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Yoo T.S. (ed.) — Insight into Images: Principles and Practice for Segmentation, Registration, and Image Analysis
Yoo T.S. (ed.) — Insight into Images: Principles and Practice for Segmentation, Registration, and Image Analysis

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Название: Insight into Images: Principles and Practice for Segmentation, Registration, and Image Analysis

Автор: Yoo T.S. (ed.)

Аннотация:

The Insight Toolkit is an open source library of software tools, created as part of the Visible Human Project from the National Library of Medicine, to expedite the tasks of filtering, segmenting, and registering medical images. This companion to the Insight Toolkit provides an introduction to the theory of medical image processing, including analysis of data from X-ray computer tomography, magnetic resonance imaging, nuclear medicine, and ultrsound. The focus is on principles, leaving the source code to be learned from the companion volume ITK Software Guide. Coverage includes the mathematical foundations of techniques such as statistical pattern recognition, PDE-based nonlinear image filtering, and Markov random fields, among others. Color plates are included


Язык: en

Рубрика: Физика/

Статус предметного указателя: Готов указатель с номерами страниц

ed2k: ed2k stats

Год издания: 2004

Количество страниц: 393

Добавлена в каталог: 15.11.2009

Операции: Положить на полку | Скопировать ссылку для форума | Скопировать ID
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Предметный указатель
Active contours      209 220 354
Active shape and appearance      354
Adaptive thresholding      22
Affine transform      264
Affine transform, Jacobian      267
Affine transform, optimizer update      265
Affine transform, parameter scaling      266
Aliasing      37 39
Angiography, CT      141 164
Angiography, digital subtraction      25
Angiography, MR      141
Angiography, MRI      163
Anisotropic diffusion      105 212
Anisotropic scaling transform      256
Atlas-based segmentation      317
B-spline      289
Balloon force      230
Bayesian theory      55 114 181 185 321
Binomial kernel      30
boundary conditions      105
Box filter      41
Breast cancer      167
Brightness      22
Cauchy — Navier      326 327 333
Central differences      21 30 110 194 200 280
Central limit theorem      30
Change detection as registration application      239
Clustering      355
Color map      24
Computational anatomy      324
Computerized tomography      21
Conductance      106 107
Continuous functions      19
contrast      22
Contrast enhancement      35
Convolution      25 66 104
Convolution for differentiation      28 194 226
Convolution, convolution theorem      38
Convolution, properties of      27
CT      5 7 21 22 44 50 124 141 164 240 295 321
CT, angiography      164
CT, colonoscopy      170
CTA      164
Curvature      112 113 126 194 211
Curvature from discrete grids      202
Curvature, flow      113 114
Curvature, Jacobian      33
Curvature, Laplacian      112
Curvature, mean      195 202 205 212 308
Curvature, total      195 211
Deformable model      352 358
Deformable registration      302 307
Deformable registration, demons algorithm      315 317
Deformable surfaces      195
Delta function      39
Demons, algorithm      315 316 324
Demons, registration      307
Difference of Gaussians      33 34
Difference of Gaussians, difference of offset Gaussians      31
Difference of Gaussians, DOG      33 34
Difference of Gaussians, DoOG      31
Differential geometry      194
Differentiation, by convolution      28 194 226
Diffusion equation      104
Discrete Fourier series      45
Discrete Fourier Transform      44
Discrete functions      19
Discrete grid      244
Elastic      317 326 327 329 332 336 338
Elementary quaternions      274
Energy functionals      114
Energy minimization, MRF      186
Euler — Lagrange      314 315 321 323
Eulerian frame      311 317 326 327 332
Expectation-Maximization      78
features      47
Features, feature space      48
FEM-based registration      307
FFT      45
FGMM      59
Filtered back projection      44
Filtering      4
Filtering, linear      26 27 38 104
Filtering, nonlinear      103 105
Filtering, unsharp masking      34
Finite difference registration      307
Finite differences      110 200
Finite element      126 311 314 323 327 331 334 340
Fluid      311 317 326 332 336
Fourier, discrete Fourier transform      44
Fourier, fast Fourier transform      45
Fourier, Fourier series      44
Fourier, Fourier series, discrete      45
Fourier, Fourier transform      104
Fourier, Fourier transform, n-D      42
Fourier, Fourier transform, projection      44
Fourier, Fourier transform, rotation of      43
Fourier, rotational invariance of      43
Functions, continuous vs. discrete      19
Fuzzy connectednes      131
Fuzzy connectedness      127 132 139 352 358
Gain field correction      50
Gaussian      26 39 41 42 226 289
Gaussian blurring      26 103 194
Gaussian, classifiers      63
Gaussian, difference of      34
Gaussian, distribution      48 50
Gaussian, extruded distribution      50
Gaussian, kernel      39 41 104 320
Gaussian, mixture models      78
Gibbs prior      182 233 352
Gradient      30 194 225
Gradient, descent      115
Gradient, magnitude      30
Gradient, vector flow      226
Graph-based segmentation      355
Grid mapping      244
hadamard      309
Hard connectedness      134 138 141
hessian      79 195
Histogram equalization      24
Hotelling matrix      61
Hounsfield units      9 21
Hybrid segmentation      351
Identity transform      251
Image interpolation      278
Image interpolation in registration problems      242
Image interpolation, B-spline      279 281 284
Image interpolation, linear      278 281 284 295 302
Image interpolation, nearest neighbor      278 281
Image processing      19
Image processing, medical      4
Impulse      39
Intensity-based registration      241
Inter-subject registration      240
Interpolation, B-spline      279 280
Interpolation, image      242 278
Interpolation, linear      39 41 278
Interpolation, nearest-neighbor      39—41 278
isosurface      194
Jacobian      109 248 324 326 334 336
Jacobian, matrix      31 249
K-means      59 60 74 80 81 87
Kernel      25
Kernel, binomial      30
Kernel, box      41
Kernel, Gaussian      41
Kernel, pyramid      41
KNN      59 64 69 124 355
Lagrangian frame      310 317 326 328
Landmark      338
Landmark-based registration      240
Laplacian      31 33 112
Laplacian, zero crossing      33
Level set      126 194 355
Level set, surface processing      210
Level sets      221
Linear operator      19 20 104 313 323 324 326
Low pass      104
Magnetic resonance imaging      5 10
Mammography      167
Marching Cubes      226 230 357
Markov random fields      125 181 228 356 357
Maximum Likelihood Estimation      79
Mean curvature      195 202 205
Mixture modeling      59
MLP      59
Morphometry      324 336
MRA      163
MRF      125 181 228 356 357
MRF, cliques      184
MRF, Gibbs priors      183
MRF, posterior energy functions      185
MRI      5 10 49 50 93 124 138 141 162 163 168 188 232 240 281 290 291 295 317 321 336 355
MRI, angiography      163
Multi-modality registration      240 295
Multi-resolution registration      295
Multiple sclerosis      161 162
Mutual information      241 288 295 302 319 320
Mutual information, density estimation      289
Mutual information, entropy      288
Mutual information, Parzen windowing      289
Mutual information, probability density function (pdf)      288
Narrow-band method      202
Navier      326
NMR      5
noise reduction      25 26
Non-rigid registration      307—309 312 321 334 338
Nonlinear operator      103
normal      194
Normalized cross correlation      330
Nuclear medicine      13
Numerical methods      199
Nyquist, Nyquist criterion      40
Nyquist, Nyquist frequency      40 44
Operators, linear      20
Optical flow      312 313 315 316 319 323 326 327
Optimization in registration problems      242 295
Partial differential equation      34 103
Parzen windowing      59 66 68 87 124 289 320
PDE      34 103
Penalty      114
Perceptron      59
PET      15 240 321
Pyramid filter      41
Quaternion composition, matrix notation      277
Quaternions      267
Quaternions, elementary quaternions      274
Quaternions, matrix representation      277
Quaternions, scalar      268
Quaternions, tensor      268
Quaternions, versor      268
Radiation treatment planning as registration application      240
Radon transform      44
Region-based segmentation      355
Registration      4 181 239 307
Registration of serial images      239
Registration, affine      241
Registration, applications of      239
Registration, concepts      240
Registration, coordinates origin      254
Registration, criteria      240
Registration, deformable      241 307
Registration, demons      307
Registration, FEM-based      307
Registration, finite difference      307
Registration, image center      254
Registration, image interpolation      242
Registration, information theory      288
Registration, intensity-based      241
Registration, inter-subject      240
Registration, interpolators      278
Registration, landmark-based      240
Registration, metrics      279
Registration, multi-modality      240 295
Registration, multi-resolution      295
Registration, non-rigid      307
Registration, optimizers      294 295
Registration, parameter optimization      242
Registration, progressive      248
Registration, rigid      241
Registration, segmentation-based      240
Registration, spatial transformation      241 243
Registration, transforms      243
Registration, validation      301
Registration, variational      307
Regularization      28 310 312 315 316 321 324 327 329 334 338
Rigid transform      264
Rigid transform in 3D      273
Rotation in 2D      257
Rotation optimization, exponential factor      260
Rotation transform      257
Sampling      44
Sampling artifact      39
Scale space      42
Scaling optimization, exponential factor      260
Scaling transform      253
Scaling transform optimization      255
Scatterplots (scattergrams)      53
Segmentation      4 121 317
Segmentation, atlas based      317
Segmentation, level sets      209
Segmentation-based registration      240
Separability      42
Shannon sampling theorem      40
Shape matrix      195 211
Similarity metrics, difference density      284
Similarity metrics, mean squares      280
Similarity metrics, mutual information      288 295 302
Similarity metrics, normalized correlation      281
Similarity metrics, registration framework and      279
Similarity transform      264
Similarity transform in 3D      276
Similarity transform, matrix representation      277
Sine function      41
Smoothing      26
Snakes      209 220
Sparse-field method      204
Spatial transformation in registration problems      241
SPECT      13 15 240
Spherical linear interpolation      274
Statistical pattern recognition      47
surface      308
Surface, curvature      194
Surface, normal      194
Tangent plane      195
Theorem, central limit      30
Theorem, convolution      38
Theorem, Shannon sampling      40
Thresholding      21
Thresholding, adaptive      22
Tikhonov      310 313 314
Total curvature      195
Transforms, Jacobian      248 281 286
Transforms, registration framework and      243
transforms, rotation      257
Transforms, taxonomy      251
Translation transform      252
Ultrasound      15
Up-wind method      200
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