEEE Transactions on Image Processing, 33:6550-6563 (CCF-A)
#Domain Adaptation #Scene Text Recognition

Unsupervised adaptation for scene text recognition with learning mechanisms that suppress unreliable pseudo-label supervision.

ProtoUDA: Prototype-Based Unsupervised Adaptation for Cross-Domain Text Recognition
January 2024 Xiao-Qian Liu, Xin Luo, and Xin-Shun Xu IEEE Transactions on Knowledge and Data Engineering, 36(12):9096-9108 (CCF-A)
#Prototype Learning #Domain Adaptation

Prototype-based unsupervised adaptation for robust text recognition across domains.

TextAdapter: Self-Supervised Domain Adaptation for Cross-Domain Text Recognition
January 2024 Xiao-Qian Liu, Peng-Fei Zhang, Xin Luo, Zi Huang, and Xin-Shun Xu IEEE Transactions on Multimedia, 26:9854-9865 (CCF-A)
#Self-Supervised Learning #Domain Adaptation

Self-supervised representation adaptation for cross-domain scene text recognition.

Unsupervised Domain Adaptation via Class Aggregation for Text Recognition
January 2023 Xiao-Qian Liu, Xue-Ying Ding, Xin Luo, and Xin-Shun Xu IEEE Transactions on Circuits and Systems for Video Technology, 33(10):5617-5630
#Domain Adaptation #Text Recognition

Class-level aggregation for unsupervised domain adaptation in text recognition.

Meta-Learning Based Prototype-Relation Network for Few-Shot Classification
January 2020 Xiao-Qian Liu and Feng-Yu Zhou Neurocomputing, 383:224-234
#Meta-Learning #Few-Shot Learning

A prototype-relation network based on meta-learning for few-shot classification.

© 2026 Xiao-Qian Liu.
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