Deep ensemble learning-driven fully automated multi-structure segmentation for precision craniomaxillofacial surgery

CMF-ELSeg provides high-precision segmentation of CMF structures and teeth by leveraging multiple models, serving as a practical tool for clinical applications and enhancing patient-specific treatment planning in CMF surgery.

Authors

Institutions

Publication Details

Journal
Frontiers in Bioengineering and Biotechnology
Published
2025-05-08
DOI
https://doi.org/10.3389/fbioe.2025.1580502
Citations
7
Primary Topic
Dental Radiography and Imaging
Type
article
Field-Weighted Citation Impact
12.53

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Deep ensemble learning-driven fully automated multi-structure segmentation for precision craniomaxillofacial surgery

Jiahao Bao, Mengjia Cheng, Xinyu Xu, Hongbo Yu et al.
7 citations
Frontiers in Bioengineering and Biotechnology
Dental Radiography and Imaging
12.53
article

Deep ensemble learning-driven fully automated multi-structure segmentation for precision craniomaxillofacial surgery

Jiahao Bao, Mengjia Cheng, Xinyu Xu, Hongbo Yu, Yaofeng Wen, Jiayi Zhu, Yong Kuen Ho, Dahong Qian, Weiyi Cui, Yiming Wang, Yang Yang, Yifeng Sun, Shunyao Shen, Linfeng Fan, Huazhen Liu, C.-C. Ku, Zongcai Tan
article en
7 citations

Abstract

CMF-ELSeg provides high-precision segmentation of CMF structures and teeth by leveraging multiple models, serving as a practical tool for clinical applications and enhancing patient-specific treatment planning in CMF surgery.

Frontiers in Bioengineering and BiotechnologyVol. 13
Shanghai Medical College of Fudan University (CN), Chinese University of Hong Kong (HK), Shanghai Jiao Tong University (CN), Shanghai Ninth People's Hospital (CN), Shanghai Dianji University (CN), Imperial College London (GB), University of Hong Kong (HK)
Natural Science Foundation of Shanghai, National Natural Science Foundation of China
Openalex Percentile: Top 1%
Dental Radiography and Imaging
12.53
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.