3 papers
eess.IV2025
MambaEviScrib: Mamba and Evidence-Guided Consistency Enhance CNN Robustness for Scribble-Based Weakly Supervised Ultrasound Image Segmentation
Xiaoxiang Han, Xinyu Li, Jiang Shang +5
Segmenting anatomical structures and lesions from ultrasound images contributes to disease assessment. Weakly supervised learning (WSL) based on sparse annotation has achieved enco…
cs.CV2025
Evidential Calibrated Uncertainty-Guided Interactive Segmentation paradigm for Ultrasound Images
Jiang Shang, Yuanmeng Wu, Xiaoxiang Han +2
Accurate and robust ultrasound image segmentation is critical for computer-aided diagnostic systems. Nevertheless, the inherent challenges of ultrasound imaging, such as blurry bou…
eess.IV2024
A Semi-Supervised Approach with Error Reflection for Echocardiography Segmentation
Xiaoxiang Han, Yiman Liu, Jiang Shang +6
Segmenting internal structure from echocardiography is essential for the diagnosis and treatment of various heart diseases. Semi-supervised learning shows its ability in alleviatin…