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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. · 0 citations
Open access Aug 2026

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

Recent years have witnessed rapid progress in monocular human mesh recovery. However, even strong benchmark models still exhibit systematic failures under unusual poses, especially hands, feet, and side-view configurations. Such failures are common in dance and martial arts but remain underrepresented in current datase...

Junran Peng, Silei Shen, Zong-Xing Li et al. · 0 citations

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