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Mingyuan Meng

2 accepted papers

2025

Alleviating Textual Reliance in Medical Language-guided Segmentation via Prototype-driven Semantic Approximation

ICCV 2025poster

Medical language-guided segmentation, integrating textual clinical reports as auxiliary guidance to enhance image segmentation, has demonstrated significant improvements over unimodal approaches. However, its inherent reliance on paired image-text input, which we refer to as "textual reliance", pres…

2024

Correlation-aware Coarse-to-fine MLPs for Deformable Medical Image Registration

CVPR 2024poster

Deformable image registration is a fundamental step for medical image analysis. Recently transformers have been used for registration and outperformed Convolutional Neural Networks (CNNs). Transformers can capture long-range dependence among image features which have been shown beneficial for regist…