Semantic-based Biomedical Image Indexing and Retrieval

This paper summarizes our work and our understanding on volumetric pathological neuroimage retrieval under the framework of classification-driven feature selection. The main effort concerns off-line image feature space reduction for improved image indexing feature discriminating power as well as reduced computational cost during on-line pathological neuroimage retrieval. Keywrods: 3D image, feature selection, brain asymmetry, midsagittal plane, image classification,indexing, retrieval

[1]  Yanxi Liu,et al.  Discriminative MR Image Feature Analysis for Automatic Schizophrenia and Alzheimer's Disease Classification , 2004, MICCAI.

[2]  Tom Minka,et al.  Interactive learning with a "society of models" , 1997, Pattern Recognit..

[3]  Ricky K. Taira,et al.  Knowledge-Based Image Retrieval with Spatial and Temporal Constructs , 1997, IEEE Trans. Knowl. Data Eng..

[4]  A. Toga,et al.  High-Resolution Random Mesh Algorithms for Creating a Probabilistic 3D Surface Atlas of the Human Brain , 1996, NeuroImage.

[5]  K. Wakimoto,et al.  Efficient and Effective Querying by Image Content , 1994 .

[6]  Alex Pentland,et al.  Photobook: Content-based manipulation of image databases , 1996, International Journal of Computer Vision.

[7]  Jan Rittinger,et al.  E-cient and Efiective Querying by Image Content , 2004 .

[8]  Daniel N. Hill,et al.  An Empirical Investigation of Brute Force to choose Features, Smoothers and Function Approximators , 1992 .

[9]  Yanxi Liu,et al.  SVM decision boundary based discriminative subspace induction , 2005, Pattern Recognit..

[10]  Nicholas Ayache,et al.  Medical Image Analysis: Progress over Two Decades and the Challenges Ahead , 2000, IEEE Trans. Pattern Anal. Mach. Intell..

[11]  Yanxi Liu,et al.  A classification based similarity metric for 3D image retrieval , 1998, Proceedings. 1998 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No.98CB36231).

[12]  Westone,et al.  Home Page , 2004, 2022 2nd International Conference on Intelligent Cybernetics Technology & Applications (ICICyTA).

[13]  D. Hill,et al.  Medical image registration , 2001, Physics in medicine and biology.

[14]  Matthew L. Miller,et al.  The Bayesian Image Retrieval System, PicHunter , 2000 .

[15]  A. Moore.  A Locally Weighted Learning Tutorial using Vizier 1.0 , 1997 .

[16]  Gerald Q. Maguire,et al.  Comparison and evaluation of retrospective intermodality brain image registration techniques. , 1997, Journal of computer assisted tomography.

[17]  Ingemar J. Cox,et al.  The Bayesian image retrieval system, PicHunter: theory, implementation, and psychophysical experiments , 2000, IEEE Trans. Image Process..

[18]  Jeff Schneider.  A Locally Weighted Learning Tutorial using Vizier 1.0 , 1997 .

[19]  Yanxi Liu,et al.  Facial asymmetry quantification for expression invariant human identification , 2003, Comput. Vis. Image Underst..

[20]  Calvin L. Williams,et al.  Modern Applied Statistics with S-Plus , 1997 .

[21]  Yanxi Liu,et al.  Facial asymmetry quantification for expression invariant human identification , 2002, Proceedings of Fifth IEEE International Conference on Automatic Face Gesture Recognition.

[22]  Jerry L Prince,et al.  A computerized approach for morphological analysis of the corpus callosum. , 1996, Journal of computer assisted tomography.

[23]  James Ze Wang,et al.  SIMPLIcity: Semantics-Sensitive Integrated Matching for Picture LIbraries , 2000, IEEE Trans. Pattern Anal. Mach. Intell..

[24]  Leonidas J. Guibas,et al.  A metric for distributions with applications to image databases , 1998, Sixth International Conference on Computer Vision (IEEE Cat. No.98CH36271).

[25]  Yanxi Liu,et al.  SVM Based Feature Screening Applied To Hierarchical Cervical Cancer Detection , 2003 .

[26]  James S. Duncan,et al.  Synthesis of Research: Medical Image Databases: A Content-based Retrieval Approach , 1997, J. Am. Medical Informatics Assoc..

[27]  H K Huang,et al.  Design methods and architectural issues of integrated medical image data base systems. , 1996, Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society.

[28]  Takeo Kanade,et al.  Classification-Driven Pathological Neuroimage Retrieval Using Statistical Asymmetry Measures , 2001, MICCAI.

[29]  Guy Marchal,et al.  Multimodality image registration by maximization of mutual information , 1997, IEEE Transactions on Medical Imaging.

[30]  H. K. Huang,et al.  Infrastructure design of a picture archiving and communication system. , 1992, AJR. American journal of roentgenology.

[31]  Takeo Kanade,et al.  Content-based 3D neuroradiologic image retrieval: preliminary results , 1998, Proceedings 1998 IEEE International Workshop on Content-Based Access of Image and Video Database.

[32]  Yanxi Liu,et al.  Robust midsagittal plane extraction from normal and pathological 3-D neuroradiology images , 2001, IEEE Transactions on Medical Imaging.