Scribble-Supervised Learning

Scribble-Supervised Multi-Organ Segmentation via Epistemic-Driven Hardness-Adaptive Focusing

Scribble supervision reduces annotation costs in multi-organ segmentation. However, its sparsity results in insufficient supervision …

Xiaoxiang Han, Yiman Liu, Jiang Shang, Haobo Chen, Xiaohong Liu, Zhen Qiu, Yan Wang, Qi Zhang

Feb 17, 2026 Scribble-Supervised Learning

Scribble-Supervised Multi-Organ Segmentation via Epistemic-Driven Hardness-Adaptive Focusing

MambaEviScrib: Mamba and Evidence-Guided Consistency Enhance CNN Robustness for Scribble-Based Weakly Supervised Ultrasound Image Segmentation

Segmenting anatomical structures and lesions from ultrasound images contributes to disease assessment, diagnosis, and treatment. Weakly …

Xiaoxiang Han, Xinyu Li, Jiang Shang, Yiman Liu, Keyan Chen, Shugong Xu, Qiaohong Liu, Qi Zhang

Aug 8, 2025 Scribble-Supervised Learning

MambaEviScrib: Mamba and Evidence-Guided Consistency Enhance CNN Robustness for Scribble-Based Weakly Supervised Ultrasound Image Segmentation