Xia lab Publications


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

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

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

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 2022, , IEEE Transactions on Medical Imaging, pp. 1. 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, pp. 1. 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, pp. 1. https://doi.org/10.1109/TMI.2022.3186698

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. https://doi.org/10.1016/j.media.2021.102095

Diverse data augmentation for learning image segmentation with cross-modality annotations
Chen, X, Lian, C, Wang, L, Deng, H, Kuang, T, Fung, SH, Gateno, J, Shen, D, Xia, JJ & Yap, PT 2021, , Medical Image Analysis, vol. 71, 102060. https://doi.org/10.1016/j.media.2021.102060

Estimating Reference Shape Model for Personalized Surgical Reconstruction of Craniomaxillofacial Defects
Xiao, D, Lian, C, Wang, L, Deng, H, Lin, HY, Thung, KH, Zhu, J, Yuan, P, Perez, L, Gateno, J, Shen, SG, Yap, PT, Xia, JJ & Shen, DI 2021, , IEEE Transactions on Biomedical Engineering, vol. 68, no. 2, 9079472, pp. 362-373. https://doi.org/10.1109/TBME.2020.2990586

Validity of Medical Insurance Guidelines for Orthognathic Surgery
Schneider, SA, Gateno, J, Coppelson, KB, English, JD & Xia, JJ 2021, , Journal of Oral and Maxillofacial Surgery, vol. 79, no. 3, pp. 672-684. https://doi.org/10.1016/j.joms.2020.11.012

Anatomy-Regularized Representation Learning for Cross-Modality Medical Image Segmentation
Chen, X, Lian, C, Wang, L, Deng, H, Kuang, T, Fung, S, Gateno, J, Yap, PT, Xia, JJ & Shen, DI 2021, , IEEE Transactions on Medical Imaging, vol. 40, no. 1, 9201096, pp. 274-285. https://doi.org/10.1109/TMI.2020.3025133

A Better Understanding of Unilateral Condylar Hyperplasia of the Mandible
Gateno, J, Coppelson, KB, Kuang, T, Poliak, CD & Xia, JJ 2021, , Journal of Oral and Maxillofacial Surgery, vol. 79, no. 5, pp. 1122-1132. https://doi.org/10.1016/j.joms.2020.12.034

Estimating Reference Bony Shape Models for Orthognathic Surgical Planning Using 3D Point-Cloud Deep Learning
Xiao, D, Lian, C, Deng, H, Kuang, T, Liu, Q, Ma, L, Kim, D, Lang, Y, Chen, X, Gateno, J, Shen, SG, Xia, JJ & Yap, PT 2021, , IEEE Journal of Biomedical and Health Informatics, vol. PP, no. 8, 9336225, pp. 2958-2966. https://doi.org/10.1109/JBHI.2021.3054494

Fast and Accurate Craniomaxillofacial Landmark Detection via 3D Faster R-CNN
Chen, X, Lian, C, Deng, HH, Kuang, T, Lin, HY, Xiao, D, Gateno, J, Shen, D, Xia, JJ & Yap, PT 2021, , IEEE Transactions on Medical Imaging, vol. 40, no. 12, pp. 3867-3878. https://doi.org/10.1109/TMI.2021.3099509

Unsupervised learning of reference bony shapes for orthognathic surgical planning with a surface deformation network
Xiao, D, Deng, H, Lian, C, Kuang, T, Liu, Q, Ma, L, Lang, Y, Chen, X, Kim, D, Gateno, J, Shen, SG, Shen, D, Yap, PT & Xia, JJ 2021, , Medical Physics, vol. 48, no. 12, pp. 7735-7746. https://doi.org/10.1002/mp.15126

A Self-supervised Deep Framework for Reference Bony Shape Estimation in Orthognathic Surgical Planning
Xiao, D, Deng, HH, Kuang, T, Ma, L, Liu, Q, Chen, X, Lian, C, Lang, Y, Kim, D, Gateno, J, Shen, SG, Shen, D, 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. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 12904 LNCS, Springer Science and Business Media Deutschland GmbH, pp. 469-477, 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_45

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. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 12904 LNCS, 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

Deep Simulation of Facial Appearance Changes Following Craniomaxillofacial Bony Movements in Orthognathic Surgical Planning
Ma, L, Kim, D, Lian, C, Xiao, D, Kuang, T, Liu, Q, Lang, Y, Deng, HH, Gateno, J, Wu, Y, Yang, E, Liebschner, MAK, Xia, JJ & Yap, PT 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. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 12904 LNCS, Springer Science and Business Media Deutschland GmbH, pp. 459-468, 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_44

SkullEngine: A Multi-stage CNN Framework for Collaborative CBCT Image Segmentation and Landmark Detection
Liu, Q, Deng, H, Lian, C, Chen, X, Xiao, D, Ma, L, Chen, X, Kuang, T, Gateno, J, Yap, PT & Xia, JJ 2021, . in C Lian, X Cao, I Rekik, X Xu & P Yan (eds), Machine Learning in Medical Imaging - 12th International Workshop, MLMI 2021, Held in Conjunction with MICCAI 2021, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 12966 LNCS, Springer Science and Business Media Deutschland GmbH, pp. 606-614, 12th International Workshop on Machine Learning in Medical Imaging, MLMI 2021, held in conjunction with 24th International Conference on Medical Image Computing and Computer Assisted Intervention, MICCAI 2021, Virtual, Online, 9/27/21. https://doi.org/10.1007/978-3-030-87589-3_62

Skull Segmentation from CBCT Images via Voxel-Based Rendering
Liu, Q, Lian, C, Xiao, D, Ma, L, Deng, H, Chen, X, Shen, D, Yap, PT & Xia, JJ 2021, . in C Lian, X Cao, I Rekik, X Xu & P Yan (eds), Machine Learning in Medical Imaging - 12th International Workshop, MLMI 2021, Held in Conjunction with MICCAI 2021, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 12966 LNCS, Springer Science and Business Media Deutschland GmbH, pp. 615-623, 12th International Workshop on Machine Learning in Medical Imaging, MLMI 2021, held in conjunction with 24th International Conference on Medical Image Computing and Computer Assisted Intervention, MICCAI 2021, Virtual, Online, 9/27/21. https://doi.org/10.1007/978-3-030-87589-3_63