Abstract
This paper presents a comprehensive model for image processing in multimedia systems. We describe a wavelet using nonorthogonal expansions in decomposing images. It provides a consistent representation for image compression, retrieving and processing. Expansion functions have the least joint uncertainty relation over the spatial and the spatial frequency domains. We propose a method using neurocomputing for encoding and decoding images. Images are indexed and retrieved based on the features extracted from the region bounded by coding co-efficients.
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References
Ballard, D A & Brown, C M (1982). Computer Vision. NJ: Englewood Cliffs.
Binaghi, E; Gagliardi, I & Schettini, R (1992). Indexing and fuzzy logic-based retrieval of colour images. IFIP Working Conf. on Visual Database Systems II, Elsevier Science Publishers, pp79–92.
Burt P J & Adelson, E H (1983). The Laplacian pyramid as a compact image code. IEEE Trans. COM 31:532–540.
Chang, S K; Yan, C W; Dimitroff, D C & Arndt, T (1988). An intelligent image database system. IEEE Trans. on SE 14:681–688.
Chua, T S; Pung, H K; Lu, G J & Jong, H S (1994). A concept-based image retrieval system. Proc 27th Annual Hawaii Int'l Conf. on Systems Sciences, pp590–598.
Daugman, J G (1988). Complete discrete 2-D Gabor transforms by neural networks for image analysis and compression. IEEE Trans. on ASSP36:1169–179.
Feichtinger, H G & Grochenig, K (1992). Non-orthogonal wavelet and Gabor expansions, and group representations. In: Wavelets and Their Applications, Edited by M B Ruskai et al., Boston: Jones and Bartlett.
Gabor, D (1946). Theory of communication. J. IEE 93:429–459.
Jin, J S (1992). Depth Acquisition and Surface Reconstruction in Three Dimensional Computer Vision. PhD Thesis, University of Otago.
Jin, J S (1994). A high entropy signature using optimal coding. Proc. International Society for Photogrammetry & Remote Sensing Commission III Symposium, Munich, pp432–439.
Jin, J S, Cao, E & Cox, B G (1992). Bridging the gap: from images to graphics. In: Proc. of the 2nd Int. Conf. on Automation, Robotics & Computer Vision, Singapore, vol 1:NW3.4. 1–5.
Jones, J & Palmer, L (1987). An evaluation of the two dimensional Gabor filter model of simple receptive fields in cat striate cortex. J. Neurophysiology 58:1233–1258.
Leung, C H C Hibler, J & Mwara, N (1994). Content-based Retrieval in Multimedia Databases. Computer Graphics 28:24–28.
Mallat, S G (1989a). A theory for multiresolution signal decompositioin: the wavelet representation. IEEE Trans. PAMI 11:674–693.
Mallat, S G (1989b). Multifrequency channel decompositions of images and wavelet models. IEEE Trans. ASSP 37:2091–2110.
Marr, D (1982). Vision. San Francisco: Freeman.
Nagasaka, A & Tanaka, Y (1992). Automatic viseo indexing and full-video search for object appearances. IFIP Working Conf. on Visual Database Systems II, Elsevier Science Publishers, pp 113–127.
Niblack, W; Barber, R; Equitz, W; Flickner, M; Glasman, E; Petkovic, D; Yanker, P; Faloutsos, C & Taubin, G (1993), The QBIC project: querying images by content using colour, texture, and shape. Research Report, #RJ9203(81511), IBM Almaden Research Center, San Jose.
Pollen, D & Ronner, S (1981). Phase relationships between adjacent simple cells in the visual cortex. Science. 212:1409–1411.
Porat, M & Zeevi, Y (1988). The generalized Gavor scheme of image representation in biological and machine vision. IEEE Trans. PAMI 10:452–468.
Price, R; Chua T S & Al-Hawamdeh, S (1992). Applying relevance feedback to a photo archival system. J of Information Science 18:203–215.
Rabitti, F & Stanchev, P (1989). GRIM-DBMS: a graphical image database management system. IFIP Working Conf. on Visual Database Systems, pp415–430.
Sekuler, R & Blake, R (1990). Perception. 3rd Ed, New York: McGraw-Hill Publishing Co.
Simoncelli, E P & Adelson, E H (1991). Subband transforms. Subband Image Coding, edited by J W Woods, pp143–192, Boston:Kluwer Academic Publishers.
Smoliar, S W & Zhang, H J (1994). Content-Based Video Indexing and Retrieval. IEEE Trans on Multimedia 1:62.
Swain, M J (1993). Interactive indexing into image database. SPIE v1908.
Tanabe, K & Ohya, J (1989). A similarity retrieval method for line drawing image database. Progress in Image Analysis and Processing.
Wallace, G K (1991). The JPEG still picture compression standard. Communications of the ACM 34:30–44.
Watson, A B (1983). Detection and recognition of simple spatial forms. In: Physical and biological processing of images, edited by O J Braddick & A C Sleigh, pp101–114, New York: Springer-Verlag.
Wilson, H R (1983). Psychophysical evidence for spatial channels. In: Physical and Biological Processing of Images, edited by O J Braddick & A C Sleigh, pp88–99, NY: Springer-Verlag.
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Jin, J.S. (1996). Image processing in multimedia. In: Brusilovsky, P., Kommers, P., Streitz, N. (eds) Multimedia, Hypermedia, and Virtual Reality Models, Systems, and Applications. MHVR 1996. Lecture Notes in Computer Science, vol 1077. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-61282-3_7
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DOI: https://doi.org/10.1007/3-540-61282-3_7
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