3 papers
cs.CV2026
Gated Differential Linear Attention: A Linear-Time Decoder for High-Fidelity Medical Segmentation
Hongbo Zheng, Afshin Bozorgpour, Dorit Merhof +1
Medical image segmentation requires models that preserve fine anatomical boundaries while remaining practical for clinical deployment. Transformers capture long-range dependencies…
cs.CV2025
Convolutional Feature Noise Reduction for 2D Cardiac MR Image Segmentation
Hong Zheng, Nan Mu, Han Su +2
Noise reduction constitutes a crucial operation within Digital Signal Processing. Regrettably, it frequently remains neglected when dealing with the processing of convolutional fea…
eess.IV2025
Multi-Disease-Aware Training Strategy for Cardiac MR Image Segmentation
Hong Zheng, Yucheng Chen, Nan Mu +1
Accurate segmentation of the ventricles from cardiac magnetic resonance images (CMRIs) is crucial for enhancing the diagnosis and analysis of heart conditions. Deep learning-based…