PEOPLE

Faculty

Guoyan Zheng

Professor

Location: E-255, Translational Medicine Building
E-mail: guoyan.zheng@sjtu.edu.cn

Biography

Guoyan Zheng received his B.S. and M.S. degrees in Biomedical Engineering in 1992 and 1995, respectively from The First Military Medical University (Now renamed as Southern Medical University), and Ph.D. degree in Biomedical Engineering in 2002 from The University of Bern, Switzerland. Since 2019, he has been at the Shanghai Jiao Tong University where he is currently a professor at the School of Biomedical Engineering, and the Director and the founder of the Center for Image-guided Therapy and Interventions (CITI), Institute of Medical Robotics. Before he joined the Shanghai Jiao Tong University, he worked at the University of Bern for almost 20 years, first as a PhD student, then as a post-doc until 2004. In 2005, He founded the Lab Of Information Processing in Medical Interventions (IPMI) and directed the Lab until the end of 2018. In 2010, he did his habilitation on medical image computing and received the venia decendi from the University of Bern. He also holds the title of Privatdozent (PD) at the same university. He became an Associate Professor of the University of Bern in 2015. He was a visiting professor in the Image-based Computational Biomedicine Lab at the Nara Institute of Science and Technology from May 2018 to June 2018.

Dr. Zheng’s current research interests include medical image computing, computer assisted interventions, medical robotics, AI, machine learning and deep learning. He has conducted both basic and translational research. His research is multi-disciplinary and collaboration by nature. His research has been supported by the Swiss National Science Foundation, the Swiss Commission for Technology and Innovation, non-governmental foundations such as AO Research Foundation, hospitals, and companies such as BrainLAB, etc. Dr. Zheng has served on numerous programs and organizing committees of international conferences. He was the General Chair for the 2016 International Conference on Medical Imaging and Augmented Reality, and was on the Program Committee for MICCAI 2013, 2015-2018, and 2019. He is also a member of the Board of Director of the International Society of Medical Image Computing and Computer Assisted Interventions (MICCAI Society), and a member of the Executive Committee of the International Society of Computer Assisted Orthopaedic Surgery (CAOS). He served as regular reviewers for journals such as Medical Image Analysis, IEEE Transactions on Medical Imaging, etc. He is an associate editor for various journals including IEEE Transaction on Biomedical Engineering, IEEE Journal of Biomedical and Health Informatics and the Journal of Computerized Medical Imaging and Graphics.

Dr. Zheng has published over 225 peer-reviewed conference and journal papers, and was awarded 8 international patents. He edited three books which were published by Springer and Elsevier. He has won more than 10 national and international awards including the Best Paper Award in the 2018 International Conference on Image Analysis and Recognition (ICIAR’18), the 2018 Annual Conference of International Society of Computer Assisted Orthopaedic Surgery (CAOS’18), the MICCAI 2017 International Workshop on Machine Learning in Medical Imaging (MLMI’17), the Shape Modeling Grand Challenge Award in the 2014 International Conference on Statistical Shape Modeling (Shape’14), the Poster Award in the 2014 International Conference on Computer Assisted Radiology and Surgery (CARS’14), the Best Basic Science Paper published in the Journal of Laryngology and Otology in year 2011, the 2009 Ypsomed Innovation Prize on Research and Development, the Best Technical Paper Award in the 2006 Annual Conference of the International Society of Computer Assisted Orthopaedic Surgery (CAOS 2006), and the Best Paper Award in the 2005 Annual Meeting of Society of Skeletal Radiology.

Selected Publications

1.Zhang L, Shi Z, Cheng MM, Liu Y, Bian JW, Zhou JT, Zheng G, Zeng Z. Nonlinear Regression via Deep Negative Correlation Learning. IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI). 2019 Sep 26. doi: 10.1109/TPAMI.2019.2943860. [Epub ahead of print] (IF: 17.73).
2.Lerch TD, Boschung A, Schmaranzer F, Todorski IAS, Steppacher S, Siebenrock K-A, Ryan MK, Zheng G, Tannast M. Femoroacetabular Impingement Patients with Decreased Femoral Version have different Impingement locations and Intra- and Extraarticular Anterior Subspine FAI on 3D-CT based Impingement simulation. The American Journal of Sports Medicine, 2019 Nov;47(13):3120-3132. doi: 10.1177/0363546519873666 (IF: 6.093).
3.Lerch TD, Degonda C, Schmaranzer F, Todorski IAS, Zheng G, Siebenrock K-A, Tannast M. Radiation-free and Patient-specific 3D-MRI-based dynamic Simulation of Hip Impingement and ROM can replace 3D-CT-based Simulation for Patients with FAI -Implications for Planning of open Hip preservation Surgery and Hip Arthroscopy. The American Journal of Sports Medicine, 2019 Oct;47(12):2966-2977. doi: 10.1177/0363546519869681. (IF: 6.093).
4.Zhuang X, Li L, Payer C, Štern D, Urschler M, Heinrich MP, Oster J, Wang C, Smedby Ö, Bian C, Yang X, Heng P-A, Mortazi A, Bagci U, Yang G, Sun C, Galisot G, Ramel J-Y, Brouard T, Tong Q, Si W, Liao X, Zeng G, Shi Z, Zheng G, Wang C, MacGillivray T, Newby D, Rhode K, Ourselin S, Mohiaddin R, Keegan J, Firmin D, Yang G. Evaluation of algorithms for multi-modality whole hear segmentation: an open-access grand challenge. Medical Image Analysis, 2019 Dec; 58:101537. doi: 10.1016/j.media.2019.101537. (IF: 8.880).
5.Zeng G, Zheng G*. Holistic decomposition convolution for effective semantic segmentation of medical volume images. Medical Image Analysis 2019 Jul 8;57:149-164. doi: 10.1016/j.media.2019.07.003. . (IF: 8.880).
6.Arabi H, Zeng G, Zheng G, Zaidi H. Novel adversarial semantic structure deep learning for MRI-guided attenuation correction in brain PET/MRI. European Journal of Nuclear Medicine and Molecular Imaging, in press, 2019. (IF: 7.182).
7.Wang L, Nie D, Li G, Puybareau E, Dolz J, Zhang Q, Wang F, Xia J, Wu Z, Chen J, Thung KH, Bui TD, Shin J, Zeng G, Zheng G, Fonov VS, Doyle A, Xu Y, Moeskops P, Pluim JPW, Desrosiers C, Ayed IB, Sanroma G, Benkarim OM, Casamitjana A, Vilaplana V, Lin W, Li G, Shen D. Benchmark on Automatic 6-month-old Infant Brain Segmentation Algorithms: The iSeg-2017 Challenge. IEEE Transactions on Medical Imaging, 2019 Feb 27. doi: 10.1109/TMI.2019.2901712. (IF: 7.816).
8.Kuijf HJ, Biesbroek JM, de Bresser J, Heinen R, Andermatt S, Bento M, Berseth M, Belyaev M, Cardoso MJ, Casamitjana A, Collins DL, Dadar M, Georgiou A, Ghafoorian M, Jin D, Khademi A, Knight J, Li H, Llado X, Luna M, Mahmood Q, McKinley R, Mehrtash A, Ourselin S, Park BY, Park H, Park SH, Pezold S, Puybareau E, Rittner L, Sudre CH, Valverde S, Vilaplana V, Wiest R, Xu Y, Xu Z, Zeng G, Zhang J, Zheng G, Chen C, van der Flier W, Barkhof F, Viergever MA, Biessels GJ. Standardized Assessment of Automatic Segmentation of White Matter Hyperintensities; Results of the WMH Segmentation Challenge. IEEE Transactions on Medical Imaging, 2019 Nov;38(11):2556-2568. doi: 10.1109/TMI.2019.2905770. (IF: 7.816).
9.Schmaranzer F, Helfenstein R, Zeng G, Lerch TD, Novais EN, Wylie JD, Kim Y-J, Siebenrock KA, Tannast M, Zheng G. Automatic MRI-based Three-dimensional Models of Hip Cartilage Provide Improved Morphologic and Biochemical Analysis. Clinical Orthopaedics and Related Research, 2019 May;477(5):1036-1052. doi: 10.1097/CORR.0000000000000755 (IF: 4.154).
10.Zurmühle CA, Schmaranzer F, Nuss K, Wolfer N, Ryan MK, Zheng G, von Rechenberg B, and Tannast M. Proof of Concept: Hip Joint Damage Occurs at the Zone of Femoroacetabular Impingement (FAI) in an Experimental FAI Sheep Model. Osteoarthritis and Cartilage, 2019 Jul;27(7):1075-1083 (IF: 4.879).
11.Yun HH, Murphy WS, Ward DM, Zheng G, Hayden B, Murphy SB. Effect of pelvic tilt and rotation on cup orientation in standing anteroposterior radiographs. Hip International, in press, 2019. (IF: 1.250). .
12.Soodmand E, Zheng G, Steens W, Bader R, Nolte L, Kluess D. Surgically Relevant Morphological Parameters of Proximal Human Femur: A Statistical Analysis Based on 3D Reconstruction of CT Data. Orthop Surg. 2019 Feb;11(1):135-142. doi: 10.1111/os.12416 (IF: 1.331).
13.Damopoulos D, Lerch TD, Schmaranzer F, Tannast M, Chênes C, Zheng G*, Schmid J. Segmentation of the proximal femur in radial MR scans using a random forest classifier and deformable model registration. International Journal of Computer Assisted Radiology and Surgery. 2019 Mar;14(3):545-561. doi: 10.1007/s11548-018-1899-z. Epub 2019 Jan 2 (IF: 2.155).
14.Maier-Hein L, Eisenmann M, Reinke A, Onogur S, Stankovic M, Scholz P, Arbel T, Bogunovic H, Bradley AP, Carass A, Feldmann C, Frangi AF, Full PM, van Ginneken B, Hanbury A, Honauer K, Kozubek M, Landman BA, März K, Maier O, Maier-Hein K, Menze BH, Müller H, Neher PF, Niessen W, Rajpoot N, Sharp GC, Sirinukunwattana K, Speidel S, Stock C, Stoyanov D, Taha AA, van der Sommen F, Wang CW, Weber MA, Zheng G, Jannin P, Kopp-Schneider A. Why rankings of biomedical image analysis competitions should be interpreted with care. Nature Communications. Dec 6;9(1):5217. doi: 10.1038/s41467-018-07619-7 (IF: 11.878).
15.Kamiya N, Li J, Kume M, Fujita H, Shen D, Zheng G*. Fully automatic segmentation of paraspinal muscles from 3D torso CT images via multi-scale iterative random forest classifications. International Journal of Computer Assisted Radiology and Surgery, 13(11):1697 – 1706, 2018 (IF: 2.155)
16.Zheng G*. Gravity-assisted navigation system for total hip arthroplasty. Advances in experimental medicine and biology, 1093:181-191, 2018 (IF: 2.126)
17.Liu L, Siebenrock K, Nolte LP, Zheng G. Biomechanical Optimization-Based Planning of Periacetabular Osteotomy. Advances in experimental medicine and biology, 1093:157-168, 2018 (IF: 2.126)
18.Liu L, Siebenrock K, Nolte LP, Zheng G. Computer-Assisted Planning, Simulation, and Navigation System for Periacetabular Osteotomy. Advances in experimental medicine and biology, 1093:143-155, 2018 (IF: 2.126)
19.Yu W and Zheng G*. Atlas-Based 3D Intensity Volume Reconstruction from 2D Long Leg Standing X-Rays: Application to Hard and Soft Tissues in Lower Extremity. Advances in experimental medicine and biology, 1093:105-112, 2018 (IF: 2.126)
20.Zheng G*, A Alcoltekin, B Thelen, LP Nolte. 3X-Knee: A Novel Technology for 3D Preoperative Planning and Postoperative Evaluation of TKA Based on 2D X-Rays. Advances in experimental medicine and biology, 1093:93-103, 2018 (IF: 2.126)
21.Zeng G and Zheng G*. Deep Learning-Based Automatic Segmentation of the Proximal Femur from MR Images. Advances in experimental medicine and biology, 1093:73-79, 2018 (IF: 2.126)
22.Yu W, Liu W, Tan L, Zhang S, Zheng G*. Multi-object Model-Based Multiatlas Segmentation Constrained Grid Cut for Automatic Segmentation of Lumbar Vertebrae from CT Images. Advances in experimental medicine and biology, 1093:65-71, 2018. (IF: 2.126)
23.Zheng G* and Nolte LP. Computer-Aided Orthopaedic Surgery: State-of-the-Art and Future Perspectives. Advances in experimental medicine and biology, 1093:1-20, 2018. (IF: 2.126)
24.Li X, Dou Q, Chen H, Fu CW, Qi X, Belavý DL, Armbrecht G, Felsenberg D, Zheng G*, Heng PA. 3D multi-scale FCN with random modality voxel dropout learning for intervertebral disc localization and segmentation from multi-modality MR images. Medical Image Analysis, 45:41-54, 2018 (IF: 8.880)
25.Zheng G*, Hommel H, Akcoltekin A, Thelen B, Stifter J, Peersman G. A novel technology for 3D knee prosthesis planning and treatment evaluation using 2D X-ray radiographs: a clinical evaluation. International Journal of Computer Assisted Radiology and Surgery, 13:1151-1158, 2018 (IF: 2.155)
26.Yun H, Murphy WS, Ward DM, Zheng G, Hayden BL, Murphy SB. Effect of Pelvic Tilt and Rotation on Cup Orientation in Both Supine and Standing Positions. The Journal of Arthroplasty, 33:1442-1448, 2018. (IF: 3.524)
27.Pflugi S, Vasireddy R, Lerch T, Ecker TM, Tannast M, Boemke N, Siebenrock K, Zheng G*. Augmented marker tracking for peri-acetabular osteotomy surgery. International Journal of Computer Assisted Radiology and Surgery, 13:291-304, 2018. (IF: 2.155)
28.Simson KJ, Miller CT, Ford J, Hahne A, Main L, Rantalainen T, Teo WP, Teychenne M, Connell D, Trudel G, Zheng G, Thickbroom G, Belavy DL. Optimising conservative management of chronic low back pain: study protocol for a randomised controlled trial. Trial, 18:184(1-13), 2017. doi: 10.1186/s13063-017-1913-8 (IF: 1.975)
29.Karasawa K, Oda M, Kitasaka T, Misawa K, Fujiwara M, Chu C, Zheng G, Rueckert D, Mori K. Multi-atlas pancreas segmentation: Atlas selection based on vessel structure. Medical Image Analysis, 39:18-28, 2017. (IF: 8.880).
30.Gökgöl C, Schumann S, Diehm N, Zheng G and Büchler P. In-vivo quantification of femoro-popliteal artery deformations: percutaneous transluminal angioplasty vs. nitinol stent placement. Journal of Endovascular Therapy, 24:27-34, 2017. (IF: 2.986).
31.Schumann S, Gökgöl C, Diehm N, Büchler P, Zheng G. The effect of stent implantation on the deformations of the SFA and the popliteal artery: In-vivo 3D deformational analysis from 2D radiographs. Journal of Vascular and Interventional Radiology, 28:142-146, 2017. (IF: 2.828).
32.Yu W, Tannast M, Zheng G*. Non-rigid free-form 2D-3D registration using a B-spline-based statistical deformation model. Pattern Recognition, 63:689-699, 2017. (IF: 5.898).
33.Zheng G*, Chu C, Belavý DL, Ibragimov B, Korez R, Vrtovec T, Hutt H, Everson R, Meakin J, Andrade IL, Glocker B, Chen H, Dou Q, Heng PA, Wang C, Forsberg D, Neubert A, Fripp J, Urschler M, Stern D, Wimmer M, Novikov AA, Cheng H, Armbrecht G, Felsenberg D, Li S. Evaluation and comparison of 3D intervertebral disc localization and segmentation methods for 3D T2 MR data: a grand challenge. Medical Image Analysis, 35:327-344, 2017. (IF: 8.880).
34.Berger S, Hasler CC, Grant CA, Zheng G, Schumann S, Büchler P. A software program to measure the three-dimensional length of the spine from radiographic images: validation and reliability assessment for adolescent idiopathic scoliosis. Computer Methods and Programs in Biomedicine, 138:57-64, 2017. (IF: 3.424).
35.Yu W, Chu C, Tannast M, and Zheng G*. Fully Automatic Reconstruction of Personalized 3D Volumes of the Proximal Femur from 2D X-ray Images. International Journal of Computer Assisted Radiology and Surgery, 11:1673-1685, 2016. (IF: 2.155)
36.Constantinescu MA, Lee SL, Navkar NV, Yu W, Al-Rawas S, Abinahed J, Zheng G, Keegan J, Al-Ansari A, Jomaah N, Landreau P, Yang GZ. Constrained Statistical Modelling of Knee Flexion from Multi-Pose Magnetic Resonance Imaging. IEEE Transactions on Medical Imaging, 35:1686-1695, 2016. (IF: 7.816).
37.Valenti M, Ferrigno G, Martina D, Yu W, Zheng G, Shandiz MA, Anglin C and De Momi E. Gaussian Mixture Models based 2D-3D registration of bone shapes for orthopaedic surgery planning. Medical & Biological Engineering & Computing, 54:1727-1740, 2016。 (IF: 2.039).
38.Jennings JM, Randell TR, Green CL, Zheng G, Wellman SS. Independent evaluation of a mechanical hip socket navigation system in total hip arthroplasty. The Journal of Arthroplasty, 31:658-661,2016. (IF: 3.524).
39.Valenti M, De Momi E, Yu W, Ferrigno G, Akbari Shandiz M, Anglin C, Zheng G. Fluoroscopy-based tracking of femoral kinematics with statistical shape models. International Journal of Computer Assisted Radiology and Surgery, 11:757-765, 2016. (IF: 2.155)
40.Liu L, Zheng G, Bastian JD, Keel MJ, Nolte LP, Siebenrock KA, Ecker TM. Periacetabular osteotomy through the pararectus approach: technical feasibility and control of fragment mobility by a validated surgical navigation system in a cadaver environment. International Orthopaedics, 40:1389-1396, 2016. (IF: 2.384).
41.Pflugi S, Liu L, Ecker TM, Schumann S, Larissa Cullmann J, Siebenrock K, Zheng G. A cost-effective surgical navigation solution for periacetabular osteotomy (PAO) surgery. International Journal of Computer Assisted Radiology and Surgery, 11:271-280, 2016。 (IF: 2.155)
42.Liu L, Ecker TM, Schumann S, Siebenrock KA, Zheng G. Evaluation of Constant Thickness Cartilage Models vs. Patient Specific Cartilage Models for an Optimized Computer-Assisted Planning of Periacetabular Osteotomy. PLOS ONE, 11(1):e0146452, 2016; doi: 10.1371/journal.pone.0146452. (IF: 2.776).
43.Schumann S, Bieck R, Bader R, Heverhagen J, Nolte LP, Zheng G*. Radiographic reconstruction of lower-extremity bone fragments: a first trial. International Journal of Computer Assisted Radiology and Surgery, 11:2241-2251, 2016。 (IF: 2.155)
44.Cheng H, Liu L, Yu W, Zhang H, Luo D, Zheng G*. Comparison of 2.5D and 3D quantification of femoral head coverage in normal control subjects and patients with hip dysplasia. PLOS ONE, 10(11):e0143498, 2015; doi: 10.1371/journal.pone.0143498. (IF: 2.776).
45.Chu C, Belavý DL, Armbrecht G, Bansmann M, Felsenberg D, Zheng G*. Fully automatic localization and segmentation of 3D vertebral bodies from CT/MR images via a learning-based method. PLOS ONE, 10(11):e0143327, 2015; doi: 10.1371/journal.pone.0143327. (IF: 2.776).
46.Liu L, Ecker T, Xie L, Schumann S, Siebenrock K, Zheng G*. Biomechanical Validation of Computer Assisted Planning of Periacetabular Osteotomy: A Preliminary Study based on Finite Element Analysis. Medical Engineering & Physics, 37:1169-1173, 2015. (IF: 1.785).
47.Schumann S, Sato Y, Nakanishi Y, Yokota F, Takao M, Sugano N, Zheng G. Cup implant planning based on 2-D/3-D radiographic pelvis reconstruction - first clinical results. IEEE Transactions on Biomedical Engineering, 62:2665-73, 2015. (IF: 4.491).
48.Chu C, Bai J, Wu X, Zheng G*. Multi-Atlas Segmentation Constrained Graph Method for Accurate Segmentation of Hip CT Images. Medical Image Analysis, 26:173-184, 2015. (IF: 8.880)
49.Chen C, Belavy D, Yu W, Chu C, Armbrecht G, Bansmann M, Felsenberg D, Zheng G*. Localization and segmentation of 3D intervertebral discs in MR images by data driven estimation. IEEE Transactions on Medical Imaging, 34:1719-1729, 2015。 (IF: 7.816).
50.Wang CW, Huang CT, Hsieh MC, Li CH, Chang SW, Li WC, Vandaele R, Marée R, Jodogne S, Geurts P, Chen C, Zheng G, Chu C, Mirzaalian H, Hamarneh G, Vrtovec T, Ibragimov B. Evaluation and Comparison of Anatomical Landmark Detection Methods for Cephalometric X-Ray Images: A Grand Challenge. IEEE Transactions on Medical Imaging, 34:1890-1900, 2015. (IF: 7.816).
51.Chen C, Kojcev R, Haschtmann D, Fekete T, Nolte L, Zheng G*. Ruler based automatic C-arm image stitching without overlapping constraint. Journal of Digital Imaging, 28:474-480, 2015. (IF: 2.572).
52.Chu C, Chen C, Liu L, Zheng G*. FACTS: Fully Automatic CT Segmentation of A Hip Joint. Annals of Biomedical Engineering, 43:1247-1259, 2015. (IF: 3.474).
53.Berger S, de Oliveira M, Schuman S, Schneider J, Studer D, Hasler C, Zheng G, Büchler P. Patient-specific spinal stiffness in AIS: a preoperative and noninvasive method. European Spine Journal, 24:249-255, 2015. (IF: 2.513).
54.Tannast M, Hanke MS, Zheng G, Steppacher SD, Siebenrock KA. What Are the Radiographic Reference Values for Acetabular Under- and Overcoverage? Clinical Orthopaedics and Related Research, 473:1234-1246, 2015. (IF: 4.154).
55.Xie W, Franke J, Chen C, Grützner PA, Schumann S, Nolte LP, Zheng G*. A complete-pelvis segmentation framework for image-free total hip arthroplasty (THA): methodology and clinical study. The International Journal of Medical Robotics and Computer Assisted Surgery, 11:166-180, 2015. (IF: 1.634)
56.Tannast M, Fritsch S, Zheng G, Siebenrock KA, Steppacher SD.. Which Radiographic Hip Parameters Do Not Have to Be Corrected for Pelvic Rotation and Tilt? Clinical Orthopaedics and Related Research, 473:1255-1266, 2015. (IF: 4.154).
57.Büchler P, de Oliveria ME, Studer D, Schumann S, Zheng G, Schneider J, Hasler CC. Axial suspension test to assess pre-operative spinal flexibility in patients with adolescent idiopathic scoliosis. European Spine Journal, 23:2619-2625, 2014. (IF: 2.513).
58.Craiovan B, Renkawitz T, Weber M, Grifka J, Nolte L, G Zheng. Is the acetabular cup orientation after total hip arthroplasty on a two dimension or three dimension model accurate? International Orthopaedics, 38:2009-2015, 2014. (IF: 2.384).
59.Chen C, Zheng G. Fully automatic segmentation of AP pelvic X-rays via random forest regression with efficient feature selection and hierarchical sparse shape composition. Computer Vision and Image Understanding, 126:1-10, 2014. (IF: 2.645).
60.Schumann S, Thelen B, Ballestra S, Nolte LP, Büchler P, G Zheng*. X-ray image calibration and its application to clinical orthopedics. Medical Engineering & Physics, 36(7):968-74, 2014. (IF: 1.785).
61.Helgason B, Gilchrist S, Ariza O, Chak JD, Zheng G, Widmer RP, Ferguson SJ, Guy P, Cripton PA. Development of a balanced experimental-computational approach to understanding the mechanics of proximal femur fractures. Medical Engineering & Physics, 36(7):968-74, 2014. (IF: 1.785).
62.Xie W, Franke J, Chen C, Grützner PA, Schumann S, Nolte LP, G Zheng. Statistical model-based segmentation of the proximal femur in digital antero-posterior (AP) pelvic radiographs. International Journal of Computer Assisted Radiology and Surgery, 9:165-76, 2014. (IF: 2.155)
63.Chen C, Xie W, Franke J, Grutzner PA, Nolte LP, G Zheng*. Automatic X-ray landmark detection and shape segmentation via data-driven joint estimation of image displacements. Medical Image Analysis, 18:487-499, 2014. (IF: 8.880)
64.Schumann S, Nolte LP, G Zheng*. Comparison of partial least squares regression and principal component regression for pelvic shape prediction. Journal of Biomechanics, 46:197 – 199, 2013. (IF: 2.576)
65.Murphy WS, Klingenstein G, Murphy SB, G Zheng. Pelvic tilt is minimally changed by total hip arthroplasty. Clinical Orthopaedics and Related Research, 471:417-421, 2013. (IF: 4.154).
66.Schumann S, Liu L, Tannast M, Bergmann M, Nolte LP, G. Zheng*. An integrated system for 3D hip joint reconstruction from 2D X-rays: a preliminary validation study. Annals of Biomedical Engineering, 41:2077-2087, 2013. (IF: 3.474).
67.Schumann S, Nolte LP, Zheng G. Determination of pelvic orientation from sparse ultrasound data for THA operated in the lateral position. International Journal of Medical Robotics and Computer Assisted Surgery, 8: 107 – 113, 2012. (IF: 1.634).
68.Schumann S, Nolte LP, Zheng G*. Compensation of sound speed deviations in 3-D B-mode ultrasound for intraoperative determination of the anterior pelvic plane. IEEE Transactions on Information Technology in Biomedicine (now renamed as IEEE Journal of Biomedical and Health Informatics), 16:88-97, 2012. (IF: 4.217)
69.G Zheng*, von Recum J, Nolte LP, Grützner PA, Steppacher SD, Franke J.. Validation of a statistical shape model-based 2D/3D reconstruction method for determination of cup orientation after THA. International Journal of Computer Assisted Radiology and Surgery, 7:225-231, 2012. (IF: 2.155)
70.de Oliveria ME, Hasler C-C, Zheng G, Studer D, Schneider J, Büchler P. A multi-criteria decision support for optimal instrumentation in scoliosis spine surgery. Structural and Multidisciplinary Optimization, 45:917-929, 2012. (IF: 3.925)
71.Franke J, Zheng G, Wendl K, Grützner PA, von Recum J.. Clinical experience with computer navigation in revision total hip arthroplasty. Proceedings of the Institution of Mechanical Engineers. Part H, Journal of engineering in medicine, 226:919-926, 2012. (IF: 1.317)
72.Zheng G*, Nolte LP, Ferguson SJ.. Scaled, patient-specific 3D vertebral model reconstruction based on 2D lateral fluoroscopy. International Journal of Computer Assisted Radiology and Surgery, 6:351-66, 2011. (IF: 2.155)
73.Stieger C, Caversaccio M, Arnold A, Zheng G, Salzmann J, Widmer D, Gerber N, Thurner M, Nauer C, Mussard Y, Kompis M, Nolte LP, Häusler R, Weber S. Development of an auditory implant manipulator (AIMAN) for minimally invasive surgical insertion of implantable hearing devices. The Journal of laryngology and otology, 125:262-270, 2011. (IF: 1.261)
74.Zheng G*, Zhang X. Computer assisted determination of acetabular cup orientation using 2D-3D image registration. International Journal of Computer Assisted Radiology and Surgery, 5:437-447, 2010. (IF: 2.155)
75.Zheng G*, Schumann S, González Ballester MA. An integrated approach for reconstructing a surface model of the proximal femur from sparse input data and a multi-resolution point distribution model: an in vitro study. International Journal of Computer Assisted Radiology and Surgery, 5:99-107, 2010. (IF: 2.155)
76.Zheng G*. Assessing the accuracy factors in the determination of postoperative acetabular cup orientation using hybrid 2D-3D registration. Journal of Digital Imaging, 23:769-779, 2010. (IF: 2.572).
77.Zheng G*. Statistical shape model-based reconstruction of a scaled, patient-specific surface model of the pelvis from a single standard AP x-ray radiograph. Medical Physics, 37: 1424-1439, 2010. (IF: 3.177)
78.Zheng G*. Effective incorporating spatial information in a mutual information based 3D-2D registration of a CT volume to X-ray images. Computerized medical imaging and graphics, 34:553-562, 2010. (IF: 3.298)
79.Zheng G*. Statistically deformable 2D/3D registration for estimating post-operative cup orientation from a single standard AP X-ray radiograph. Annals of Biomedical Engineering, 38:2910-2927, 2010. (IF: 3.474).
80.Schumann S, Tannast M, Nolte LP, G Zheng. Validation of statistical shape model based reconstruction of the proximal femur--A morphology study. Medical Engineering & Physics 32:638-644, 2010. (IF: 1.785).
81.G Zheng*, Zhang X, Steppacher SD, Murphy SB, Siebenrock KA, Tannast M. HipMatch: an object-oriented cross-platform program for accurate determination of cup orientation using 2D-3D registration of single standard X-ray radiograph and a CT volume. Computer Methods and Programs in Biomedicine, 95:236-248, 2009. (IF: 3.424)
82.G Zheng*, Gollmer S, Schumann S, Dong X, Feilkas T, González Ballester MA. A 2D/3D correspondence building method for reconstruction of a patient-specific 3D bone surface model using point distribution models and calibrated X-ray images. Medical Image Analysis, 13:883-899, 2009. (IF: 8.880)
83.Zheng G*, Zhang X. Robust automatic detection and removal of fiducial projections in fluoroscopy images: an integrated solution. Medical Engineering & Physics, 31:571-580, 2009. (IF: 1.785).
84.Dong X, Zheng G*. Automatic extraction of proximal femur contours from calibrated X-ray images using 3D statistical models: an in vitro study. International Journal of Medical Robotics and Computer Assisted Surgery, 5:213-222, 2009. (IF: 1.634).
85.Zheng G*, Schumann S. 3D reconstruction of a patient-specific surface model of the proximal femur from calibrated x-ray radiographs: a validation study. Medical Physics, 36:1155-1166, 2009. (IF: 3.177)
86.Dong X, Zheng G*. Matching parameterized shapes by nonparametric belief propagation. International Journal of Pattern Recognition and Artificial Intelligence, 23:209 – 246, 2009. (IF: 1.110)
87.Zheng G*, Zhang X. A novel parameter decomposition based optimization approach for automatic pose estimation of distal locking holes from single calibrated fluoroscopic image. Pattern Recognition Letters, 30:838-847, 2009. (IF: 2.810)
88.Thoranaghatte R, Garcia J, Caversaccio M, Widmer D, Gonzalez Ballester MA, Nolte LP, Zheng G. Landmark-based augmented reality system for paranasal and transnasal endoscopic surgeries. International Journal of Medical Robotics and Computer Assisted Surgery, 5:415-422, 2009. (IF: 1.634)
89.Steppacher SD, Tannast M, Zheng G, Zhang X, Kowal J, Anderson SE, Siebenrock KA, Murphy SB. Validation of a new method for determination of cup orientation in THA. Journal of Orthopaedic Research, 27:1583-1588, 2009. (IF: 3.043)
90.Zheng G*, Dong X, Gruetzner PA. Reality-augmented virtual fluoroscopy for computer-assisted diaphyseal long bone fracture osteosynthesis: a novel technique and feasibility study results. Proceedings of the Institution of Mechanical Engineers. Part H, Journal of engineering in medicine, 222:101-115, 2008. (IF: 1.317)
91.Zheng G*, Zhang X, Haschtmann D, Gedet P, Dong X, Nolte LP. A robust and accurate two-stage approach for automatic recovery of distal locking holes in computer-assisted intramedullary nailing of femoral shaft fractures. IEEE Transactions on Medical Imaging, 27:171-187, 2008. (IF: 7.816).
92.Rossol M, Gygax D, Andritzky-Waas J, Zheng G, Lischer CJ, Zhang X, Auer JA. Comparison of computer assisted surgery with conventional technique for treatment of abaxial distal phalanx fractures in horses: an in vitro study. Veterinary Surgery, 37:32-42, 2008. (IF: 1.044)
93.Caversaccio M, Zheng G, Nolte LP. [Computer-aided surgery of the paranasal sinuses and the anterior skull base]. HNO, 56:376-378, 2008. (IF: 0.914)
94.García J, Thoranaghatte R, Marti G, Zheng G, Caversaccio M, González Ballester MA. Calibration of a surgical microscope with automated zoom lenses using an active optical tracker. International Journal of Medical Robotics and Computer Assisted Surgery, 4:87-93, 2008. (IF: 1.634)
95.Tannast M, Mistry S, Steppacher SD, Reichenbach S, Langlotz F, Siebenrock KA, Zheng G. Radiographic analysis of femoroacetabular impingement with Hip2Norm-reliable and validated. Journal of Orthopaedic Research, 26:1199-1205, 2008. (IF: 3.043)
96.Caversaccio M, Garcia Giraldez J, Thoranaghatte R, Zheng G, Eggli P, Nolte LP, Gonzalez Ballester MA. Augmented reality endoscopic system (ARES): preliminary results. Rhinology, 46:156-158, 2008. (IF: 3.354)
97.Zheng G*, Dong X, Grutzner PA, Nolte LP. Automated detection and segmentation of cylindrical fragments from calibrated C-arm images for long bone fracture reduction. Computer Methods and Programs in Biomedicine, 87:1-11, 2007. (IF: 3.424)
98.Maier B, Zheng G, Ploss C, Zhang X, Welle K, Nolte LP, Marzi I. A CT-free, intra-operative planning and navigation system for minimally invasive anterior spinal surgery - an accuracy study. Computer Aided Surgery, 12:233-241, 2007. (IF: 1.2)
99.Zheng G*, Tannast M, Anderegg C, Siebenrock KA, Langlotz F. Hip2Norm: an object-oriented cross-platform program for 3D analysis of hip joint morphology using 2D pelvic radiographs. Computer Methods and Programs in Biomedicine, 87:36-45, 2007. (IF: 3.424)
100.Rajamani KT, Styner MA, Talib H, Zheng G, Nolte LP, González Ballester MA. Statistical deformable bone models for robust 3D surface extrapolation from sparse data. Medical Image Analysis, 11:99-109, 2007. (IF: 8.880)
101.Zheng G*, Zhang X, Haschtmann D, Gédet P, Langlotz F, Nolte LP. Accurate and reliable pose recovery of distal locking holes in computer-assisted intra-medullary nailing of femoral shaft fractures: a preliminary study. Computer Aided Surgery, 12:138-151, 2007. (IF: 1.2)
102.Zheng G*, Dong X, Rajamani KT, Zhang X, Styner M, Thoranaghatte RU, Nolte LP, Ballester MA. Accurate and robust reconstruction of a surface model of the proximal femur from sparse-point data and a dense-point distribution model for surgical navigation. IEEE Transactions on Biomedical Engineering, 54:2109-2122, 2007. (IF: 4.491).
103.Hankemeier S, Hufner T, Wang G, Kendoff D, Zeichen J, Zheng G, Krettek C. Navigated open-wedge high tibial osteotomy: advantages and disadvantages compared to the conventional technique in a cadaver study. Knee Surgery, Sports Traumatology, Arthroscopy, 14:917-921, 2006. (IF: 3.149)
104.Zheng G*, Maier B, Ploss C, Marzi I, Nolte LP. Computer-assisted, fluoroscopy-based ventral spondylodesis of thoracolumbar fractures. Technology and Health Care, 14:109-122, 2006. (IF: 0.787)
105.Zhang X, Zheng G*, Langlotz F, Nolte LP. Assessment of spline-based 2D-3D registration for image-guided spine surgery. Minimally Invasive Therapy & Allied Technologies, 15:193-199, 2006. (IF: 1.154)
106.Jonić S, Thévenaz P, Zheng G, Nolte L-P and Unser M. An Optimized Spline-Based Registration of a 3D CT to a Set of C-Arm Images. International Journal of Biomedical Imaging, Volume 2006, Article ID 47197, Pages 1–12. DOI 10.1155/IJBI/2006/47197
107.Tannast M, Zheng G, Anderegg C, Burckhardt K, Langlotz F, Ganz R, Siebenrock KA. Tilt and rotation correction of acetabular version on pelvic radiographs. Clinical Orthopaedics and Related Research, 438:182-190, 2005. (IF: 4.154).
108.Grützner PA, Langlotz F, Zheng G, von Recum J, Keil C, Nolte LP, Wentzensen A, Wendl K. Computer-assisted LISS plate osteosynthesis of proximal tibia fractures: feasibility study and first clinical results. Computer Aided Surgery, 10:141-149, 2005. (IF: 1.2)
109.Hankemeier S, Hufner T, Wang G, Kendoff D, Zheng G, Richter M, Gosling T, Nolte L, Krettek C. Navigated intraoperative analysis of lower limb alignment. Archives of Orthopaedic and Trauma Surgery, 125:531-535. 2005. (IF: 1.973)
110.Wang G, Zheng G, Keppler P, Gebhard F, Staubli A, Mueller U, Schmucki D, Fluetsch S, Nolte LP. Implementation, accuracy evaluation, and preliminary clinical trial of a CT-free navigation system for high tibial opening wedge osteotomy. Computer Aided Surgery, 10:73-85, 2005. (IF: 1.2)
111.Sagbo S, Blochaou F, Langlotz F, Vangenot C, Nolte LP, Zheng G. New orthopaedic implant management tool for computer-assisted planning, navigation, and simulation: from implant CAD files to a standardized XML-based implant database. Computer Aided Surgery, 10:73-85, 2005. (IF: 1.2)
112.Thoranaghatte RU, Zheng G, Langlotz F, Nolte LP. Endoscope-based hybrid navigation system for minimally invasive ventral spine surgeries. Computer Aided Surgery, 10:351-356, 2005. (IF: 1.2)
113.Wang G, Zheng G*, Gruetzner PA, Mueller-Alsbach U, von Recum J, Staubli A, Nolte LP.. A fluoroscopy-based surgical navigation system for high tibial osteotomy. Technology and Health Care, 13:469-483, 2005. (IF: 0.787)
114.Zheng G*, Marx A, Langlotz U, Widmer KH, Buttaro M, Nolte LP. A hybrid CT-free navigation system for total hip arthroplasty. Computer Aided Surgery, 7:129-145, 2002. (IF: 1.2)
115.Zheng G, Caversaccio M, Bächler R, Langlotz F, Nolte LP, Häusler R. Frameless optical computer-aided tracking of a microscope for otorhinology and skull base surgery. JAMA Otolaryngology--Head & Neck Surgery, 127:1233-123, 2001. (IF: 3.502)
116.Huang B, Zheng G, Xu Z, Rao S and Wang S. Application of image processing techniques in molecular imaging of cancer. Contrast Media & Molecular Imaging, 2017:2758749. doi: 10.1155/2017/2758749. eCollection 2017. (IF: 1.984)
117.Zheng G, Li S. Medical image computing in diagnosis and interventions of spinal diseases. Computerized Medical Imaging and Graphics, 45:99-101, 2015. (IF: 3.298)
118.Zheng G, Kowal J, Gonzalez Ballester MA, Caversaccio M, Nolte L-P. Registration techniques for computer navigation. Current Orthopaedics 21:170 – 179, 2007.
119.Schmucki D, Gebhard F, Grützner PA, Hüfner T, Langlotz F, Zheng G. Computer aided reduction and imaging. Injury, 35 Suppl 1:S-A96-104, 2004. (IF: 1.834)
120.Grützner PA, Zheng G, Langlotz U, von Recum J, Nolte LP, Wentzensen A, Widmer KH, Wendl K. C-arm based navigation in total hip arthroplasty-background and clinical experience. Injury, 35 Suppl 1:S-A90-95, 2004. (IF: 1.834)
121.Keppler P, Gebhard F, Grützner PA, Wang G, Zheng G, Hüfner T, Hankemeier S, Nolte LP. Computer aided high tibial open wedge osteotomy. Injury, 35 Suppl 1:S-A68-78, 2004. (IF: 1.834)
122.Wentzensen A, Zheng G, Vock B, Langlotz U, Korber J, Nolte LP, Grützner PA.. Image-based hip navigation. International Orthopaedics, 27 Suppl 1: S43-S46, 2003. (IF: 2.384).
Yun HH, Murphy WS, Ward DM, Zheng G, Hayden B, Murphy SB. Effect of pelvic tilt and rotation on cup orientation in standing anteroposterior radiographs. Hip International, in press, 2019.

Soodmand E, Zheng G, Steens W, Bader R, Nolte L, Kluess D. Surgically Relevant Morphological Parameters of Proximal Human Femur: A Statistical Analysis Based on 3D Reconstruction of CT Data. Orthop Surg. 2019 Feb 27. doi: 10.1111/os.12416.

Damopoulos D, Lerch TD, Schmaranzer F, Tannast M, Chênes C, Zheng G*, Schmid J. Segmentation of the proximal femur in radial MR scans using a random forest classifier and deformable model registration. Int J Comput Assist Radiol Surg. 2019 Mar;14(3):545-561. doi: 10.1007/s11548-018-1899-z. Epub 2019 Jan 2。

Maier-Hein L, Eisenmann M, Reinke A, Onogur S, Stankovic M, Scholz P, Arbel T, Bogunovic H, Bradley AP, Carass A, Feldmann C, Frangi AF, Full PM, van Ginneken B, Hanbury A, Honauer K, Kozubek M, Landman BA, März K, Maier O, Maier-Hein K, Menze BH, Müller H, Neher PF, Niessen W, Rajpoot N, Sharp GC, Sirinukunwattana K, Speidel S, Stock C, Stoyanov D, Taha AA, van der Sommen F, Wang CW, Weber MA, Zheng G, Jannin P, Kopp-Schneider A. Why rankings of biomedical image analysis competitions should be interpreted with care. Nature Communications. Dec 6;9(1):5217. doi: 10.1038/s41467-018-07619-7。

N Kamiya, J Li, M Kume, H Fujita, D Shen and G Zheng*. Fully automatic segmentation of paraspinal muscles from 3D torso CT images via multi-scale iterative random forest classifications. International Journal of Computer Assisted Radiology and Surgery, 13(11):1697 – 1706, 2018

G Zheng. Gravity-assisted navigation system for total hip arthroplasty. Advances in experimental medicine and biology, 1093:181-191, 2018

L Liu, K Siebenrock, LP Nolte and G Zheng. Biomechanical Optimization-Based Planning of Periacetabular Osteotomy. Advances in experimental medicine and biology, 1093:157-168, 2018

L Liu, K Siebenrock, LP Nolte and G Zheng. Computer-Assisted Planning, Simulation, and Navigation System for Periacetabular Osteotomy. Advances in experimental medicine and biology, 1093:143-155, 2018

W Yu and G Zheng*. Atlas-Based 3D Intensity Volume Reconstruction from 2D Long Leg Standing X-Rays: Application to Hard and Soft Tissues in Lower Extremity. Advances in experimental medicine and biology, 1093:105-112, 2018

G Zheng, A Alcoltekin, B Thelen, LP Nolte. 3X-Knee: A Novel Technology for 3D Preoperative Planning and Postoperative Evaluation of TKA Based on 2D X-Rays. Advances in experimental medicine and biology, 1093:93-103, 2018

G Zeng and G Zheng*. Deep Learning-Based Automatic Segmentation of the Proximal Femur from MR Images. Advances in experimental medicine and biology, 1093:73-79, 2018

W Yu, W Liu, L Tan, S Zhang, G Zheng*. Multi-object Model-Based Multiatlas Segmentation Constrained Grid Cut for Automatic Segmentation of Lumbar Vertebrae from CT Images. Advances in experimental medicine and biology, 1093:65-71, 2018.

G Zheng and LP Nolte. Computer-Aided Orthopaedic Surgery: State-of-the-Art and Future Perspectives. Advances in experimental medicine and biology, 1093:1-20, 2018.

N Kamiya, J Li, M Kume, H Fujita, D Shen and G Zheng*. Fully automatic segmentation of paraspinal muscles from 3D torso CT images via multi-scale iterative random forest classifications. International Journal of Computer Assisted Radiology and Surgery, 13(11):1697 – 1706, 2018

X Li, Q Dou, H Chen, C-W Fu, X Qi, D.L. Belavy, G Armbrecht, D Felsenberg, G Zheng* and P-A Heng. 3D multi-scale FCN with random modality voxel dropout learning for intervertebral disc localization and segmentation from multi-modality MR images. Medical Image Analysis, 45:41-54, 2018

G Zheng, H Hommel, A Akcoltekin, B Thelen, J Stifter, G Peersman. A novel technology for 3D knee prosthesis planning and treatment evaluation using 2D X-ray radiographs: a clinical evaluation. International Journal of Computer Assisted Radiology and Surgery, 13:1151-1158, 2018

H Yun, WS Murphy, DM Ward, G Zheng, B Hayden, SB Murphy. Effect of Pelvic Tilt and Rotation on Cup Orientation in Both Supine and Standing Positions. The Journal of Arthroplasty, 33:1442-1448, 20

S Pflugi, R Vasireddy, T Lerch, TM Ecker, M Tannast, N Boemke, K. Siebenrock, G Zheng*. Augmented marker tracking for peri-acetabular osteotomy surgery. International Journal of Computer Assisted Radiology and Surgery, 13:291-304, 2018.

KJ Simson, CT Miller, J Ford, A Hahne, L Main, T Rantalainen, WP Teo, M Teychenne, D Connell, G Trudel, G Zheng, G Thickbroom, DL Belavy. Optimising conservative management of chronic low back pain: study protocol for a randomised controlled trial. Trial, 18:184(1-13), 2017. doi: 10.1186/s13063-017-1913-8

K. Karasawa, M. Oda, T. Kitasaka, K. Misawa, M. Fujiwara, C. Chu, G. Zheng, D. Rueckert, K. Mori. Multi-atlas pancreas segmentation: Atlas selection based on vessel structure. Medical Image Analysis, 39:18-28, 2017.

C Gökgöl, S Schumann, N Diehm, G Zheng and P Büchler. In-vivo quantification of femoro-popliteal artery deformations: percutaneous transluminal angioplasty vs. nitinol stent placement. Journal of Endovascular Therapy, 24:27-34, 2017.

S. Schumann, C. Gökgöl, N. Diehm, P. Büchler, G. Zheng. The effect of stent implantation on the deformations of the SFA and the popliteal artery: In-vivo 3D deformational analysis from 2D radiographs. Journal of Vascular and Interventional Radiology, 28:142-146, 2017.

W Yu, M Tannast, G Zheng*. Non-rigid free-form 2D-3D registration using a B-spline-based statistical deformation model. Pattern Recognition, 63:689-699, 2017.

G Zheng, C Chu, DL Belavy, B Ibragimov, R Korez, T Vrtovec, H Hutt, R Everson, J Meakin, IL Andrade, B Glocker, H Chen, Q Dou, PA Heng, C Wang, D Forsberg, A Neubert, J Fripp, M Urschler, D Stern, M Wimmer, AA Novikov, H Cheng, G Armbrecht, D Felsenberg, S Li. Evaluation and comparison of 3D intervertebral disc localization and segmentation methods for 3D T2 MR data: a grand challenge. Medical Image Analysis, 35:327-344, 2017.

S. Berger, C. Hasler,O. C.A. Grant, G. Zheng, S. Schumann, P. Büchler. A software program to measure the three-dimensional length of the spine from radiographic images: validation and reliability assessment for adolescent idiopathic scoliosis. Computer Methods and Programs in Biomedicine, 138:57-64, 2017.

W Yu, C Chu, M Tannast, and G Zheng*. Fully Automatic Reconstruction of Personalized 3D Volumes of the Proximal Femur from 2D X-ray Images. International Journal of Computer Assisted Radiology and Surgery, 11:1673-1685, 2016.

M Constantinescu, SL Lee, N Navkar, S Al-Rawas, J Abinahed, W Yu, G Zheng, A Al-Ansari, N Jomaah, P Landreau, GZ Yang. Constrained Statistical Modelling of Knee Flexion from Multi-Pose Magnetic Resonance Imaging. IEEE Transactions on Medical Imaging, 35:1686-1695, 2016.

M. Valenti, G. Ferrigno, D. Martina, W. Yu, G. Zheng, M.A. Shandiz, C. Anglin and E. De Momi. Gaussian Mixture Models based 2D-3D registration of bone shapes for orthopaedic surgery planning. Journal of Medical & Biological Engineering & Computing, 54:1727-1740, 2016。

J. M. Jennings, T.R. Randell, C. L. Green, G. Zheng, S.S. Wellman. Independent evaluation of a mechanical hip socket navigation system in total hip arthroplasty. The Journal of Arthroplasty, 31:658-661,2016.

M. Valenti, E. De Momi, W. Yu, G. Ferrigno, M.A. Shandiz, C. Anglin, G. Zheng. Fluoroscopy-based tracking of femoral kinematics with statistical shape models. International Journal of Computer Assisted Radiology and Surgery, 11:757-765, 2016.

L. Liu, G. Zheng, JD Bastian, MJ Keel, LP Nolte, KA Siebenrock, TM Ecker. Periacetabular osteotomy through the pararectus approach: technical feasibility and control of fragment mobility by a validated surgical navigation system in a cadaver environment. International Orthopaedics, 40:1389-1396, 2016.

S. Pflugi, L. Liu, T. M. Ecker, S. Schumann, J. Cullmann-Bastian, K. Siebenrock, G. Zheng. A cost-effective surgical navigation solution for periacetabular osteotomy (PAO) surgery. International Journal of Computer Assisted Radiology and Surgery, 11:271-280, 2016。

L. Liu, TM Ecker, S Schumann, KA Siebenrock, G. Zheng. Evaluation of Constant Thickness Cartilage Models vs. Patient Specific Cartilage Models for an Optimized Computer-Assisted Planning of Periacetabular Osteotomy. PLOS ONE, 11(1):e0146452, 2016; doi: 10.1371/journal.pone.0146452.

H. Cheng, L. Liu, W. Yu, H. Zhang, D. Luo, G. Zheng*. Comparison of 2.5D and 3D quantification of femoral head coverage in normal control subjects and patients with hip dysplasia. PLOS ONE, 10(11):e0143498, 2015; doi: 10.1371/journal.pone.0143498.

C. Chu, D.L. Belavy, G. Armbrecht, M. Bansmann, D. Felsenberg, G. Zheng*. Fully automatic localization and segmentation of 3D vertebral bodies from CT/MR images via a learning-based method. PLOS ONE, 10(11):e0143327, 2015; doi: 10.1371/journal.pone.0143327.

L. Liu, T. Ecker, L. Xie, S. Schumann, K. Siebenrock, G. Zheng*. Biomechanical Validation of Computer Assisted Planning of Periacetabular Osteotomy: A Preliminary Study based on Finite Element Analysis. Medical Engineering & Physics, 37:1169-1173, 2015.

S. Schumann, Y. Sato, Y. Nakanishi, F. Yokota, M. Takao, N. Sugano, G. Zheng. Cup implant planning based on 2-D/3-D radiographic pelvis reconstruction - first clinical results. IEEE Transactions on Biomedical Engineering, 62:2665-73, 2015.

C. Chu, J. Bai, X. Wu, G. Zheng*. Multi-Atlas Segmentation Constrained Graph Method for Accurate Segmentation of Hip CT Images. Medical Image Analysis, 26:173-184, 2015.

C. Chen, D. Belavy, W. Yu, C. Chu, G. Armbrecht, M. Bansmann, D. Felsenberg, G. Zheng*. Localization and segmentation of 3D intervertebral discs in MR images by data driven estimation. IEEE Transactions on Medical Imaging, 34:1719-1729, 2015。

C-W Wang, C-T Huang, M-C Hsieh, CH Li, SW Chang, WC Li, R Vandaele, R Marée, S Jodogne, P Geurts, C Chen, G Zheng, C Chu, H Mirzaalian, G Hamarneh, T Vrtovec, B Ibragimov. Evaluation and Comparison of Anatomical Landmark Detection Methods for Cephalometric X-Ray Images: A Grand Challenge. IEEE Transactions on Medical Imaging, 34:1890-1900, 2015.

C. Chen, R. Kojcev, D. Haschtmann,T. Fekete, L. Nolte, G. Zheng*. Ruler based automatic C-arm image stitching without overlapping constraint. Journal of Digital Imaging, 28:474-480, 2015

C. Chu, C. Chen, L. Liu, G. Zheng*. FACTS: Fully Automatic CT Segmentation of A Hip Joint. Annals of Biomedical Engineering, 43:1247-1259, 2015.

S. Berger, O. Marcello, S. Schumann, J. Schneider, D. Studer, C. Hasler, G. Zheng, P. Büchler. Patient-specific spinal stiffness in AIS: a preoperative and noninvasive method. European Spine Journal, 24:249-255, 2015.

M. Tannast, M.S. Hanke, G. Zheng, S.D. Steppacher, K.A. Siebenrock. What Are the Radiographic Reference Values for Acetabular Under- and Overcoverage? Clinical Orthopaedics and Related Research, 473:1234-1246, 2015.

W Xie, J. Franke, C Chen, PA Grützner, S Schumann, LP Nolte, G Zheng. A complete-pelvis segmentation framework for image-free total hip arthroplasty (THA): methodology and clinical study. The International Journal of Medical Robotics and Computer Assisted Surgery, 11:166-180, 2015.

M Tannast, S Fritsch, G Zheng, KA Siebenrock, SD Steppacher. Which Radiographic Hip Parameters Do Not Have to Be Corrected for Pelvic Rotation and Tilt? Clinical Orthopaedics and Related Research, 473:1255-1266, 2015.

P Büchler, ME de Oliveria, D Studer, S Schumann, G Zheng, J Schneider, CC Hasler. Axial suspension test to assess pre-operative spinal flexibility in patients with adolescent idiopathic scoliosis. European Spine Journal, 23:2619-2625, 2014.

B Craiovan, T Renkawitz, M Weber, J Grifka, L-P Nolte, G Zheng. Is the acetabular cup orientation after total hip arthroplasty on a two dimension or three dimension model accurate? International Orthopaedics, 38:2009-2015, 2014.

C Cheng, G Zheng. Fully automatic segmentation of AP pelvic X-rays via random forest regression with efficient feature selection and hierarchical sparse shape composition. Computer Vision and Image Understanding, 126:1-10, 2014.

S Schumann, B Thelen, S Ballestra, L-P Nolte, P Büchler, G Zheng*. X-ray image calibration and its application to clinical orthopedics. Medical Engineering & Physics, 36(7):968-74, 2014.

B. Helgason, S Gilchrist, O Ariza, JD Chak, G Zheng, RP Widmer, SJ Ferguson, P Guz, PA Cripton. Development of a balanced experimental-computational approach to understanding the mechanics of proximal femur fractures. Medical Engineering & Physics, 36(7):968-74, 2014.

W Xie, J Franke., C Chen, P Grützner, S Schumann, LP Nolte, G Zheng. Statistical model-based segmentation of the proximal femur in digital antero-posterior (AP) pelvic radiographs. International Journal of Computer Assisted Radiology and Surgery, 9:165-76, 2014.

C Chen, W Xie, J Franke, P Grutzner, LP Nolte, G Zheng*. Automatic X-ray landmark detection and shape segmentation via data-driven joint estimation of image displacements. Medical Image Analysis, 18:487-499, 2014.

S Schumann, L-P Nolte, G Zheng*. Comparison of partial least squares regression and principal component regression for pelvic shape prediction. Journal of Biomechanics, 46:197 – 199, 2013.

WS Murphy, G Klingenstein, SB Murphy, G Zheng. Pelvic tilt is minimally changed by total hip arthroplasty. Clinical Orthopaedics and Related Research, 471:417-421, 2013.

S. Schumann, L. Liu, M. Tannast, M. Bergmann, LP Nolte, G. Zheng*. An integrated system for 3D hip joint reconstruction from 2D X-rays: a preliminary validation study. Annals of Biomedical Engineering, 41:2077-2087, 2013.

S Schumann, L-P Nolte, and G Zheng. Determination of pelvic orientation from sparse ultrasound data for THA operated in the lateral position. The International Journal of Medical Robotics and Computer Assisted Surgery, 8: 107 – 113, 2012.

S Schumann, L-P Nolte, and G Zheng*. Compensation of sound speed deviations in 3-D B-mode ultrasound for intraoperative determination of the anterior pelvic plane. IEEE Transactions on Information Technology in Biomedicine (now renamed as IEEE Journal of Biomedical and Health Informatics), 16:88-97, 2012.

G Zheng, J von Recum, LP Nolte, PA Grützner, SD Steppacher, J Franke. Validation of a statistical shape model-based 2D/3D reconstruction method for determination of cup orientation after THA. International Journal of Computer Assisted Radiology and Surgery, 7:225-231, 2012.

ME de Oliveria, C-C Hasler, G Zheng, D Studer, J Schneider, P Büchler. A multi-criteria decision support for optimal instrumentation in scoliosis spine surgery. Structural and Multidisciplinary Optimization, 45:917-929, 2012.

J. Franke, G. Zheng, K. Wendl, P.a. Grützner, J. von Recum. Clinical experience with computer navigation in revision total hip arthroplasty. Proceedings of the Institution of Mechanical Engineers. Part H, Journal of engineering in medicine, 226:919-926, 2012.

G Zheng, Lutz-P Nolte, Stephen J Ferguson. Scaled, patient-specific 3D vertebral model reconstruction based on 2D lateral fluoroscopy. International Journal of Computer Assisted Radiology and Surgery, 6:351-66, 2011.

C Stieger, M Caversaccio, A Arnold, G Zheng, J Salzmann, D Widmer, N Gerber, M Thurner, C Nauer, Y Mussard, M Kompis, L P Nolte, R Häusler, S Weber. Development of an auditory implant manipulator (AIMAN) for minimally invasive surgical insertion of implantable hearing devices. The Journal of laryngology and otology, 125:262-270, 2011

G Zheng, X Zhang. Computer assisted determination of acetabular cup orientation using 2D-3D image registration. International Journal of Computer Assisted Radiology and Surgery, 5:437-447, 2010.

G Zheng, S Schumann, MA González Ballester. An integrated approach for reconstructing a surface model of the proximal femur from sparse input data and a multi-resolution point distribution model: an in vitro study. International Journal of Computer Assisted Radiology and Surgery, 5:99-107, 2010.

G Zheng. Assessing the accuracy factors in the determination of postoperative acetabular cup orientation using hybrid 2D-3D registration. Journal of Digital Imaging, 23:769-779, 2010.

G Zheng. Statistical shape model-based reconstruction of a scaled, patient-specific surface model of the pelvis from a single standard AP x-ray radiograph. Medical Physics, 37: 1424-1439, 2010.

G Zheng. Effective incorporating spatial information in a mutual information based 3D-2D registration of a CT volume to X-ray images. Computerized medical imaging and graphics, 34:553-562, 2010.

G Zheng. Statistically deformable 2D/3D registration for estimating post-operative cup orientation from a single standard AP X-ray radiograph. Annals of Biomedical Engineering, 38:2910-2927, 2010.

S Schumann, M Tannast, L-P Nolte, G Zheng. Validation of statistical shape model based reconstruction of the proximal femur--A morphology study. Medical Engineering & Physics 32:638-644, 2010

G Zheng, X Zhang, SD Steppacher, SB Murphy, KA Siebenrock, M Tannast. HipMatch: an object-oriented cross-platform program for accurate determination of cup orientation using 2D-3D registration of single standard X-ray radiograph and a CT volume. Computer Methods and Programs in Biomedicine, 95:236-248, 2009.

G Zheng, S Gollmer, S Schumann, X Dong, T Feilkas, MA González Ballester. A 2D/3D correspondence building method for reconstruction of a patient-specific 3D bone surface model using point distribution models and calibrated X-ray images. Medical Image Analysis, 13:883-899, 2009.

G Zheng, X Zhang. Robust automatic detection and removal of fiducial projections in fluoroscopy images: an integrated solution. Medical Engineering & Physics, 31:571-580, 2009.

X Dong, G Zheng*. Automatic extraction of proximal femur contours from calibrated X-ray images using 3D statistical models: an in vitro study. International Journal of Medical Robotics and Computer Assisted Surgery, 5:213-222, 2009.

G Zheng, S Schumann. 3D reconstruction of a patient-specific surface model of the proximal femur from calibrated x-ray radiographs: a validation study. Medical Physics, 36:1155-1166, 2009.

X Dong, G Zheng*. Matching parameterized shapes by nonparametric belief propagation. International Journal of Pattern Recognition and Artificial Intelligence, 23:209 – 246, 2009.

G Zheng, X Zhang. A novel parameter decomposition based optimization approach for automatic pose estimation of distal locking holes from single calibrated fluoroscopic image. Pattern Recognition Letters, 30:838-847, 2009.

R Thoranaghatte, J Garcia, M Caversaccio, D Widmer, MA Gonzalez Ballester, L-P Nolte, G Zheng. Landmark-based augmented reality system for paranasal and transnasal endoscopic surgeries. International Journal of Medical Robotics and Computer Assisted Surgery, 5:415-422, 2009.

SD Steppacher, M Tannast, G Zheng, X Zhang, J Kowal, SE Anderson, KA Siebenrock, SB Murphy. Validation of a new method for determination of cup orientation in THA. Journal of Orthopaedic Research, 27:1583-1588, 2009.

G Zheng, X Dong, PA Gruetzner. Reality-augmented virtual fluoroscopy for computer-assisted diaphyseal long bone fracture osteosynthesis: a novel technique and feasibility study results. Proceedings of the Institution of Mechanical Engineers. Part H, Journal of engineering in medicine, 222:101-115, 2008.

G Zheng, X Zhang, D Haschtmann, P Gedet, X Dong, L-Peter Nolte. A robust and accurate two-stage approach for automatic recovery of distal locking holes in computer-assisted intramedullary nailing of femoral shaft fractures. IEEE Transactions on Medical Imaging, 27:171-187, 2008.

M Rossol, D Gygax, J Andritzky-Waas, G Zheng, CJ Lischer, X Zhang, JA Auer. Comparison of computer assisted surgery with conventional technique for treatment of abaxial distal phalanx fractures in horses: an in vitro study. Veterinary Surgery, 37:32-42, 2008.

M Caversaccio, G Zheng, L - P Nolte. [Computer-aided surgery of the paranasal sinuses and the anterior skull base]. HNO, 56:376-378, 2008.

J García, R Thoranaghatte, G Marti, G Zheng, M Caversaccio, MA González Ballester. Calibration of a surgical microscope with automated zoom lenses using an active optical tracker. International Journal of Medical Robotics and Computer Assisted Surgery, 4:87-93, 2008.

M Tannast, S Mistry, SD Steppacher, S Reichenbach, F Langlotz, KA Siebenrock, G Zheng. Radiographic analysis of femoroacetabular impingement with Hip2Norm-reliable and validated. Journal of Orthopaedic Research, 26:1199-1205, 2008.

M Caversaccio, J Garcia Giraldez, R Thoranaghatte, G Zheng, P Eggli, L-P Nolte, MA Gonzalez Ballester. Augmented reality endoscopic system (ARES): preliminary results. Rhinology, 46:156-158, 2008.

G Zheng, X Dong, PAlfred Grutzner, L-P Nolte. Automated detection and segmentation of cylindrical fragments from calibrated C-arm images for long bone fracture reduction. Computer Methods and Programs in Biomedicine, 87:1-11, 2007.

B Maier, G Zheng, C Ploss, X Zhang, K Welle, L-P Nolte, I Marzi. A CT-free, intra-operative planning and navigation system for minimally invasive anterior spinal surgery - an accuracy study. Computer Aided Surgery, 12:233-241, 2007.

G Zheng, M Tannast, C Anderegg, K A Siebenrock, F Langlotz. Hip2Norm: an object-oriented cross-platform program for 3D analysis of hip joint morphology using 2D pelvic radiographs. Computer Methods and Programs in Biomedicine, 87:36-45, 2007.

KT Rajamani, MA Styner, H Talib, G Zheng, L-P Nolte, MA González Ballester. Statistical deformable bone models for robust 3D surface extrapolation from sparse data. Medical Image Analysis, 11:99-109, 2007.

G. Zheng, X. Zhang, D. Haschtmann, P. Gédet, F. Langlotz, L-P Nolte. Accurate and reliable pose recovery of distal locking holes in computer-assisted intra-medullary nailing of femoral shaft fractures: a preliminary study. Computer Aided Surgery, 12:138-151, 2007.

G Zheng, X Dong, KT Rajamani, X Zhang, M Styner, RU Thoranaghatte, L-P Nolte, MA González Ballester. Accurate and robust reconstruction of a surface model of the proximal femur from sparse-point data and a dense-point distribution model for surgical navigation. IEEE Transactions on Biomedical Engineering, 54:2109-2122, 2007.

S Hankemeier, T Hufner, G Wang, D Kendoff, J Zeichen, G Zheng, C Krettek. Navigated open-wedge high tibial osteotomy: advantages and disadvantages compared to the conventional technique in a cadaver study. Knee Surgery, Sports Traumatology, Arthroscopy, 14:917-921, 2006.

G Zheng, B Maier, C Ploss, I Marzi, L-P Nolte. Computer-assisted, fluoroscopy-based ventral spondylodesis of thoracolumbar fractures. Technology and Health Care, 14:109-122, 2006.

X Zhang, G Zheng*, F Langlotz, L-P Nolte. Assessment of spline-based 2D-3D registration for image-guided spine surgery. Minimally Invasive Therapy & Allied Technologies, 15:193-199, 2006.

M Tannast, G Zheng, C Anderegg, K Burckhardt, F Langlotz, R Ganz, KA Siebenrock. Tilt and rotation correction of acetabular version on pelvic radiographs. Clinical Orthopaedics and Related Research, 438:182-190, 2005。

PA Grützner, F Langlotz, G Zheng, J von Recum, C Keil, L-P Nolte, A Wentzensen, K Wendl. Computer-assisted LISS plate osteosynthesis of proximal tibia fractures: feasibility study and first clinical results. Computer Aided Surgery, 10:141-149, 2005.

S Hankemeier, T Hufner, G Wang, D Kendoff, G Zheng, M Richter, T Gosling, L-P Nolte, C Krettek. Navigated intraoperative analysis of lower limb alignment. Archives of Orthopaedic and Trauma Surgery, 125:531-535. 2005.

G Wang, G Zheng*, P Keppler, F Gebhard, A Staubli, U Mueller, D Schmucki, S Fluetsch, L-P Nolte. Implementation, accuracy evaluation, and preliminary clinical trial of a CT-free navigation system for high tibial opening wedge osteotomy. Computer Aided Surgery, 10:73-85, 2005.

S Sagbo, F Blochaou, F Langlotz, C Vangenot, L - P Nolte, G Zheng. New orthopaedic implant management tool for computer-assisted planning, navigation, and simulation: from implant CAD files to a standardized XML-based implant database. Computer Aided Surgery, 10:73-85, 2005.

RU Thoranaghatte, G Zheng, F Langlotz, L-P Nolte. Endoscope-based hybrid navigation system for minimally invasive ventral spine surgeries. Computer Aided Surgery, 10:351-356, 2005.

G Wang, G Zheng*, PA Gruetzner, U Mueller-Alsbach, J von Recum, A Staubli, L-P Nolte. A fluoroscopy-based surgical navigation system for high tibial osteotomy. Technology and Health Care, 13:469-483, 2005.

G Zheng, A Marx, U Langlotz, K-H Widmer, M Buttaro, L-P Nolte. A hybrid CT-free navigation system for total hip arthroplasty. Computer Aided Surgery, 7:129-145, 2002.

G Zheng, M Caversaccio, R Bächler, F Langlotz, L P Nolte, R Häusler. Frameless optical computer-aided tracking of a microscope for otorhinology and skull base surgery. JAMA Otolaryngology--Head & Neck Surgery, 127:1233-123, 2001.

B Huang, G Zheng, Z Xu, S Rao and S Wang. Application of image processing techniques in molecular imaging of cancer. Contrast Media & Molecular Imaging, 2017:2758749. doi: 10.1155/2017/2758749. eCollection 2017.

G. Zheng, L-P Nolte. Computer-assisted orthopaedic surgery: current state and future perspective. Frontiers in Surgery, 2:66. doi: 10.3389/fsurg.2015.00066., 2015.

G Zheng, S Li. Medical image computing in diagnosis and interventions of spinal diseases. Computerized Medical Imaging and Graphics, 45:99-101, 2015.

G Zheng, J Kowal, MA Gonzalez Ballester, M Caversaccio, L-P Nolte. Registration techniques for computer navigation. Current Orthopaedics 21:170 – 179, 2007.

D Schmucki, F Gebhard, PA Grützner, T Hüfner, F Langlotz, G Zheng. Computer aided reduction and imaging. Injury, 35 Suppl 1:S-A96-104, 2004.

PA Grützner, G Zheng, U Langlotz, J von Recum, L-P Nolte, A Wentzensen, K-H Widmer, K Wendl. C-arm based navigation in total hip arthroplasty-background and clinical experience. Injury, 35 Suppl 1:S-A90-95, 2004.

P Keppler, F Gebhard, PA Grützner, G Wang, G Zheng, T Hüfner, S Hankemeier, L-P Nolte. Computer aided high tibial open wedge osteotomy. Injury, 35 Suppl 1:S-A68-78, 2004.

Wentzensen, G Zheng, B Vock, U Langlotz, J Korber, L-P Nolte, PA Grützner. Image-based hip navigation. International Orthopaedics, 27 Suppl 1: S43-S46, 2003.

Teaching

Computer Assisted Surgery
C++ Programming

Honors and Awards

FY2018 JSPS Invitational Fellowship for Research in Japan (Long-term), the Japan Society for the Promotion of Science
The Best Technical Podium Presentation Award for our work on “Deep learning-based segmentation of lumbar vertebrae from CT images” in the 18th CAOS Annual Meeting (CAOS 2018), Beijing, China
The Best Paper Award for our work on “Automated grading of Modic changes using CNNs – Improving the performance with Mixup” in the MICCAI 2018 International Workshop & Challenge on Computational Methods and Clinical Applications for Spine Imaging, Granada, Spain
The Springer Best Paper Award (1st Place) for our work on “Multi-scale fully convolutional densenets for automated skin lesion segmentation in dermoscopy images” in the 15th International Conference on Image Analysis and Recognition (ICIAR 2018), Póvoa de Varzim, Portugal
The Best Paper Award for our work on “3D U-net with multi-level deep supervision: fully automatic segmentation of proximal femur in 3D MR images” in the MICCAI 2017 Workshop on Machine Learning in Medical Imaging (MLMI 2017), Quebec City, Canada
The 3rd Position out of 21 teams participating the MICCAI 2017 Infant Brain Image Segmentation Challenge
Shape Modeling Grand Challenge Award in the 2014 Annual Conference on Statistical Shape Modeling, Delemont, Switzerland
Poster Award for our work on “Fully automatic pelvis extraction from 3D CT data by combining random forest regression based landmark detection with atlas-based segmentation” in the 28th International Conference on Computer Assisted Radiology and Surgery (CARS 2014), Fukuoka, Japan
Our paper entitled “Pelvic tilt is minimally changed by total hip arthroplasty” was selected as the cover page of Feb. 2013 issue of “Clinical Orthopaedics and Related Research”
Prize for the Best Basic Science Article of the Year – 2011 published in the Journal of Laryngology and Otology for our paper entitled “Development of an auditory implant manipulator (AIMAN) for minimally invasive surgery of implantable hearing devices”
Ypsomed Innovation Prize for Research and Development for our work on “System for high precision placement of acetabular cup in total hip”
Best Poster Award for our work on “Accuracy of CT-based computer-navigated total hip arthroplasty” in the 69th Annual Meeting of Swiss Society for Orthopaedics and Traumatology
The Best technical paper award for our work on “Accurate and robust recovery of distal locking holes in computer-assisted intramedullary nailing of femoral shaft fractures” in the 6th Annual Meeting of International Society of Computer Assisted Orthopaedic Surgery (CAOS 2006), Montreal, Canada
Best paper award for our work on “Computer-assisted software for accurate determination of acetabular coverage in conventional radiography” in the Annual Meeting of Society of Skeletal Radiology.

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Institute of Medical Robotics

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