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Biomedical Image Analysis
This lab is no longer active.
Head: Yanxi Liu
Contact: Yanxi Liu
Associated center(s) / consortia:
 Medical Robotics Technology Center (MRTC)
 Vision and Autonomous Systems Center (VASC)
Publications
  • Towards Efficient Automated Characterization of Irregular Histology Images via Transformation to Frieze-Like Patterns

    B.A. Canada, G.K. Thomas, K.C. Cheng, James Z. Wang, and Yanxi Liu
    Proceedings of the ACM International Conference on Image and Video Retrieval, July, 2008.
    Details

  • Quantified Brain Asymmetry for Age Estimation of Normal and Alzheimer's Disease/Mild Cognitive Impairment Subjects

    Leonid Teverovskiy, Jim Becker, Oscar Lopez, and Yanxi Liu
    5th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, May, 2008.
    Details

  • Automatic Lattice Detection in Near-Regular Histology Array Images

    Brian A. Canada, Georgia K. Thomas, Keith C. Cheng, James Z. Wang, and Yanxi Liu
    Proceedings of the IEEE International Conference on Image Processing, October, 2008.
    Details

  • Acceleration of cerebral ventricular expansion in the Cardiovascular Health Study

    Owen Carmichael, L. H. Kuller, O. L. Lopez, P. M. Thompson, R. A. Dutton, A. Lu, S. E. Lee, J. Y. Lee, H. J. Aizenstein, C. C. Meltzer, Yanxi Liu, A. W. Toga, and J. T. Becker
    Neurobiology of Aging, Vol. 28, No. 9, September, 2007, pp. 1316 - 1321.
    Details

  • Feature-based vs. Intensity-based Neuroimage Registration: Comprehensive Comparison Using Mutual Information

    Leonid Teverovskiy, Owen Carmichael, Howard Aizenstein, Nicole Lazar, and Yanxi Liu
    2007 IEEE International Symposium on Biomedical Imaging, April, 2007.
    Details

  • Discovery of "Biomarkers" for Alzheimer's Disease Prediction from Structural MR Images

    Yanxi Liu, Leonid Teverovskiy, Oscar Lopez, Howard Aizenstein, Carolyn Meltzer, and Jim Becker
    2007 IEEE International Symposium on Biomedical Imaging, April, 2007.
    Details

  • Ventricular volume and dementia progression in the Cardiovascular Health Study

    Owen Carmichael, L. H. Kuller, O. L. Lopez, P. M. Thompson, A. Lu, S. E. Lee, J. Y. Lee, H. J. Aizenstein, C. C. Meltzer, Yanxi Liu, A. W. Toga, and J. T. Becker
    Neurobiology of Aging, Vol. 28, No. 3, February, 2007, pp. 389 - 397.
    Details

  • Understanding the Role of Facial Asymmetry in Human Face Identification

    Sinjini Mitra, Nicole Lazar, and Yanxi Liu
    Statistics and Computing, Vol. 17, January, 2007, pp. 57 - 70.
    Details | pdf (515KB) | Copyrighted

  • Cerebral Ventricular Changes Associated With Transitions Between Normal Cognitive Function, Mild Cognitive Impairment, and Dementia

    Owen Carmichael, L.H. Kuller, Oscar Lopez, P.M. Thompson, R.A. Dutton, A. Lu, S.E. Lee, J.Y. Lee, Howard Aizenstein, Carolyn Meltzer, Yanxi Liu, A.W. Toga, and Jim Becker
    Alzheimer's Disease and Associated Disorders, Vol. 21, No. 1, January, 2007, pp. 14 - 24.
    Details

  • Quantified Symmetry for Entorhinal Spatial Maps

    Erick Chastain and Yanxi Liu
    Fifteenth Annual Computational Neuroscience Meeting (CNS 2006), July, 2006.
    Details | pdf (444KB) | Copyrighted

  • Truly 3D Midsagittal Plane Extraction for Robust Neuroimage Registration

    Leonid Teverovskiy and Yanxi Liu
    3rd IEEE International Symposium on Biomedical Imaging: Macro to Nano, 2006, April, 2006, pp. 860 - 863.
    Details | pdf (344KB) | Copyrighted

  • Mapping Ventricular Changes Related to Dementia and Mild Cognitive Impairment in a Large Community-Based Cohort

    Owen Carmichael, P.M. Thompson, R.A. Dutton, A. Lu, S.E. Lee, J.Y. Lee, L.H. Kuller, Oscar Lopez, Howard Aizenstein, C. CidisMeltzer, Yanxi Liu, A.W. Toga, and Jim Becker
    3rd IEEE International Symposium on Biomedical Imaging: Macro to Nano, 2006, April, 2006, pp. 315 - 318.
    Details | pdf (557KB) | Copyrighted

  • Firing Fields of Dorsocaudal Medial Entorhinal Cortex as a Context-Independent Spatial Map

    Erick Chastain and Yanxi Liu
    tech. report CMU-RI-TR-06-02, Robotics Institute, Carnegie Mellon University, January, 2006
    Details | pdf (472KB) | Copyrighted

  • Expression Classification using Wavelet Packet Method on Asymmetry Faces

    Kenny Teng and Yanxi Liu
    tech. report CMU-RI-TR-06-03, Robotics Institute, Carnegie Mellon University, January, 2006
    Details | pdf (1MB) | Copyrighted

  • Atlas-Based Hippocampus Segmentation In Alzheimer's Disease and Mild Cognitive Impairment

    Owen Carmichael, Howard Aizenstein, Simon W. Davis, Jim Becker, Paul M. Thompson, Carolyn Meltzer, and Yanxi Liu
    NeuroImage, No. 27, June, 2005, pp. 979 - 990.
    Details | pdf (735KB) | Copyrighted

  • Computer Vision for Biomedical Image Applications

    Yanxi Liu
    Proceedings of the First International Workshop on Computer Vision for Biomedical Image Applications: Current Techniques and Future Trends, CVBIA 2005, Yanxi Liu, Tianzi Jiang, and Changshui Zhang,ed., Springer, November, 2005
    Details

  • SVM Decision Boundary Based Discriminative Subspace Induction

    Jiayong Zhang and Yanxi Liu
    Pattern Recognition, Vol. 38, No. 10, October, 2005, pp. 1746 - 1758.
    Details | pdf (646KB) | Copyrighted

  • Cervical Cancer Detection Using SVM Based Feature Screening

    Jiayong Zhang and Yanxi Liu
    Proceedings of the 7th International Conference on Medical Image Computing and Computer Aided Intervention (MICCAI '04), September, 2004, pp. 873 - 880.
    Details | pdf (850KB) | Copyrighted

  • Representation and Matching of Articulated Shapes

    Jiayong Zhang, Robert Collins, and Yanxi Liu
    Proceedings of the 2004 IEEE Conference on Computer Vision and Pattern Recognition (CVPR'04), June, 2004, pp. 342 - 349.
    Details | pdf (2MB) | Copyrighted

  • Local Facial Asymmetry for Expression Classification

    Sinjini Mitra and Yanxi Liu
    Proceedings of the 2004 IEEE Conference on Computer Vision and Pattern Recognition (CVPR'04), June, 2004, pp. 889 - 894.
    Details | pdf (583KB) | Copyrighted

  • Truly 3D Midsagittal Plane Extraction for Robust Neuroimage Registration

    Leonid Teverovskiy and Yanxi Liu
    tech. report CMU-RI-TR-04-21, Robotics Institute, Carnegie Mellon University, March, 2004
    Details | pdf (903KB) | Copyrighted

  • Discriminative MR Image Feature Analysis for Automatic Schizophrenia and Alzheimer's Disease Classification

    Yanxi Liu, Leonid Teverovskiy, Owen Carmichael, R. Kikinis, M. Shenton, C. S. Carter, V. A. Stenger, S. Davis, Howard Aizenstein, Jim Becker, Oscar Lopez, and Carolyn Meltzer
    tech. report CMU-RI-TR-04-15, Robotics Institute, Carnegie Mellon University, March, 2004
    Details | pdf (1MB) | Copyrighted

  • Semantic based Biomedical Image Indexing and Retrieval

    Yanxi Liu, Nicole Lazar, W.E. Rothfus, Frank Dellaert, Andrew Moore, Jeff Schneider, and Takeo Kanade
    Trends and Advances in Content-Based Image and Video Retrieval, Shapiro, Kriegel, and Veltkamp, ed., 2004
    Details | pdf (1MB) | Copyrighted

  • Atlas-Based Hippocampus Segmentation In Alzheimer's Disease and Mild Cognitive Impairment

    Owen Carmichael, Howard Aizenstein, Simon W. Davis, Jim Becker, Paul M. Thompson, Carolyn Meltzer, and Yanxi Liu
    tech. report CMU-RI-TR-04-53, Robotics Institute, Carnegie Mellon University, December, 2004
    Details | pdf (4MB) | Copyrighted

  • Learning-based Neuroimage Registration

    Leonid Teverovskiy and Yanxi Liu
    tech. report CMU-RI-TR-04-59, Robotics Institute, Carnegie Mellon University, October, 2004
    Details | pdf (321KB) | Copyrighted

  • Discriminative MR Image Feature Analysis for Automatic Schizophrenia and Alzheimer's Disease Classification

    Yanxi Liu, Leonid Teverovskiy, Owen Carmichael, R. Kikinis, M. Shenton, C.S. Carter, V.A. Stenger, S. Davis, Howard Aizenstein, Jim Becker, Oscar Lopez, and Carolyn Meltzer
    Proceedings of the 7th International Conference on MedicalImage Computing and Computer Aided Intervention (MICCAI '04), October, 2004, pp. 393 - 401.
    Details | pdf (993KB) | Copyrighted

  • Facial Asymmetry Quantification for Expression Invariant Human Identification

    Yanxi Liu, Karen Schmidt, Jeffrey Cohn, and Sinjini Mitra
    Computer Vision and Image Understanding Journal, Vol. 91, No. 1/2, July, 2003, pp. 138 - 159.
    Details | pdf (1MB) | Copyrighted

  • A Quantified Study of Facial Asymmetry in 3D Faces

    Yanxi Liu and Jeff Palmer
    tech. report CMU-RI-TR-03-21, Robotics Institute, Carnegie Mellon University, June, 2003
    Details | pdf (5MB) | Copyrighted

  • Human Identification versus Expression Classification via Bagging on Facial Asymmetry

    Yanxi Liu and S. Mitra
    tech. report CMU-RI-TR-03-08, Robotics Institute, Carnegie Mellon University, April, 2003
    Details | pdf (395KB) | Copyrighted

  • A Quantified Study of Facial Asymmetry and Gender Difference

    Yanxi Liu and S. Mitra
    tech. report CMU-RI-TR-03-09, Robotics Institute, Carnegie Mellon University, April, 2003
    Details

  • Using Classical and Resampling Methods for Face Recognition based on Quantified Asymmetry Measures

    Sinjini Mitra, Nicole A. Lazar, and Yanxi Liu
    tech. report 790, Statistics, Carnegie Mellon University, December, 2003
    Details | pdf (366KB) | Copyrighted

  • A Quantified Study of Facial Asymmetry in 3D Faces

    Yanxi Liu and Jeffrey Palmer
    Proceedings of the 2003 IEEE International Workshop on Analysis and Modeling of Faces and Gestures, in conjunction with the 2003 International Conference of Computer Vision (ICCV '03), October, 2003.
    Details | pdf (3MB) | Copyrighted

  • Experiments with Quantified Facial Asymmetry for Human Identification

    Yanxi Liu and S. Mitra
    tech. report CMU-RI-TR-02-24, Robotics Institute, Carnegie Mellon University, September, 2002
    Details | pdf (2MB) | Copyrighted

  • Semantic-based Biomedical Image Indexing and Retrieval

    Yanxi Liu, Nicole Lazar, and W. Rothfus
    International Conference on Diagnostic Imaging and Analysis (ICDIA 2002), August, 2002.
    Details | pdf (539KB) | Copyrighted

  • SVM Based Feature Screening Applied to Hierarchical Cervial Cancer Detection

    Jiayong Zhang, Yanxi Liu, and Tong Zhao
    International Conference on Diagnostic Imaging and Analysis (ICDIA 2002), August, 2002.
    Details | pdf (489KB) | Copyrighted

  • Does Multispectral Texture Features Really Improve Cervical Cancer Detection?

    Tong Zhao, Jiayong Zhang, and Yanxi Liu
    International Conference on Diagnostic Imaging and Analysis (ICDIA 2002), August, 2002.
    Details | pdf (128KB) | Copyrighted

  • Learning Multispectral Texture Features for Cervical Cancer Detection

    Yanxi Liu, Tong Zhao, and Jiayong Zhang
    Proceedings of 2002 IEEE International Symposium on BiomedicalImaging: Macro to Nano, July, 2002, pp. 169 - 172.
    Details | pdf (555KB) | Copyrighted

  • Measurement of Asymmetry in Persons with Facial Paralysis

    G.S. Wachtman, Yanxi Liu, Tong Zhao, Jeffrey Cohn, Karen Schmidt, T.C. Henkelmann, J.M. VanSwearingen, and E.K. Manders
    Combined Annual Conference of the Robert H. Ivy and Ohio Valley societies of Plastic and Reconstructive Surgeons, June, 2002.
    Details

  • Human facial asymmetry for expression-invariant facial identification

    Yanxi Liu, Karen Schmidt, Jeffrey Cohn, and Rhiannon L. Weaver
    Proceedings of the Fifth IEEE International Conference on Automatic Face and Gesture Recognition (FG'02), May, 2002.
    Details | pdf (1MB) | Copyrighted

  • Facial Asymmetry Quantification for Expression Invariant Human Identification

    Yanxi Liu, Karen Schmidt, Jeffrey Cohn, and Rhiannon L. Weaver
    Proceedings of the 5th International Conference on Automatic Face and Gesture Recognition (FG'02), May, 2002, pp. 198 - 204.
    Details | pdf (767KB) | Copyrighted

  • Facial Asymmetry: A New Biometric

    Yanxi Liu, R.L. Weaver, Karen Schmidt, N. Serban, and Jeffrey Cohn
    tech. report CMU-RI-TR-01-23, Robotics Institute, Carnegie Mellon University, August, 2001
    Details | pdf (662KB) | Copyrighted

  • Robust Midsagittal Plane Extraction from Normal and Pathological 3D Neuroradiology Images

    Yanxi Liu, Robert Collins, and William E. Rothfus
    IEEE Transactions on Medical Imaging, Vol. 20, No. 3, March, 2001, pp. 175 - 192.
    Details | pdf (853KB) | Copyrighted

  • Classification-Driven Pathological Neuroimage Retrieval Using Statistical Asymmetry Measures

    Yanxi Liu, Frank Dellaert, William E. Rothfus, Andrew Moore, Jeff Schneider, and Takeo Kanade
    Proceedings of the 2001 Medical Imaging Computing and Computer Assisted Intervention Conference (MICCAI '01), October, 2001.
    Details | pdf (452KB) | Copyrighted

  • Learning Discriminant Features in Multispectral Biological images

    Yanxi Liu
    tech. report CMU-RI-TR-01-24, Robotics Institute, Carnegie Mellon University, 2001
    Details

  • Evaluation of a Robust Midsagittal Plane Extraction Algorithm for Coarse, Pathological 3D Images

    Yanxi Liu, Robert Collins, and William E. Rothfus
    Proceedings of the Medical Imaging Computing and Computer Assisted Intervention Conference (MICCAI 2000), October, 2000.
    Details | pdf (689KB) | Copyrighted

  • A Classification Based Similarity Metric for 3D Image Retrieval

    Yanxi Liu and Frank Dellaert
    CVPR'98, June, 1998, pp. 800 - 805.
    Details | pdf (328KB) | Copyrighted

  • Automatic Bilateral Symmetry (Midsagittal) Plane Extraction from Pathological 3D Neuroradiological Images

    Yanxi Liu, Robert Collins, , , and M.D.
    SPIE International Symposium on Medical Imaging, February, 1998.
    Details | pdf (581KB) | Copyrighted

  • Content-based 3D Neuroradiologic Image Retrieval: Preliminary Results

    Yanxi Liu, , , M.D., and Takeo Kanade
    IEEE International Workshop on Content-based Access of Image and Video Databases, January, 1998, pp. 91 - 100.
    Details | pdf (1MB) | Copyrighted

  • Content based 3D Neuroradiologic Image Indexing and Retrieval: Preliminary Results

    Yanxi Liu, William E. Rothfus, and Takeo Kanade
    tech. report CMU-RI-TR-98-04, Robotics Institute, Carnegie Mellon University, 1998
    Details | pdf (935KB) | Copyrighted

  • Classification Driven Semantic Based Medical Image Indexing and Retrieval

    Yanxi Liu, Frank Dellaert, and William E. Rothfus
    tech. report CMU-RI-TR-98-25, Robotics Institute, Carnegie Mellon University, 1998
    Details | pdf (1MB) | Copyrighted

  • Classification Driven Medical Image Retrieval

    Yanxi Liu and Frank Dellaert
    Proc. of the Image Understanding Workshop, 1998.
    Details | pdf (546KB) | Copyrighted

  • Automatic Extraction of the Central Symmetry Plane from Neuroradiology Images

    Yanxi Liu and Robert Collins
    tech. report CMU-RI-TR-96-40, Robotics Institute, Carnegie Mellon University, December, 1996
    Details | pdf (638KB) | Copyrighted