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Author

Qing Shen

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Sep 2026

Considering contextual semantics in domain-adversarial cross-project software defect prediction

An innovative domain adaptive adversarial prediction method designed to tackle both contextual code semantic features and inter-domain distribution differences effectively and its potential for practical use in real-world software defect prediction tasks is introduced.

Qing Shen, Jing Xu, Mao-Nian Wu et al. · 0 citations
Sep 2026

Few-Shot Fabric Defect Detection via Vision-Text Paired In-Context Learning and Two-Stage Reflection

Industrial visual sensing systems play a critical role in automated quality inspection. However, deploying data-driven perception models on industrial visual sensors faces significant bottlenecks due to the extreme scarcity of annotated anomaly samples and the pronounced long-tailed distribution of defect types. These...

Zhi-Zhi Peng, Zhen-Fang Liu, Tong-Zhen Xing et al. · 0 citations

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