Ming Zhang
Assistant Professor
- Title Assistant Professor
- Email mzhang2@bu.edu
- Education Ph.D. Utah State University
B.S. Shandong University, China
Dr. Ming Zhang received his B.S. and Ph.D. in the field of Computer Science focusing on Computer Vision, Machine Learning, and Artificial Intelligence. Dr. Zhang teaches various computer science courses at both undergraduate and graduate levels. He created an Artificial Intelligence and Computer Vision (AICV) Lab to promote interdisciplinary teaching and research by developing new technologies and software tools, providing hands-on experience for students, and fostering multidisciplinary collaborations with hospitals. Dr. Zhang has received grants from NSF, NIH, FDA, and Rheumatology Research Foundation as a principal investigator or co-investigator. He has over 80 peer-reviewed publications in various prestigious journals and referred conference proceedings.
Courses
Research Interests
- Computer Vision
- Machine Learning
- Artificial Intelligence
- Biomedical Image Processing
- Digital Health
Scholarly Works
Refereed Journal (*corresponding author and student is the first author)
2022
J.31 Rania Almajalid, Ming Zhang*, Juan Shan, Fully Automatic Knee Bone Detection and Segmentation on Three-Dimensional MRI, Diagnostics, 12 (1), 123, 2022 (impact factor: 3.71). DOI
2021
J.30 Judith M. Hollander, Si Kun Wang, Yue Shu, Ming Zhang, Heber C. Nielsen, Clifford J. Rosen, and Li Zeng, IGF2 Controls a Critical Metabolic Switch During Postnatal Cartilage Development, Nature Communications (submitted, impact factor: 12.12)
J.29 Carmine Guida, Ming Zhang*, Juan Shan, Knee Osteoarthritis Classification Using 3D CNN and MRI, Applied Science, 11(11), 2021 (impact factor: 2.68). DOI
J.28 Matthew Harkey, Erin Little, Mikaela Thompson, Ming Zhang, Jeffrey B. Driban, Matthew Salzler, Femoral Cartilage Ultrasound Echo-Intensity Associates with Arthroscopic Cartilage Damage, Ultrasound in Medicine & Biology 47 (1), 2021 (impact factor: 2.51). DOI
J.27 Matthew Harkey, Jeffrey B. Driban, Kuenze C, Ming Zhang, Salzler MJ. Pre-Operative Femoral Cartilage Ultrasound Echo-Intensity Associates with Patient-Reported Outcomes at One Year Following Anterior Cruciate Ligament Reconstruction, Ultrasound in Medicine & Biology, 47(7), 2021 (impact factor: 2.51). DOI
2020
J.26 Jeffrey B. Driban, Lori Lyn Price, Michael LaValley, Grace Lo, Ming Zhang, Matthew Harkey, Novel Framework for Measuring Whole Knee Osteoarthritis Progression Using Magnetic Resonance Imaging, Arthritis Care & Research, 74(5), 799-808, 2022. (impact factor: 4.53). DOI
J.25 Matthew S Harkey, Julie E. Davis, Lori Lyn Price, Robert J. Ward, MacKay J, Charles B. Eaton, Grace H. Lo, Mary F. Barbe, Ming Zhang, Jincheng Pang, Stout AC, Bing Lu, Timothy E. McAlindon Jeffrey B. Driban, Composite Quantitative Knee Structure Metrics Predict the Development of Accelerated Knee Osteoarthritis: Data from the Osteoarthritis Initiative, BMC Musculoskeletal Disorders, 21, 299, 2020. (Impact Factor: 2.45). DOI
J.24 Caroline Lisee, Melanie L. McGrath, Christopher Kuenze, Ming Zhang, Matt Salzler, Jeffrey B. Driban, Matthew S. Harkey, Novel Semi-Automated Ultrasound Segmentation Technique for Assessing Average Compartmental Femoral Articular Cartilage Thickness, Journal of Sport Rehabilitation, 29(7), 2020 (Impact Factor: 1.81). DOI
2019
J.23 Rania Almajalid, Juan Shan, Yaodong Du, Ming Zhang*, Identify Knee Cartilage Changing Pattern Using Artificial Neural Network, Applied Sciences, 9 (17), 3469, 2019 (Impact Factor: 2.47). DOI
J.22 Matthew S Harkey, Julie E. Davis, Bing Lu, Lori Lyn Price, Robert J. Ward, MacKay J, Charles B. Eaton, Mary F. Barbe, Grace H. Lo, Ming Zhang, Jincheng Pang, Stout AC, Timothy E. McAlindon Jeffrey B. Driban, Early Pre-Radiographic Structural Pathology Precedes the Onset of Accelerated Knee Osteoarthritis: Data from the Osteoarthritis Initiative, BMC Musculoskeletal Disorders, 2019 20:241 (Impact Factor: 2.45). DOI
J.21 Lori Lyn Price, Matthew Harkey, Robert J. Ward, James McaKay, Ming Zhang, Jingcheng Pang, Julie Davis, Timothy E. McAlindon, Grace H. Lo, Mamta Amin, Charles B. Eaton, Bing Lu, Jeffrey Duryea, Mary Barbe, Jeffrey B. Driban, The Role of Magnetic Resonance Imaging in Classifying Who Will Develop Accelerated Knee Osteoarthritis, Journal of Orthopaedic Research, 37 (11): 2420-2428, 2019 (Impact Factor: 3.14). DOI
J.20 Matthew S Harkey, Lori Lyn Price, Timothy E. McAlindon, Julie E. Davis, Alina C Stout, Bing Lu, Ming Zhang, Charles B. Eaton, Mary F. Barbe, Grace H. Lo, Jeffrey B. Driban, Declining Walking Speed Associates with Increasing Bone Marrow Lesion Volume and Effusion Volume in Individuals with Accelerated Knee Osteoarthritis, Arthritis Care & Research, 71(2): 259-270, 2019 (Impact Factor: 3.32). DOI
J.19 Harkey MS, Davis JE, Lu B, Price L, Eaton CB, Lo GH, Barbe MF, Ward R, Ming Zhang, Liu SH, Lapane KL, MacKay JW, McAlindon TE, Driban JB, Diffuse Tibiofemoral Cartilage Change Prior to the Development of Incident Accelerated Knee Osteoarthritis: Data from the Osteoarthritis Initiative, Clinical Anatomy, 32:369-378, 2019 (Impact Factor: 1.91). DOI
2018
J.18 Yaodong Du, Juan Shan, Rania Almajalid, Ming Zhang*, A Novel Method to Predict Knee Osteoarthritis Progression on MRI using Machine Learning Methods, IEEE Transactions on NanoBioscience, 17(3), 228-236, 2018 (Impact Factor: 2.77). DOI
J.17 Shujun Fu, Ming Zhang, Chengpo Mu, Xiaohong Shen, Advancements of Medical Image Enhancement in Healthcare Applications, Journal of Healthcare Engineering, 2018:7035264, 2018 (Impact Factor: 1.53). DOI
J.16 Jeffrey B. Driban, Julie E. Davis, Bing Lu; Lori Lyn Price, Robert J. Ward, James W. MacKay, Charles B. Eaton, Grace H. Lo, Mary F. Barbe, Ming Zhang, Jincheng Pang, Alina C. Stout, Timothy E. McAlindon, Accelerated Knee Osteoarthritis is Characterized by Destabilizing Meniscal Tears and Pre-Radiographic Structural Disease Burden, Arthritis & Rheumatology, 71(7):1089-1100, (Impact Factor: 6.92). DOI
J.15 Carrie K. Hui Mingalone, Zhiyi Liu, Judith M. Hollander, Kirsten Garvey, Averi L. Gibson, Rose E. Banks, Ming Zhang, Timothy E. McAlindon, Heber C. Nielsen, Irene Georgakoudi, Li Zeng, Bioluminescence and Second Harmonic Generation Imaging Reveal Dynamic Changes in the Inflammatory and Collagen Landscape in Early Osteoarthritis, Journal Laboratory Investigations, 98(5), 656-669, 2018 (Impact Factor: 4.86). DOI
J.14 Alina C Stout, Mary F Barbe, Charles B Eaton, Mamta Amin, Fatimah Al-Eid, Lori Lyn Price, Bing Lu, Grace H Lo, Ming Zhang, Jincheng Pang, Timothy E McAlindon, Jeffrey B Driban, Inflammation, and Glucose Homeostasis are Associated with Specific Structural Features Among Adults without Knee Osteoarthritis: A Cross-Sectional Study from the Osteoarthritis Initiative, BMC Musculoskeletal Disorders,19:1, 2018 (Impact Factor: 2.45). DOI
2017
J.13 Timothy E. McAlindon, Michael LaValley, William F. Harvey, Lori Lyn Price, Jeffrey B. Driban, Ming Zhang, Rob Ward, Effects of Intra-Articular Triamcinolone vs Saline on Knee Cartilage Volume and Pain in Patients with Knee Osteoarthritis: A Randomized Clinical Trial, Journal of the American Medical Association (JAMA), 317(19), 1967-1975, 2017. (Impact Factor: 44.41). DOI
J.12 Averi L. Gibson, Carrie K. Hui Mingalone, Andrea T. Foote, Tomoya Uchimura, Ming Zhang, Li Zeng, Wnt7a Inhibits IL-1ᵝ Induced Catabolic Gene Expression and Prevents Articular Cartilage Damage in Experimental Osteoarthritis, Scientific Reports, 7:41823, 2017. (Impact Factor: 4.26). DOI
2016 and early
J.11 Ming Zhang, Jeffrey B. Driban, Lori Lyn Price, Daniel Harper, Grace H. Lo, Eric Miller, Robert J. Ward, and Timothy E. McAlindon. Development of A Rapid Cartilage Damage Quantification Method for the Lateral Tibiofemoral Compartment Using Magnetic Resonance Images: Data from the Osteoarthritis Initiative, BioMed Research International, 2015: 634275 (Impact Factor: 2.58). DOI
J.10 Ming Zhang, Jeffrey B. Driban, Lori Lyn Price, Daniel Harper, Grace H. Lo, Eric Miller, Robert J. Ward, and Timothy E. McAlindon. Magnetic Resonance Image Sequence Influences the Relationship between Bone Marrow Lesions Volume and Pain: Data from Osteoarthritis Initiative, BioMed Research International, 2015: 731903. (Impact Factor: 2.58). DOI
J.9 Ming Zhang, Jeffrey B. Driban, Lori Lyn Price, Daniel Harper, Grace H. Lo, Eric Miller, Robert J. Ward, and Timothy E. McAlindon, Development of A Rapid Knee Cartilage Damage Quantification Method Using Magnetic Resonance Images, BMC Musculoskeletal Disorders, 15:264, 2014 (Impact Factor: 2.45, editor pick). DOI
J.8 Jeffrey B Driban, Mary F Barbe, Mamta Amin, Neil S Kalariya, Ming Zhang, Grace H Lo, Anna M Tassinari, Daniel Harper, Lori Lyn Price, Charles B Eaton, Erika Schneider, and Timothy E McAlindon, Validation of quantitative magnetic resonance imaging-based apparent bone volume fraction in peri-articular tibial bone of cadaveric knees, BMC Musculoskeletal Disorders, 15: 143, 2014. (Impact Factor: 2.45). DOI
J.7 Ling Zhang, Ming Zhang, H. D. Cheng, Color Image Segmentation Based on Neutrosophic Method, Optical Engineering, 51(3), 037009, 2012. (Impact Factor: 1.08). DOI
J.6 Ling Zhang, Ming Zhang, Fully Automatic Image Segmentation Using an Extended Fuzzy Set, Communications in Computer and Information Science, 159(8), 412-417, 2011. DOI
J.5 Ming Zhang, Ling Zhang, H. D. Cheng, Segmentation of Breast Ultrasound Images Based on Neutrosophic Method, Optical Engineering, 49(11), 117001-117012, 2010. (Impact Factor: 1.08). DOI
J.4 Ming Zhang, Ling Zhang, H. D. Cheng, A Neutrosophic Approach to Image Segmentation Based on Watershed Approach, Signal Processing, 90(5), 1510-1517, 2010. (Impact Factor: 3.11). DOI
J.3 H. D. Cheng, Rui Min, Ming Zhang, Automatic Wavelet base selection and its application to contrast enhancement, Signal Processing, 90(4), 1279-1289, 2010. (Impact Factor: 3.11). DOI
J.2 Liming Hu, H. D. Cheng, Ming Zhang, A High Performance Edge Detector Based on Fuzzy Inference Rules, Information Sciences, 177(21): 4768-4784, 2007 (Impact Factor: 5.52). DOI
J.1 H. D. Cheng, M. Xue, X. J. Shi, Ming Zhang, Novel Contrast Enhancement Approach Based on Fuzzy Homogeneity, Optical Engineering, 46(4), 047002, 2007. (Impact Factor: 1.08). DOI
Referred Conference (*corresponding author and student is the first author)
2022
- 44 Zhiheng Chang, Juan Shan, Jeffrey B. Driban, Timothy McAlindon, Jeffrey Duryea, Xinyue Sun, Charles B. EatonTino Cheung, Carmine Guida, Raymond Ren, Ming Zhang*, Automated Joint Space Width Measurement for Hand Osteoarthritis : A Deep Learning Approach, Arthritis Rheumatol, 2022 (Accepted)
- 43 Yue Wang, Ming Zhang*, Tino Cheung, Carmine Guida, Raymond Ren, Juan Shan, Finger Joint Segmentation Using machine Learning and Minimized Training Set, Osteoarthritis and Cartilage, 2022 (Accepted)
2021
C.42 Carmin Guida, Ming Zhang*, Jordan Blackadar, Zilong Yang, Tino Cheung, Jeffrey B. Driban, Jeffrey Duryea, Charles B. Eaton, Timothy McAlindon Juan Shan, Automated Hand Osteoarthritis Classification Using Convolutional Neural Networks, IEEE International Conference on Machine Learning and Applications (ICMLA), 2021. (Acceptance rate 31%)
C.41 Barak Michaely, Ming Zhang*, Juan Shan, Bone Marrow Lesion Segmentation Using Synthetic Data and Deep Learning Models, Arthritis and Rheumatism, 73 (suppl 10), 2021. Link
C.40 Zilong Yang, Juan Shan, Carmine Guida, Jordan Blackadar, Tino Cheung, Jeffrey Driban, Timothy McAlindon, Ming Zhang*, Automatic Hand Segmentation from Hand X-rays Using Minimized Training Samples and Machine Learning Models, Arthritis and Rheumatism, 73 (suppl 10), 2021. Link
2020
C.39 Matthew Harkey, Erin Little, Mikaela Thompson, Ming Zhang, Jeffrey B. Driban, Matt Salzler, Femoral Cartilage Ultrasound Echo-Intensity Associates With Arthroscopic Cartilage Damage in
People Following Anterior Cruciate Ligament Reconstruction, Arthritis and Rheumatism, 72 (suppl 10), 2020
C.38 Matthew Harkey, Erin Little, Matt Salzler, Mikaela Thompson, Ming Zhang, Jeffrey B. Driban, Ultrasound-based Cartilage Outcomes Differentiate Health and Damaged Medial Cartilage After Anterior Cruciate Ligament Injury : A Preliminary Investigation, Osteoarthritis and Cartilage, 2020. DOI
2019
C.37 Du YD, Zhang M*, Stonis G, Shan J, Topological Data Analysis on Magnetic Resonance Image Biomarkers, IEEE International Conference on Bioinformatics, and Biomedicine (BIBM), 2019. (Acceptance rate 19%). DOI
C.36 Almajalid R, Shan J, Zhang M*, Knee Bone Segmentation on Three-Dimensional MRI, IEEE International Conference on Machine Learning and Applications (ICMLA), 2019. (Acceptance rate 31%). DOI
C.35 Matthew Harkey, Lori Lyn Price, Grace H. Lo, Ming Zhang, Jincheng Pang, Timothy E. McAlindon, Jeffrey B. Driban, A Novel Composite Score Reflecting Disease Activity Predicts Future Knee Replacements: Data from the Osteoarthritis Initiative, Arthritis Rheumatol., 71 (suppl 10), 2019. Link
C.34 Matthew Harkey, Julie Davis, Bing Lu, Lori Lyn Price, Robert J. Ward, James MacKay, Charles B. Eaton, Grace H. Lo, Mary Barbe, Ming Zhang, Jincheng Pang, Alina Stout, Timothy E. McAlindon, Jeffrey B. Driban, Changes in Novel Composite Scores of Disease Activity and Cumulative Damage are Prognostic of Accelerated Knee Osteoarthritis: Data from the Osteoarthritis Initiative, Arthritis Rheumatol., 71 (suppl 10), 2019. Link
C.33 Matthew Harkey, Julie Davis, Bing Lu, Lori Lyn Price, Charles B. Eaton, Grace H. Lo, Mary Barbe, Robert J. Ward, Ming Zhang, H. Liu, K. L. Lapane, J. W. MacKay, Timothy E. McAlindon, Jeffrey B. Driban, Diffuse Tibiofemoral Cartilage Change Prior to the Development of Accelerated Knee Osteoarthritis: Data from the Osteoarthritis Initiative, Osteoarthritis and Cartilage, v27, Sup 1, S331-S332. 2019. DOI
C.32 Matthew Harkey, Julie Davis, Bing Lu, Lori Lyn Price, Robert J. Ward, James MacKay, Charles B. Eaton, Grace H. Lo, Mary Barbe, Ming Zhang, Jincheng Pang, Alina Stout, Timothy E. McAlindon, Jeffrey B. Driban, Novel Composite Knee Structure Metrics of Disease Activity and Cumulative Damage Predict the Development of Accelerated Knee Osteoarthritis : Data from the Osteoarthritis Initiative, Osteoarthritis and Cartilage, v27, Sup 1, S333. 2019. DOI
2018
C.31 Zhang M*, Shan J, Du YD, Almajalid R, Su I, Delvecchio J, Whole Knee Cartilage Quantification Based on Informative Locations, IEEE International Conference on Bioinformatics, and Biomedicine (BIBM), 2018. (Acceptance rate 19.6%). DOI
C.30 Almajalid R, Shan J, Du YD, Zhang M*, Development of a Deep Learning Based Method for Breast Ultrasound Image Segmentation, IEEE International Conference on Machine Learning and Applications (ICMLA), 2018. DOI
C.29 Du YD, Shan J, Almajalid R, Tomer Alon, Zhang M*, Using Whole Knee Cartilage Damage Index to Predict Knee Osteoarthritis: A Two-year Longitudinal Study, IEEE International Conference on Bioinformatics, and Biomedicine (BIBM), 2018, V 1, 623-628 (Acceptance rate 19.6%). DOI
C.28 Du YD, Shan J, Almajalid R, Zhang M*, Knee Osteoarthritis Severity Level Classification Using Whole Knee Cartilage Damage Index and Artificial Neural Network, IEEE/ACM Conference on Connected Health: Applications, Systems and Engineering Technology (CHASE), 2018. DOI
C.27 Harkey MS, Zhang M, Blackburn JT, Davis H, Driban JB, Pietrosimone B, Ultrasonographic Assessment of Acute Femoral Cartilage Deformation Following Walking and Running in Individuals with an Anterior Cruciate Ligament Reconstruction, National Athletic Trainers’ Association Clinical Symposia, 2018.
C.26 Matthew Harkey, Julie Davis, Bing Lu, Lori Lyn Price, Robert J. Ward, James MacKay, Charles B. Eaton, Grace H. Lo, Mary Barbe, Ming Zhang, Jincheng Pang, Alina Stout, Timothy E. McAlindon, Jeffrey B. Driban, Early Pre-Radiographic Structural Pathology Precedes the Onset of Accelerated Knee Osteoarthritis: Data from the Osteoarthritis Initiative, Arthritis and Rheumatism, 2018; 70 (suppl 10)
C.25 Jeffrey B. Driban, Julie Davis, Bing Lu, Lori Lyn Price, Robert J. Ward, James MacKay, Charles B. Eaton, Grace H. Lo, Mary Barbe, Ming Zhang, Jincheng Pang, Alina Stout, Matthew Harkey, Timothy E. McAlindon, Accelerated Knee Osteoarthritis Is Characterized By Destabilizing Meniscal Tears and Pre-Radiographic Structural Disease Burden, Arthritis and Rheumatism, 2018; 70 (suppl 10)
C.24 Lori Lyn Price, Jeffrey B. Driban, Grace H. Lo, Ming Zhang, Michael P. LaValley, Timothy E. McAlindon, Magnetic Resonance Imaging Features Can Classify Adults Who Will Develop Accelerated Knee Osteoarthritis, A New Way to Think about Composite Magnetic Resonance Imaging Scores to Measure Osteoarthritis Severity and Progression, Arthritis and Rheumatism, 2018; 70 (suppl 10)
C.23 Lori Lyn Price, Matthew Harkey, Robert J. Ward, James MacKay, Ming Zhang, Julie Davis, Timothy E. McAlindon, Grace H. Lo, Mamta Amin, Charles B. Eaton, Bing Lu, Jeffrey Duryea, Mary Barbe, Jeffrey B. Driban, Magnetic Resonance Imaging Features Can Classify Adults Who Will Develop Accelerated Knee Osteoarthritis, Arthritis and Rheumatism,. 2018; 70 (suppl 10)
2017
C.22 Du YD, Shan J, Zhang M*, Knee Osteoarthritis Prediction on MR Images Using Cartilage Damage Index on MR Images and Machine Learning Methods, IEEE International Conference on Bioinformatics, and Biomedicine (BIBM), 2017. DOI
C.21 Canavatchel AR, Price LL, Driban JB, Zhang M, Lo GH, McAlindon TE, An Exploratory Analysis of Physical Activity Levels and The Presence of Bone Marrow Lesions in Adults with Knee Osteoarthritis: Data from Osteoarthritis Initiative, Arthritis and Rheumatism, 2017, 69: S10
C.20 England KM, Hammoud K, Ishak R, Fitzsimmons S, Canavatchel AR, Zhang M, McAlindon TE, Driban JB, & Ward RJ. Normal and Abnormal Tibial Tuberosity – Trochlear Groove Distance is Positively Correlated with Patellar Cartilage Loss – Data from the Osteoarthritis Initiative. Radiology Society of North America 102nd Scientific Assembly and Annual Meeting
C.19 England KM, Hammoud K, Ishak R, Fitzsimmons S, Canavatchel AR, Zhang M, McAlindon TE, Driban JB, & Ward RJ. Patella Alta is associated with accelerated medial not lateral patellar cartilage loss. Radiology Society of North America 102nd Scientific Assembly and Annual Meeting
C.18 England KM, Hammoud K, Ishak R, Fitzsimmons S, Canavatchel AR, Zhang M, McAlindon TE, Driban JB, & Ward RJ. Trochlea Dysplasia is associated with increased lateral patellar cartilage loss. Radiology Society of North America 102nd Scientific Assembly and Annual Meeting
2016
C.17 Zhang M, Price LL, Canavatchel AR, Driban JB, Yuan PW, Lo GH, & McAlindon TE, Cartilage Loss Primarily Occurs in the Most Affected Tibiofemoral Compartment with no Evidence of a Ceiling Effect among Advanced-Stage Disease: A Two-year Longitudinal Study of Data from the Osteoarthritis, Arthritis and Rheumatism, 2016, 68: S10
C.16 Canavatchel AR, Lo GH, LaValley MP, Zhang M, Driban JB, Price LL, Miller E, Eaton C, McAlindon TE, Visualizing Different Patterns of Cartilage Change a Two-Year Study of Data from the Osteoarthritis Initiative, Arthritis and Rheumatism, 2016, 68: S10
C.15 Stoct A, Barbe MF, Eaton CB, Amin M, Al-Eid F, Price LL, Lu B, Lo GH, Zhang M, McAlindon TE, & Driban JB, Inflammation and Glucose Homeostasis are Associated with Specific Structural Features Among Adults without Knee Osteoarthritis: Data from the Osteoarthritis Initiative, Arthritis and Rheumatism, 2016, 68: S10
C.14 Fatimah Al Eid, McAlindon TE, Zhang M, Driban JB, The Clinical Utility of the Bulge Sign in Evaluating Knee Osteoarthritis, Arthritis and Rheumatism, 2016, 68: S10
C.13 Zhang M, Canavatchel AR, Driban JB, Price LL, McAlindon TE, Patella cartilage change is not associated with difficulty with stairs and crepitus: a two-year longitudinal study of Data from the osteoarthritis initiative, Osteoarthritis and Cartilage 2016, 24, Supplement 1: S356-S357. DOI
2015
C.12 Zhang M, Driban JB, Price LL, Miller E, McAlindon TE, A Magnetic Resonance Imaging Based Rapid Knee Cartilage Quantification Method for the Lateral Tibiofemoral Compartment: Data from the osteoarthritis initiative, Osteoarthritis and Cartilage 2015, 23, Supplement 2: A209-A210. DOI
C.11 Zhang M, Driban JB, Price LL, Grace Lo, McAlindon TE, Bone Marrow Lesions quantitatively Evaluated on Fluid Sensitive Sequences, not Cartilage Sequences, Correlate with Pain: Data from the Oasteoarthritis Initiative, Osteoarthritis and Cartilage 2015, 23, Supplement 2: A207-A208. DOI
C.10 Lo GH, Schneider E, Driban JB, Price LL, Zhang M, Harper D, Eaton CB, McAlindon TE, Relative Periarticular Bone Mineral Density Associates with Articular Cartilage Damage Cross-sectionally and Longitudinally, Osteoarthritis and Cartilage 2015, 23, Supplement 2: A207-A208. DOI
2014
C.9 Zhang M, Driban JB, Price LL, Miller E, McAlindon TE, Validation of Cartilage Damage Index with Joint Space Width and Static Alignment, Osteoarthritis and Cartilage 2014, 22, Supplement: S299. DOI
C.8 Zhang M, Driban JB, Price LL, Miller E, McAlindon TE, Study of Cartilage Damage Index with Joint Space Narrowing and Kellgren-Lawrence Grade. Osteoarthritis and Cartilage 2014, 22, Supplement: S297-S298. DOI
2013
C.7 Zhang M, Driban JB, Price LL, Miller E, McAlindon TE, Development and Validation of A Rapid Cartilage Quantification Method, Arthritis and Rheumatism, 2013 65: S479
C.6 Lo GH, Price LL, Zhang M, Driban JB, Harper D, McAlindon TE, Exploratory Factor Analysis of a Parsimonious Medical Cartilage Damage Index Reveals One Factor Associated with Radiographic Severity and Symptoms, Arthritis and Rheumatism, 2013 65: S241
2012 and early
C.5 Zhang L, Zhang M, A Fully Automatic Image Segmentation Using an Extended Fuzzy Set. Computer Science for Environmental Engineering and EcoInformatics, 2011, 412-417. DOI
C.4 Zhang L, Zhang M, Cheng HD, An Extended Fuzzy Logic Method for Watershed, Proc. 11th Join Conference of Information Science, 2008. DOI
C.3 Zhang M, Zhang L, Cheng HD, Fuzzy Watershed Method for Image Segmentation, Proc. 10th Join Conference of Information Science, 2007
C.2 Zhang L, Zhang M, Cheng HD, An Implementation of Fuzzy Logic in Image Segmentation, 2nd International Conference on Complex Systems and Applications—Modeling, Control & Simulations, 2007
C.1 Zhang L, Sun Y, Zhang M, Lightweight RTPS Middleware for Distributed SCADA System, Proc. 10th Join Conference of Information Science, 2007