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

Xiaoxiang Han, Xinyu Li, Jiang Shang, Yiman Liu, Keyan Chen, Shugong Xu, Qiaohong Liu, Qi Zhang
Sep 30, 2024 Ultrasound
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Scribble-Supervised Learning Ultrasound Sgmentation Echocardiography Sgmentation
Xiaoxiang Han
Xiaoxiang Han
Ph.D. Student in Information and Communication Engineering

Ph.D. student with School of Communication and Information Engineering, Shanghai University, Shanghai, China. Research interests include medical image/video analysis, weakly/semi/self-supervised learning, computer vision and pattern recognition.

Jiang Shang
Jiang Shang
Ph.D. Student in Information and Communication Engineering

Ph.D. student with School of Communication and Information Engineering, Shanghai University, Shanghai, China. Research interests include medical image analysis and computer vision.

Yiman Liu
Yiman Liu
Technologist-in-Charge

Technologist-in-Charge with Shanghai Children’s Medical Center. Research interests include deep learning, computer vision, natural language processing, and artificial intelligence for medical image analysis.

Shugong Xu
Shugong Xu
Full Professor (Grade 2)

IEEE Fellow, full Professor (Grade 2) with Shanghai University. Research interests include wireless communication systems, pattern recognition, and intelligent perception.

Qiaohong Liu
Qiaohong Liu
Full Professor

Full Professor with Shanghai University of Medicine and Health Sciences. Research interests include image processing, deep learning, medical image analysis, big data analysis.

Qi Zhang
Qi Zhang
Full Professor

Full Professor with Shanghai University. Research interests include medical image analysis, computer vision, and intelligent diagnosis and treatment technologies