Self and Mixed Supervision to Improve Training Labels for Multi-Class Medical Image Segmentation. - Jianfei Liu; Christopher Parnell; Ronald M. Summers (CoRR, 2024)

Improved subcutaneous edema segmentation on abdominal CT using a generated adipose tissue density prior. - Jianfei Liu; Omid Shafaat; Sayantan Bhadra; Christopher Parnell; Ayden Harris; Ronald M. Summers (Int. J. Comput. Assist. Radiol. Surg., 2024)

Enhanced muscle and fat segmentation for CT-based body composition analysis: a comparative study. - Benjamin Hou; Tejas Sudharshan Mathai; Jianfei Liu; Christopher Parnell; Ronald M. Summers (Int. J. Comput. Assist. Radiol. Surg., 2024)

A unified approach to medical image segmentation by leveraging mixed supervision and self and transfer learning (MIST). - Jianfei Liu; Sayantan Bhadra; Omid Shafaat; Pritam Mukherjee; Christopher Parnell; Ronald M. Summers (Comput. Medical Imaging Graph., 2025)

Utilizing domain knowledge to improve the classification of intravenous contrast phase of CT scans. - Liangchen Liu; Jianfei Liu; Bikash Santra; Christopher Parnell; Pritam Mukherjee; Tejas Sudharshan Mathai; Yingying Zhu 003; Akshaya Anand; Ronald M. Summers (Comput. Medical Imaging Graph., 2025)