2 papers
cs.CV2026
TCSA-UDA: Text-Driven Cross-Semantic Alignment for Unsupervised Domain Adaptation in Medical Image Segmentation
Lalit Maurya, Honghai Liu, Reyer Zwiggelaar
Unsupervised domain adaptation (UDA) for medical image segmentation remains challenging due to substantial domain shifts across imaging modalities, such as CT and MRI. Although rec…
cs.CV2025
MACMD: Multi-dilated Contextual Attention and Channel Mixer Decoding for Medical Image Segmentation
Lalit Maurya, Honghai Liu, Reyer Zwiggelaar
Medical image segmentation faces challenges due to variations in anatomical structures. While convolutional neural networks (CNNs) effectively capture local features, they struggle…