Content-Based Retrieval of Medical Images

We consider the requirements for the design and implementation of Image DataBase (IDB) systems which support the retrieval of medical images by content. Attention is focused on a methodology for the efficient representation and retrieval of medical images based on spatial information. The content of medical images is represented by Attributed Relational Graphs (ARGs) holding features of objects or regions and relationships between such objects or regions. The method can answer queries by example, such as “find all image examinations similar to Smith’s examination”. The performance of the method has been evaluated using a dataset of 13,500 simulated, but realistic computed tomography and magnetic resonance images. Key-Words: image database, medical image, attributed relational graph, query by example.

[1]  William J. Christmas,et al.  Structural Matching in Computer Vision Using Probabilistic Relaxation , 1995, IEEE Trans. Pattern Anal. Mach. Intell..

[2]  Dorin Comaniciu,et al.  Image-guided decision support system for pathology , 1999, Machine Vision and Applications.

[3]  Euripides G. M. Petrakis,et al.  Similarity Searching in Medical Image Databases , 1997, IEEE Trans. Knowl. Data Eng..

[4]  B. Messmer Efficient graph matching algorithms , 1995 .

[5]  Ricky K. Taira,et al.  Knowledge-Based Image Retrieval with Spatial and Temporal Constructs , 1998, IEEE Trans. Knowl. Data Eng..

[6]  Euripides G. M. Petrakis,et al.  Methodology for the representation, indexing and retrieval of images by content , 1993, Image Vis. Comput..

[7]  S C Orphanoudakis,et al.  I2Cnet: Content-based similarity search in geographically distributed repositories of medical images. , 1996, Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society.

[8]  Amarnath Gupta,et al.  Visual information retrieval , 1997, CACM.

[9]  Dragutin Petkovic,et al.  Query by Image and Video Content: The QBIC System , 1995, Computer.

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