Lingyu Chen

Manifold Geometry-Based Feature Decoupling for Endoscopic Image Analysis

COME: Dual Structure-Semantic Learning with Collaborative MoE for Universal Lesion Detection Across Heterogeneous Ultrasound Datasets

Conventional single-dataset training often fails with new data distributions, especially in ultrasound (US) image analysis due to limited data, acoustic shadows, and speckle noise.Therefore, constructing a universal framework for multi-heterogeneous US datasets is imperative. However, a key challeng…

DOA Estimation of Coherent Sources Using Residual Network-based Subspace Reconstruction

Due to the rank deficiency of the covariance matrix (CM) with coherent sources, traditional direction-of-arrival (DOA) estimation methods cannot be used. We propose a DOA estimation method of coherent sources using residual network-based subspace reconstruction. Firstly, This method uses a residual…