Author

Xin-fa Wang

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Preprint Aug 2026

Beyond Similarity Matching: Structured Reasoning for Open-Vocabulary Referring Segmentation in 3DGS

Open-vocabulary referring segmentation in 3D Gaussian Splatting (3DGS) requires a neural model to select Gaussian primitives according to free-form language expressions. Existing 3DGS-based methods usually rely on global text-region similarity, which is weak for queries involving attributes, reference objects, spatial...

Yi-Zhao Wang, Xin-fa Wang, Jing-Bo Wang et al. · 0 citations

Open access Aug 2026

A real-time detection method for classification and grading of multi-variety shiitake mushrooms in natural growth environments

The intelligent production of edible fungi requires accurate and real-time monitoring of mushroom growth status throughout cultivation. However, real-time classification and grading of multiple shiitake mushroom varieties in natural environments remain challenging due to illumination variation, pose diversity, occlusio...

Xin-fa Wang, Yong-Qi Zhu, Hua-Mei Cao et al. · Frontiers in Plant Science · 0 citations