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Author

Jie Gui

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Preprint Oct 2026

Text-Guided Medical Image Segmentation via Residual Aggregation and Dense Alignment Representations

Specifying segmentation targets with natural language provides flexible semantic conditioning for medical image segmentation. However, existing methods still struggle to reliably ground high-level textual semantics into accurate pixel-level spatial prompts, especially under low-contrast lesions, ambiguous boundaries, a...

Jie Gui, Hang Tu, Yun-Feng Dou et al. · 0 citations
#artificial intelligence Open access Aug 2026

FVeinSyn: Synthetic Finger Vein Image Generator.

FVeinSyn explicitly decouples synthesis of vascular topology and imaging appearance to mitigate the limitations caused by insufficient training samples, such as inadequate identity diversity and restricted realism.

Yi-Fan Wang, Jie Gui, A. Kong et al. · 0 citations

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