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Xin Shu

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Open access Sep 2026

UFL-YOLO: enhancing underwater object detection with lightweight feature refinement and noise-aware loss

Underwater object detection is challenged by visual degradation such as low contrast, background noise and the difficulty of identifying small targets. To alleviate these issues, we propose UFL-YOLO, an enhanced version of YOLOv10 augmented with lightweight yet effective modules: small object enhance pyramid (SOEP), un...

Yu-Xin Wu, Yan Wang, Jing Zhang et al. · 0 citations
Open access Jul 2026

DIG-MambaNet: A Dual-Path Interactive Guided Mamba Network for Medical Image Segmentation

DIG-MambaNet achieves consistent and competitive performance across diverse target structures and imaging conditions, with improved boundary delineation and favorable overlap-based accuracy compared with representative CNN-, Transformer-, and Mamba-based methods.

Yongkang Zhu, Tianyu Yu, Hongmei Li et al. · 0 citations

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