Similarity measures for compressed image databases

For image database applications it is desirable that functions such as searching, browsing and partial recall be done without the need to totally decompress the image. This has the advantage of alleviating possible burden and degradation that the network may suffer. Edge images derived from wavelet-compressed images are considered as an index that can be queried by example. Zernike moment invariants are used as descriptors for the index edge image and the query sketch image. The descriptions are compared for the purpose of database searching. The query images were allowed to undergo translation, rotation, scaling and some deformation. Simulation results gave a 90% recognition rate.

[1]  Ming-Kuei Hu,et al.  Visual pattern recognition by moment invariants , 1962, IRE Trans. Inf. Theory.

[2]  Enrico Tronci 1997 , 1997, Les 25 ans de l’OMC: Une rétrospective en photos.

[3]  Demetri Psaltis,et al.  Recognitive Aspects of Moment Invariants , 1984, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[4]  David Mumford,et al.  Mathematical theories of shape: do they model perception? , 1991, Optics & Photonics.

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

[6]  M. Teague Image analysis via the general theory of moments , 1980 .

[7]  Sugata Ghosal,et al.  A moment-based unified approach to image feature detection , 1997, IEEE Trans. Image Process..

[8]  Robert B. McGhee,et al.  Aircraft Identification by Moment Invariants , 1977, IEEE Transactions on Computers.

[9]  Axthonv G. Oettinger,et al.  IEEE Transactions on Information Theory , 1998 .

[10]  Allen Klinger,et al.  Image Coding in Visual Databases , 1991, VDB.

[11]  Philip Ogunbona,et al.  Content-based retrieval from compressed-image databases , 1997, Proceedings DCC '97. Data Compression Conference.

[12]  A. Tversky Features of Similarity , 1977 .

[13]  Alireza Khotanzad,et al.  Invariant Image Recognition by Zernike Moments , 1990, IEEE Trans. Pattern Anal. Mach. Intell..