Author

Zi-Wei Zhu

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Open access Sep 2026

TDKG: Text-Guided Domain Knowledge Generalization with Cross-Modal Feature Alignment

Domain generalization (DG) attempts to generalize a model trained on single or multiple source domains to an unseen target domain. Motivated by the transferability of vision-language pretrained models, we argue that text can provide complementary semantic cues for domain generalization. In this paper, we develop a Text...

Si-Lei Shen, Jing-Yi Zhang, Yuxi Wang et al. · Electronics · 0 citations

Open access Aug 2026

HardMo++: A Large-Scale Hard-Case Dataset for Motion Capture

HardMo++ is introduced, a scalable benchmark dataset built by an automated pipeline that combines large-scale data collection, re-annotation, and targeted optimization for systematic failure cases and shows that models trained with HardMo++ improve over the corresponding 4DHumans- and HardMo-trained baselines on the pr...

Jun-Ran Peng, Si-Lei Shen, Zong-Xing Li et al. · Electronics · 0 citations