Publications by authors named "Hannah Deng"

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AI-assisted mesh generation for subject-specific modeling of facial soft tissues.
Nathan Lampen, Xuanang Xu, Daeseung Kim, Tianshu Kuang, Jungwook Lee, Hannah H Deng

Int J Comput Assist Radiol Surg· November 2025

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Learning soft tissue deformation from incremental simulations.
Nathan Lampen, Daeseung Kim, Xuanang Xu, Xi Fang, Jungwook Lee, Hannah H Deng

Med Phys· March 2025

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Improving Image Segmentation with Contextual and Structural Similarity.
Xiaoyang Chen, Qin Liu, Hannah H Deng, Tianshu Kuang, Henry Hung-Ying Lin

Pattern Recognit· August 2024

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Patient-specific reference model estimation for orthognathic surgical planning.
Xi Fang, Hannah H Deng, Tianshu Kuang, Xuanang Xu, Jungwook Lee

Int J Comput Assist Radiol Surg· July 2024

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Large Language Models Diagnose Facial Deformity.
Jungwook Lee, Xuanang Xu, Daeseung Kim, Hannah H Deng, Tianshu Kuang

medRxiv· July 2024

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Correspondence attention for facial appearance simulation.
Xi Fang, Daeseung Kim, Xuanang Xu, Tianshu Kuang, Nathan Lampen, Hannah H Deng

Med Image Anal· April 2024

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Machine Learning Effectively Diagnoses Mandibular Deformity Using Three-Dimensional Landmarks.
Xuanang Xu, Hannah H Deng, Tianshu Kuang, Daeseung Kim, Pingkun Yan

J Oral Maxillofac Surg· February 2024

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Accuracy of Surgical Outcome Using Computer-Aided Surgical Simulation in Fronto-Orbital Advancement for Craniosynostosis: A Pilot Study.
Matthew J Recker, Joshua C Barber, James J Xia, Michael R Markiewicz, Tianshu Kuang, Hannah H Deng

Oper Neurosurg· January 2024

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Federated Multi-Organ Segmentation With Inconsistent Labels.
Xuanang Xu, Hannah H Deng, Jamie Gateno, Pingkun Yan

IEEE Trans Med Imaging· October 2023

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Simulation of Postoperative Facial Appearances via Geometric Deep Learning for Efficient Orthognathic Surgical Planning.
Lei Ma, Deqiang Xiao, Daeseung Kim, Chunfeng Lian, Tianshu Kuang, Hannah Deng

IEEE Trans Med Imaging· February 2023

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Dual Adversarial Attention Mechanism for Unsupervised Domain Adaptive Medical Image Segmentation.
Xu Chen, Tianshu Kuang, Hannah Deng, Steve H Fung, Jaime Gateno

IEEE Trans Med Imaging· November 2022

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Localization of Craniomaxillofacial Landmarks on CBCT Images Using 3D Mask R-CNN and Local Dependency Learning.
Yankun Lang, Chunfeng Lian, Deqiang Xiao, Hannah Deng, Kim-Han Thung

IEEE Trans Med Imaging· October 2022

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Deep learning for biomechanical modeling of facial tissue deformation in orthognathic surgical planning.
Nathan Lampen, Daeseung Kim, Xi Fang, Xuanang Xu, Tianshu Kuang, Hannah H Deng

Int J Comput Assist Radiol Surg· May 2022

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Midsagittal Plane First: Building a Strong Facial Reference Frame for Computer-Aided Surgical Simulation.
Maggie K Grissom, Jaime Gateno, Jeryl D English, Helder B Jacob, Tianshu Kuang, Hannah H Deng

J Oral Maxillofac Surg· April 2022

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Unsupervised learning of reference bony shapes for orthognathic surgical planning with a surface deformation network.
Deqiang Xiao, Hannah Deng, Chunfeng Lian, Tianshu Kuang, Qin Liu

Med Phys· December 2021

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Fast and Accurate Craniomaxillofacial Landmark Detection via 3D Faster R-CNN.
Xiaoyang Chen, Chunfeng Lian, Hannah H Deng, Tianshu Kuang, Hung-Ying Lin

IEEE Trans Med Imaging· December 2021

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A Self-Supervised Deep Framework for Reference Bony Shape Estimation in Orthognathic Surgical Planning.
Deqiang Xiao, Hannah Deng, Tianshu Kuang, Lei Ma, Qin Liu

Med Image Comput Comput Assist Interv· September 2021

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DLLNet: An Attention-Based Deep Learning Method for Dental Landmark Localization on High-Resolution 3D Digital Dental Models.
Yankun Lang, Hannah H Deng, Deqiang Xiao, Chunfeng Lian, Tianshu Kuang

Med Image Comput Comput Assist Interv· September 2021

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Deep Simulation of Facial Appearance Changes Following Craniomaxillofacial Bony Movements in Orthognathic Surgical Planning.
Lei Ma, Daeseung Kim, Chunfeng Lian, Deqiang Xiao, Tianshu Kuang, Hannah H Deng

Med Image Comput Comput Assist Interv· September 2021

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Estimating Reference Bony Shape Models for Orthognathic Surgical Planning Using 3D Point-Cloud Deep Learning.
Deqiang Xiao, Chunfeng Lian, Hannah Deng, Tianshu Kuang, Qin Liu

IEEE J Biomed Health Inform· August 2021

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A novel incremental simulation of facial changes following orthognathic surgery using FEM with realistic lip sliding effect.
Daeseung Kim, Tianshu Kuang, Yriu L Rodrigues, Jaime Gateno, Steve G F Shen, Hannah H Deng

Med Image Anal· August 2021

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Diverse data augmentation for learning image segmentation with cross-modality annotations.
Xu Chen, Chunfeng Lian, Li Wang, Hannah Deng, Tianshu Kuang

Med Image Anal· July 2021

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Anatomy-Regularized Representation Learning for Cross-Modality Medical Image Segmentation.
Xu Chen, Chunfeng Lian, Li Wang, Hannah Deng, Tianshu Kuang

IEEE Trans Med Imaging· January 2021

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Automatic Localization of Landmarks in Craniomaxillofacial CBCT Images Using a Local Attention-Based Graph Convolution Network.
Yankun Lang, Chunfeng Lian, Deqiang Xiao, Hannah Deng, Peng Yuan

Med Image Comput Comput Assist Interv· October 2020

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Multi-task Dynamic Transformer Network for Concurrent Bone Segmentation and Large-Scale Landmark Localization with Dental CBCT.
Chunfeng Lian, Fan Wang, Hannah H Deng, Li Wang, Deqiang Xiao

Med Image Comput Comput Assist Interv· October 2020

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