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Hannah Deng, PhD

Instructor in Oral and Maxillofacial, Academic Institute
Instructor, Research Institute
Houston Methodist


Publications

Improving image segmentation with contextual and structural similarity
Chen, X, Liu, Q, Deng, HH, Kuang, T, Lin, HHY, Xiao, D, Gateno, J, Xia, JJ & Yap, PT 2024, , Pattern Recognition, vol. 152, 110489. https://doi.org/10.1016/j.patcog.2024.110489

Correspondence attention for facial appearance simulation
Fang, X, Kim, D, Xu, X, Kuang, T, Lampen, N, Lee, J, Deng, H, Liebschner, MAK, Xia, JJ, Gateno, J & Yan, P 2024, , Medical Image Analysis, vol. 93, 103094, pp. 103094. https://doi.org/10.1016/j.media.2024.103094

Machine Learning Effectively Diagnoses Mandibular Deformity Using Three-Dimensional Landmarks
Xu, X, Deng, HH, Kuang, T, Kim, D, Yan, P & Gateno, J 2024, , Journal of Oral and Maxillofacial Surgery, vol. 82, no. 2, pp. 181-190. https://doi.org/10.1016/j.joms.2023.11.002

Accuracy of Surgical Outcome Using Computer-Aided Surgical Simulation in Fronto-Orbital Advancement for Craniosynostosis: A Pilot Study
Recker, MJ, Barber, JC, Xia, JJ, Markiewicz, MR, Kuang, T, Deng, HH, Singh, T & Reynolds, RM 2024, , Operative Neurosurgery, vol. 26, no. 1, pp. 46-53. https://doi.org/10.1227/ons.0000000000000925

Federated Multi-Organ Segmentation With Inconsistent Labels
Xu, X, Deng, HH, Gateno, J & Yan, P 2023, , IEEE Transactions on Medical Imaging, vol. 42, no. 10, pp. 2948-2960. https://doi.org/10.1109/TMI.2023.3270140

Soft-Tissue Driven Craniomaxillofacial Surgical Planning
Fang, X, Kim, D, Xu, X, Kuang, T, Lampen, N, Lee, J, Deng, HH, Gateno, J, Liebschner, MAK, Xia, JJ & Yan, P 2023, . in H Greenspan, H Greenspan, A Madabhushi, P Mousavi, S Salcudean, J Duncan, T Syeda-Mahmood & R Taylor (eds), Medical Image Computing and Computer Assisted Intervention – MICCAI 2023 - 26th International Conference, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 14228 LNCS, Springer Science and Business Media Deutschland GmbH, pp. 186-195, 26th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2023, Vancouver, Canada, 10/8/23. https://doi.org/10.1007/978-3-031-43996-4_18

Spatiotemporal Incremental Mechanics Modeling of Facial Tissue Change
Lampen, N, Kim, D, Xu, X, Fang, X, Lee, J, Kuang, T, Deng, HH, Liebschner, MAK, Xia, JJ, Gateno, J & Yan, P 2023, . in H Greenspan, H Greenspan, A Madabhushi, P Mousavi, S Salcudean, J Duncan, T Syeda-Mahmood & R Taylor (eds), Medical Image Computing and Computer Assisted Intervention – MICCAI 2023 - 26th International Conference, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 14228 LNCS, Springer Science and Business Media Deutschland GmbH, pp. 566-575, 26th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2023, Vancouver, Canada, 10/8/23. https://doi.org/10.1007/978-3-031-43996-4_54

Helical distraction is superior to linear and circular distraction in mandibular distraction osteogenesis: an in silico study
Gateno, J, Kim, D, Bartlett, S, Deng, HH, Xu, JS & Xia, JJ 2024, , International Journal of Oral and Maxillofacial Surgery, vol. 53, no. 1, pp. 89-99. https://doi.org/10.1016/j.ijom.2023.04.006

Federated Cross Learning for Medical Image Segmentation
Xu, X, Deng, HH, Chen, T, Kuang, T, Barber, JC, Kim, D, Gateno, J, Xia, JJ & Yan, P 2023, , Proceedings of Machine Learning Research, vol. 227, pp. 1441-1452.

Midsagittal Plane First: Building a Strong Facial Reference Frame for Computer-Aided Surgical Simulation
Grissom, MK, Gateno, J, English, JD, Jacob, HB, Kuang, T, Gonzalez, CE, Yuan, P, Deng, HH, Frick, CJ, Kim, D, Hassan, A & Xia, JJ 2022, , Journal of Oral and Maxillofacial Surgery, vol. 80, no. 4, pp. 641-650. https://doi.org/10.1016/j.joms.2021.11.016

Deep learning for biomechanical modeling of facial tissue deformation in orthognathic surgical planning
Lampen, N, Kim, D, Fang, X, Xu, X, Kuang, T, Deng, HH, Barber, JC, Gateno, J, Xia, J & Yan, P 2022, , International Journal of Computer Assisted Radiology and Surgery, vol. 17, no. 5, pp. 945-952. https://doi.org/10.1007/s11548-022-02596-1

Clinical feasibility evaluation of digital dental articulation for three-piece maxillary orthognathic surgery: a proof-of-concept study
Frick, CJ, Deng, HH, English, JD, Jacob, HB, Kuang, T, Grissom, MK, Kim, D, Gateno, J & Xia, JJ 2022, , International Journal of Oral and Maxillofacial Surgery, vol. 51, no. 8, pp. 1043-1049. https://doi.org/10.1016/j.ijom.2022.02.001

Simulation of Postoperative Facial Appearances via Geometric Deep Learning for Efficient Orthognathic Surgical Planning
Ma, L, Xiao, D, Kim, D, Lian, C, Kuang, T, Liu, Q, Deng, H, Yang, E, Liebschner, MAK, Gateno, J, Xia, JJ & Yap, PT 2023, , IEEE Transactions on Medical Imaging, vol. 42, no. 2, pp. 336-345. https://doi.org/10.1109/TMI.2022.3180078

Localization of Craniomaxillofacial Landmarks on CBCT Images Using 3D Mask R-CNN and Local Dependency Learning
Lang, Y, Lian, C, Xiao, D, Deng, H, Thung, KH, Yuan, P, Gateno, J, Kuang, T, Alfi, DM, Wang, L, Shen, D, Xia, JJ & Yap, PT 2022, , IEEE Transactions on Medical Imaging, vol. 41, no. 10, pp. 2856-2866. https://doi.org/10.1109/TMI.2022.3174513

Dual Adversarial Attention Mechanism for Unsupervised Domain Adaptive Medical Image Segmentation
Chen, X, Kuang, T, Deng, H, Fung, SH, Gateno, J, Xia, JJ & Yap, PT 2022, , IEEE Transactions on Medical Imaging, vol. 41, no. 11, pp. 3445-3453. https://doi.org/10.1109/TMI.2022.3186698

Deep Learning-Based Facial Appearance Simulation Driven by Surgically Planned Craniomaxillofacial Bony Movement
Fang, X, Kim, D, Xu, X, Kuang, T, Deng, HH, Barber, JC, Lampen, N, Gateno, J, Liebschner, MAK, Xia, JJ & Yan, P 2022, . in L Wang, Q Dou, PT Fletcher, S Speidel & S Li (eds), Medical Image Computing and Computer Assisted Intervention – MICCAI 2022 - 25th International Conference, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 13437 LNCS, Springer Science and Business Media Deutschland GmbH, pp. 565-574, 25th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2022, Singapore, Singapore, 9/18/22. https://doi.org/10.1007/978-3-031-16449-1_54

DentalPointNet: Landmark Localization on High-Resolution 3D Digital Dental Models
Lang, Y, Chen, X, Deng, HH, Kuang, T, Barber, JC, Gateno, J, Yap, PT & Xia, JJ 2022, . in L Wang, Q Dou, PT Fletcher, S Speidel & S Li (eds), Medical Image Computing and Computer Assisted Intervention – MICCAI 2022 - 25th International Conference, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 13432 LNCS, Springer Science and Business Media Deutschland GmbH, pp. 444-452, 25th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2022, Singapore, Singapore, 9/18/22. https://doi.org/10.1007/978-3-031-16434-7_43

Clinical feasibility of deep learning-based automatic head CBCT image segmentation and landmark detection in computer-aided surgical simulation for orthognathic surgery
Deng, HH, Liu, Q, Chen, A, Kuang, T, Yuan, P, Gateno, J, Kim, D, Barber, JC, Xiong, KG, Yu, P, Gu, KJ, Xu, X, Yan, P, Shen, D & Xia, JJ 2023, , International Journal of Oral and Maxillofacial Surgery, vol. 52, no. 7, pp. 793-800. https://doi.org/10.1016/j.ijom.2022.10.010

DLLNet: An Attention-Based Deep Learning Method for Dental Landmark Localization on High-Resolution 3D Digital Dental Models
Lang, Y, Deng, HH, Xiao, D, Lian, C, Kuang, T, Gateno, J, Yap, PT & Xia, JJ 2021, . in M de Bruijne, M de Bruijne, PC Cattin, S Cotin, N Padoy, S Speidel, Y Zheng & C Essert (eds), Medical Image Computing and Computer Assisted Intervention – MICCAI 2021 - 24th International Conference, Proceedings. vol. 12904, Medical image computing and computer-assisted intervention : MICCAI ... International Conference on Medical Image Computing and Computer-Assisted Intervention, Springer Science and Business Media Deutschland GmbH, pp. 478-487, 24th International Conference on Medical Image Computing and Computer Assisted Intervention, MICCAI 2021, Virtual, Online, 9/27/21. https://doi.org/10.1007/978-3-030-87202-1_46

A novel incremental simulation of facial changes following orthognathic surgery using FEM with realistic lip sliding effect
Kim, D, Kuang, T, Rodrigues, YL, Gateno, J, Shen, SGF, Wang, X, Stein, K, Deng, HH, Liebschner, MAK & Xia, JJ 2021, , Medical Image Analysis, vol. 72, 102095, pp. 102095. https://doi.org/10.1016/j.media.2021.102095