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Bow S.-T. Ч Pattern recognition and image preprocessing
Bow S.-T. Ч Pattern recognition and image preprocessing

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Ќазвание: Pattern recognition and image preprocessing

јвтор: Bow S.-T.

јннотаци€:

Showcasing the most influential developments, experiments and architectures impacting the digital, surveillance, automotive, industrial and medical sciences, this text tracks the evolution and advancement of CVIP technologies. It studies:
* practical 3D computer vision algorithms
* various coding methods for individual types of 3D images
* recent trends and robust algorithms for the recognition and synthesis of the human face
* explores the use of digital faces in intelligent image coding, human computer interaction, facial impression and psychological and medical applications


язык: en

–убрика: Computer science/ќбработка изображений/

—татус предметного указател€: √отов указатель с номерами страниц

ed2k: ed2k stats

»здание: 2nd edition

√од издани€: 2002

 оличество страниц: 698

ƒобавлена в каталог: 10.11.2005

ќперации: ѕоложить на полку | —копировать ссылку дл€ форума | —копировать ID
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ѕредметный указатель
$\phi$ functions      52
$\phi$ machines      52Ч54
$\phi$ space      52
A posteriori probability      83
a priori probability      83Ч85
Absolute correction rule      67 69Ч71
ADALINE      46 201
Adaptive decision procedure      17
Adjoint      99 616
Agglomerative approach      114
Aperture      424Ч431
Aperture function      423Ч424
Approximations      492 499Ч500
Approximations, successive approximation      494
Area of high activity      302
Area of low activity      302
Artificial neural networks (ANN)      197Ч199
Augmented feature space      38
Augmented pattern vector      35 39
Augmented weight vector      35
Autocorrelation      416
Average cost      83
Average risk      83
Bachelor and Wilkins, algorithm      119Ч121
Back-propagation algorithm      211Ч219
Back-propagation algorithm, flowchart for      220
Basic events      188
Basic events, basic event generation algorithm      188Ч190
Bayes decision boundary      98 106
Bayes decision surface      106 109
Bayes discriminant function      85Ч86
Bayes' classifier      86
Bayes' law (rule)      85Ч86 91
Bit reversal      448Ч449
Blurring      238Ч239 302
Butterworth filter      469Ч473
Canonical analysis      172
Capacity of a $\phi$ machine      54Ч57
Carpenter Ч Grossberg classifier      198Ч199
cell      12
Cell, acidophilic      12
Cell, cosinophilic      12
Chain cluster      157
Chain code      374Ч375
Character recognition      24
Classification      18
Classification space      8
Classifier      20 23
Closing operation      342Ч343
Cluster      32
Cluster center      117Ч118 132Ч138
Cluster domain      129Ч139 145
Clustering analysis      112
Clustering method, evaluation of the cluster methods      145
Clustering transformation      170
Cofactor      615
Collinear string      516
Committees machines      46
Committees machines, training procedure for committee machines      74
Compass gradient mask      307
Concept of saliency of a boundary segment      394
Conceptual recognition      5
Conditional average loss      83
Conditional average risk      83 85
Connected component generation      514
Connected graph      149
Connectionist model      197
Connectivity      343
Contour map      24
Contour tracing      344Ч345
Convex decision surface      43
Convexity      43
Convolution      306 336 401 416Ч419 587Ч589
Convolution integral      587Ч589
Convolution theorem      419
Cooccurrence matrix      352Ч354
Correlation      416Ч419
Correlation method      24 416Ч419
Cost function      31
Covariance      33 180
Covariance matrix      97
Covariance matrix, between-class covariance matrix      184
Covariance matrix, within-class covariance matrix      184
Criterion function: perceptron criterion function      73
Criterion function: relaxation criterion function      74
Cross-correlation      416
Cumulative density function      286Ч288
Cumulative distribution      286Ч288
Cumulative histogram      286Ч288
Curve fitting      374
Curve fitting, B-spline      374 377Ч378
Curve fitting, concatenated arc approximation      374 385Ч392
Curve fitting, piecewise polynomial      374
Curve fitting, polygonal approximation      374Ч376
Curve fitting, polynomial      374Ч376
Data: acquisitions      9
Data: preprocessing      10 18
Data: reduction      10
Decimation      492
Decision boundary      91
Decision classification      20
Decision classifier      19
Decision function      19 57
Decision processor      17 19
Decision processor, training of decision processor      17 19
Decision surface      33Ч36 39Ч40 51 61
Decision theoretical approach      35 37
Degree of similarity      143 146
Delaunay method      366 372
details      492
Deterministic function      34
Deterministic gray-level transformation      271
Diagonal matrix      173 176 467
Dichotomies      52 56
Dichotomies, probability of dichotomies      55
Dichotomization      54
Dichotomization, capacity of dichotomization      57
Differential operators      590Ч591
Digital image processing      268
Digital implementation of DWT      496
Dilation      336Ч339
Dimensionality reduction      172
Dirac delta function      405 584Ч586
Discrete Fourier Transform      401 403 422 441Ч447
Discrete Karhunen Ч Loeve transform      466Ч468
Discriminant functions      33Ч39 42 48Ч49 52 57 88 96
Discriminant functions, nonparametric training of discriminant function      62
dispersion      140
Dissimilarity measure      113
Distance function      20
Distance measure      118Ч119 138Ч144
Distance metrics      20
Divisive approach      114
Document image analysis      513Ч523
Downsampling      492Ч493 495
Dynamic cluster method      142Ч144
Dynamic optimal cluster seeking technique (DYNOC)      141Ч142
Ecology      31
EDGE      149 158
Edge sharpening      303Ч330
Edge weight plots      152Ч153
Eigenvalues      51Ч52 94 162 175Ч176 468 621Ч623
Eigenvectors      52 467
Energy spectrum      407
Erosion      339Ч341
Error-correcting training methods      66 76
Euclidean distance      113
Euclidean distance, classifier      38
Euclidean distance, of unknown pattern from class center      38
Euclidean space      20 62
Expected value      92
Exponential filter      469Ч471
Fast Fourier Transform      401 437 446Ч453
Fast Walsh transform      459
Feature extraction      8 10 14 18
Feature ordering      11 170
Feature selection      168 188
Feature space      8 18Ч20 168
Feature subset      188Ч189
Feature vector      11 14 17 20 32
Feature weighting coefficients      170Ч171
features      10Ч11 30
Features, derived feature      15
Features, global feature      11
Features, local feature      11
Filter      469Ч471
Filter banks      490 492Ч493
Filter, Highpass      469Ч471
Filter, Lowpass      469Ч471
Finite differences      593Ч595
Fisher's criterion function      185
Fisher's determinant      182 187
Fixed increment rule      67 71
flops      563
Forward transform      405Ч496
Forward transform kernel      405Ч410
Fourier coefficient      483
Fourier descriptor      380Ч384
Fourier spectrum      407Ч417 424Ч440 482
Fourier transform      404Ч454
Fourier transform, Fourier transform pair      404Ч419
Fourier transform, windowed Fourier transform      482
Fractional correction rule      68Ч71
Frame grabbing time      596
Frequency domain      420
Frequency spectrum      407Ч417 424Ч440
Functional approximation      101
Fuzzy decision      199
Fuzzy membership function      113
Gabriel graph      157Ч161
Gaussian distribution      82
Generalized decision function      55Ч56
Generalized inverse      77
Generalized likelihood ratio      87
Generalized threshold value      87
Gradient      304
Gradient descent technique      72
Gradient technique      72
Grammatical inference      22
Graph theoretical method      146
Graphics description      513Ч517
Graphics understanding      517
Gray level distribution      103
Gray level transformation      271Ч295
Gray level transformation functions      272
Gray level transformation matrix      296
Gray-tone run length      352
Ground truth      103
Hadamard matrix      460
Hadamard transform      459Ч466 481
Hadamard transformation pair      462
Hamming distance      237
Hamming net      198Ч199 236Ч240
Hamming net classifier, algorithm for      238Ч246
Hamming net, example      241Ч246
Hard limiter      201
Hermite polynomials      101
Heuristic approach      114 117
Hidden layer      206Ч207
Hierarchical clustering algorithm      121Ч128
High-pass filtering      471Ч473
High-pass filtering, Butterworth      471Ч473
High-pass filtering, exponential      471Ч473
High-pass filtering, ideal      471Ч473
High-pass filtering, trapezoidal      471Ч473
histogram      103Ч106
Histogram equalization      288Ч290
Histogram modification      278 287
Histogram specification      291 295
Histogram thinning      295Ч298
Ho Ч Kashyap algorithm      77Ч78
Homogeneous coordinates      600Ч601
Hopfield net      198Ч199 256Ч261
Hopfield net, architecture of the Hopfield net      257
Hopfield net, operation of Hopfield net      261Ч265
Hough transform      346Ч348
Hyperplane      34 36 63Ч64 69
Identification of: industrial parts with x-ray      542Ч545
Identification of: partially obscured objects      392Ч399
Identification of: scratches and cracks on polished crystal blanks      534Ч542
Identification of: scratches and cracks on unpolished crystal blanks      530Ч535
Identity matrix      51 175 460
ideographs      22
Image: acquisition      8
Image: cytological      12
Image: data preprocessing      8
Image: display      8
Image: enhancement      271 473Ч476
Image: function      271 303 412 441 453 581Ч582
Image: information content      440
Image: inverse transform      401
Image: model      402Ч403 579
Image: plane      600Ч601 607
Image: processing      402
Image: segmentation      8
Image: spectrum      401
Image: transform      401 403
Impulse      421
Impulse sheet      422
Indeterminate region      45Ч46
Inertia function      113
Interconnection networks      566Ч571
Interconnection networks, MIMD      566
Interconnection networks, SIMD      566
Interpolation      494
Intersample distance      146
Intersection      112
Interset distance      32 115
Intraset distance      32 115Ч116
Inverse fast Fourier transform      401
Inverse Fourier transform      411 422
Inverse Hadamard transform      462
Inverse transform      407Ч408 419 441
Inverse transform kernel      405 441
Inverse Walsh transform      455
ISODATA algorithm      131Ч139
ISODATA algorithm modification of ISODATA      139Ч141
K-means algorithm      129Ч131
k-nearest neighbor decision rule      121Ч128
k-nearest neighbor decision rule, definition of $B_{k}^{m,n}$ and $B_{k}^{n,m}$      127
k-nearest neighbor decision rule, definition of $P_{k}(x_{i})$      123Ч124
k-nearest neighbor decision rule, definition of $P_{k}^{sc}(m)$      125
k-nearest neighbor decision rule, definition of $P_{k}^{sc}(n)$      125
k-nearest neighbor decision rule, definition of $SIM_{1}(m, n)$      125Ч127
k-nearest neighbor decision rule, definition of $SIM_{2}(m, n)$      125Ч127
k-nearest neighbor decision rule, definition of $Y_{k}^{m,n}$ and $Y_{k}^{n,m}$      126
k-nearest neighbor decision rule, definition of $\Omega_{k}(x_{i})$      123Ч124
k-nearest neighbor decision rule, definition of $\zeta_{k}(x_{i})$      123Ч124
k-nearest neighbor decision rule, definition of SIM(m, n)      125Ч127
Karhunen Ч Loeve method      24
Kernel: forward transform      441Ч442
Kernel: Fourier transform      405
Kernel: Hadamard transformation      459Ч166
Kernel: inverse transform      441
Kernel: separability      409Ч410
Kernel: Walsh inverse transformation      455
Kernel: Walsh transformation      454Ч459
Kirsch edge detector      312 325
Kohonen self-organizing feature maps      198Ч199 246Ч151
Kohonen, SOFM algorithm      251Ч252
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