Author

Xin-Hang Li

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Preprint Aug 2026

CoInS-Net: A Continuous Position-Aware Network for Joint Medical Image Interpolation and Segmentation

A continuous position-aware interaction network, termed CoInS-Net, for joint frame interpolation and lesion segmentation, providing a reliable and universal technical scheme for intelligent clinical medical image analysis.

Yujia Sun, Ningfeng Que, Peiting Shi et al. · 0 citations

#machine learning Preprint Sep 2026

M3D-Net: Hierarchical Coordination of Spatial Context, Feature Reuse, and Differential Attention for Mammography Classification

Breast image classification requires local detail and global tissue context, yet these cues can weaken as representations deepen. We present M3D-Net, a mammography encoder that hierarchically coordinates multi-scale coordinate attention, bounded dynamic feature reuse, and differential attention through resolution-aware...

Zheng Yu, Xin-Hang Li, Jia-Bao Gao et al. · 0 citations