5.1.6 Karhunen-Loeve Transform, General

Chapter Contents (Back)
Karhunen-Loeve Transform Filter. Specific applications are in the appropriate section.

Fukunaga, K., Koontz, W.L.G.,
Application of the Karhunen-Loeve Expansion to Feature Selection and Ordering,
TC(19), No. 4, April 1970, pp. 311.
See also Algorithm for Finding Intrinsic Dimensionality of Data, An. BibRef 7004

Kittler, J.V.[Josef V.], Young, P.C.[Peter C.],
A new approach to feature selection based on the Karhunen-Loeve expansion,
PR(5), No. 4, December 1973, pp. 335-352.
Elsevier DOI 0309
BibRef

Lowitz, G.E.,
Stability and dimensionality of Karhunen-Loêve multispectral image expansions,
PR(10), No. 5-6, 1978, pp. 359-363.
Elsevier DOI 0309
BibRef

Hunt, B.R., Kubler, O.,
Karhunen-Loeve Multispectral Image Restoration, Part I: Theory,
ASSP(32), 1984, pp. 592-600. BibRef 8400

Savoji, M.H., Burge, R.E.,
On Different Methods Based on the Karhunen-Loeve Expansion and Used in Image Analysis,
CVGIP(29), No. 2, February 1985, pp. 259-269.
Elsevier DOI BibRef 8502

Xia, X.G.[Xiang-Gen], Suter, B.W.,
On vector Karhunen-Loeve transforms and optimal vector transforms,
CirSysVideo(5), No. 4, August 1995, pp. 372-374.
IEEE Top Reference. 0206
BibRef
And:
A systematic construction method for spatial-varying FIR filter banks with perfect reconstruction,
ICIP94(I: 830-834).
IEEE DOI 9411
BibRef

Rajan, J.J., Rayner, P.J.W.,
Model Order Selection for the Singular-Value Decomposition and the Discrete Karhunen-Loeve Transform Using a Bayesian-Approach,
VISP(144), No. 2, April 1997, pp. 116-123. 9706
BibRef

Carevic, D., Caelli, T.M.,
Region-Based Coding of Color Images Using Karhunen-Loeve Transform,
GMIP(59), No. 1, January 1997, pp. 27-38. 9703
BibRef

Greenshields, I.R., Rosienea, J.A.,
A Fast Wavelet Based Karhunen Loeve Transform,
PR(31), No. 7, July 1998, pp. 839-845.
Elsevier DOI 9807
BibRef

Levy, A., Rubinstein, J.,
Hilbert-space Karhunen-Loeve transform with application to image analysis,
JOSA-A(16), No. 1, January 1999, pp. 28-35. BibRef 9901

Lahme, B., Miranda, R.,
Karhunen-Loeve Decomposition in the Presence of Symmetry--Part I,
IP(8), No. 9, September 1999, pp. 1183-1190.
IEEE DOI BibRef 9909

Levy, A.[Avi], Lindenbaum, M.[Michael],
Sequential Karhunen-Loeve Basis Extraction and its Application to Images,
IP(9), No. 8, August 2000, pp. 1371-1374.
IEEE DOI 0008
BibRef
Earlier: ICIP98(II: 456-460).
IEEE DOI 9810
BibRef

Levy, A.[Avi], Lindenbaum, M.[Michael],
Efficient Sequential Karhunen-Loeve Basis Extraction,
ICCV01(II: 739).
IEEE DOI 0106
BibRef

Kouassi, R.[Rémi], Gouton, P.[Pierre], Paindavoine, M.[Michel],
Approximation of the Karhunen-Loève transformation and its application to colour images,
SP:IC(16), No. 6, February 2001, pp. 541-551.
Elsevier DOI 0101
BibRef

Foucherot, I., Gouton, P., Devaux, J.C., Truchetet, F.,
New methods for analysing colour texture based on the Karhunen-Loeve transform and quantification,
PR(37), No. 8, August 2004, pp. 1661-1674.
Elsevier DOI 0407
BibRef

Puchala, D.,
Approximating the KLT by Maximizing the Sum of Fourth-Order Moments,
SPLetters(20), No. 3, March 2013, pp. 193-196.
IEEE DOI 1303
Karhunen-Loeve transform BibRef

Bhairannawar, S.S.[Satish S.], Sarkar, S.[Sayantam], Raja, K.B.,
FPGA Implementation of Optimized Karhunen-Loeve Transform for Image Processing Applications,
RealTimeIP(17), No. 2, April 2020, pp. 357-370.
Springer DOI 2004
BibRef


Stadnicka, M., Blanes, I., Serra-Sagristà, J., Marcellin, M.W.,
Mitigating discontinuities in segmented Karhunen-Loeve Transforms,
ICIP16(2211-2215)
IEEE DOI 1610
Complexity theory BibRef

Bandoh, Y.[Yukihiro], Ohbayashi, H.[Hiroki], Takamura, S.[Seishi], Kamikura, K.[Kazuto], Yashima, Y.[Yoshiyuki],
Mathematical analysis of the energy compaction affected by the dimensionality of Karhunen-Lòeve transform,
ICIP09(21-24).
IEEE DOI 0911
BibRef

Qu, Y.Y.[Yan-Yun], Zheng, N.N.[Nan-Ning], Li, C.H.[Cui-Hua], Yuan, Z.J.[Ze-Jian],
Sequential updating algorithm for extracting the basis of Karhunen-Loeve Transformation,
ICIP04(III: 1529-1532).
IEEE DOI 0505
BibRef

Yamashita, Y.[Yukihiko], Ikeno, Y.[Yasuyuki], Ogawa, H.,
Relative Karhunen-Loeve Transform Method for Pattern Recognition,
ICPR98(Vol II: 1031-1033).
IEEE DOI 9808
BibRef

Yamashita, Y., Ogawa, H.,
Relative Karhunen-Loeve operator,
ICPR94(C:168-170).
IEEE DOI 9410
BibRef

Ogawa, H.,
Karhunen-Loeve Subspace,
ICPR92(II:75-78).
IEEE DOI 9208
BibRef

Chapter on Image Processing, Restoration, Enhancement, Filters, Image and Video Coding continues in
Adaptive Filters .


Last update:Mar 16, 2024 at 20:36:19