Advanced Algorithmic Approaches to Medical Image Segmentation: State-of-the-Art Applications in Cardiology, Neurology, Mammography and PathologyS. Kamaledin Setarehdan, Sameer Singh Medical imaging is an important topic which is generally recognised as key to better diagnosis and patient care. It has experienced an explosive growth over the last few years due to imaging modalities such as X-rays, computed tomography (CT), magnetic resonance (MR) imaging, and ultrasound. This book focuses primarily on state-of-the-art model-based segmentation techniques which are applied to cardiac, brain, breast and microscopic cancer cell imaging. It includes contributions from authors based in both industry and academia and presents a host of new material including algorithms for: - brain segmentation applied to MR; - neuro-application using MR; - parametric and geometric deformable models for brain segmentation; - left ventricle segmentation and analysis using least squares and constrained least squares models for cardiac X-rays; - left ventricle analysis in echocardioangiograms; - breast lesion detection in digital mammograms; detection of cells in cell images. As an overview of the latest techniques, this book will be of particular interest to students and researchers in medical engineering, image processing, computer graphics, mathematical modelling and data analysis. It will also be of interest to researchers in the fields of mammography, cardiology, pathology and neurology. |
Contents
II | 1 |
III | 2 |
IV | 3 |
V | 8 |
VII | 11 |
VIII | 12 |
IX | 13 |
XI | 16 |
CXL | 310 |
CXLII | 311 |
CXLIII | 312 |
CXLIV | 313 |
CXLV | 314 |
CXLVI | 315 |
CXLVII | 316 |
CXLIX | 318 |
XII | 17 |
XIII | 21 |
XIV | 36 |
XV | 37 |
XVI | 46 |
XVII | 47 |
XX | 49 |
XXI | 50 |
XXII | 51 |
XXIII | 52 |
XXIV | 54 |
XXV | 56 |
XXVI | 58 |
XXVIII | 59 |
XXX | 61 |
XXXI | 62 |
XXXII | 64 |
XXXIV | 66 |
XXXV | 67 |
XXXVI | 70 |
XXXVII | 71 |
XXXVIII | 72 |
XXXIX | 79 |
XL | 85 |
XLI | 87 |
XLII | 89 |
XLIII | 100 |
XLIV | 107 |
XLV | 108 |
XLVI | 109 |
XLVII | 111 |
XLVIII | 113 |
XLIX | 117 |
L | 120 |
LI | 121 |
LII | 122 |
LIII | 124 |
LIV | 125 |
LV | 126 |
LVI | 128 |
LVII | 129 |
LIX | 132 |
LXI | 135 |
LXII | 142 |
LXIII | 143 |
LXIV | 145 |
LXV | 146 |
LXVI | 150 |
LXVII | 152 |
LXVIII | 153 |
LXIX | 164 |
LXX | 177 |
LXXI | 182 |
LXXII | 189 |
LXXIII | 190 |
LXXIV | 192 |
LXXV | 193 |
LXXVI | 197 |
LXXVII | 200 |
LXXVIII | 202 |
LXXIX | 204 |
LXXX | 205 |
LXXXII | 208 |
LXXXIII | 209 |
LXXXVI | 210 |
LXXXVII | 212 |
LXXXVIII | 213 |
LXXXIX | 214 |
XC | 215 |
XCI | 216 |
XCII | 220 |
XCIII | 221 |
XCIV | 223 |
XCV | 224 |
XCVI | 225 |
XCVII | 226 |
XCIX | 227 |
C | 233 |
CI | 241 |
CII | 245 |
CIII | 246 |
CIV | 248 |
CV | 254 |
CVI | 259 |
CVII | 261 |
CVIII | 263 |
CIX | 264 |
CXI | 265 |
CXII | 267 |
CXIII | 268 |
CXVI | 271 |
CXVII | 272 |
CXVIII | 280 |
CXIX | 282 |
CXX | 284 |
CXXIII | 285 |
CXXIV | 287 |
CXXV | 289 |
CXXVI | 290 |
CXXVIII | 292 |
CXXIX | 293 |
CXXX | 295 |
CXXXI | 296 |
CXXXIII | 300 |
CXXXIV | 302 |
CXXXV | 303 |
CXXXVII | 304 |
CXXXVIII | 305 |
CXXXIX | 309 |
CL | 319 |
CLI | 321 |
CLII | 323 |
CLIII | 325 |
CLV | 326 |
CLVI | 327 |
CLVII | 329 |
CLVIII | 330 |
CLIX | 332 |
CLX | 333 |
CLXII | 334 |
CLXIII | 336 |
CLXIV | 338 |
CLXV | 339 |
CLXVI | 340 |
CLXVII | 343 |
CLXVIII | 345 |
CLXIX | 349 |
CLXX | 354 |
CLXXI | 355 |
CLXXII | 357 |
CLXXIII | 358 |
CLXXIV | 359 |
CLXXV | 360 |
CLXXVIII | 364 |
CLXXIX | 367 |
CLXXX | 370 |
CLXXXI | 373 |
CLXXXII | 376 |
CLXXXIII | 379 |
CLXXXIV | 382 |
CLXXXV | 384 |
CLXXXVII | 385 |
CLXXXVIII | 386 |
CLXXXIX | 389 |
CXC | 392 |
CXCI | 393 |
CXCII | 394 |
CXCIV | 395 |
CXCV | 396 |
CXCVI | 397 |
CXCVII | 410 |
CXCIX | 412 |
CC | 413 |
CCI | 414 |
CCIV | 416 |
CCVI | 418 |
CCVII | 419 |
CCVIII | 420 |
CCIX | 421 |
CCXI | 423 |
CCXII | 425 |
CCXIV | 427 |
CCXVI | 428 |
CCXVII | 429 |
CCXVIII | 430 |
CCXX | 432 |
CCXXI | 436 |
CCXXII | 437 |
CCXXIII | 438 |
CCXXIV | 439 |
CCXXV | 444 |
CCXXVI | 449 |
CCXXVII | 453 |
CCXXVIII | 454 |
CCXXIX | 455 |
CCXXX | 457 |
CCXXXI | 463 |
CCXXXII | 468 |
CCXXXIII | 470 |
CCXXXIV | 473 |
CCXXXV | 475 |
CCXXXVI | 480 |
CCXXXVII | 482 |
CCXXXVIII | 495 |
CCXXXIX | 499 |
CCXL | 501 |
CCXLI | 505 |
CCXLII | 507 |
CCXLIII | 510 |
CCXLIV | 511 |
CCXLV | 516 |
CCXLVI | 527 |
CCXLVII | 532 |
CCL | 533 |
CCLII | 534 |
CCLIV | 535 |
CCLV | 537 |
CCLVI | 538 |
CCLVII | 539 |
CCLX | 540 |
CCLXI | 541 |
CCLXII | 542 |
CCLXIII | 543 |
CCLXIV | 544 |
CCLXV | 546 |
CCLXVI | 549 |
CCLXVII | 550 |
CCLXVIII | 552 |
CCLXIX | 554 |
CCLXX | 555 |
CCLXXI | 557 |
CCLXXIV | 559 |
CCLXXV | 560 |
CCLXXVI | 567 |
CCLXXVII | 569 |
CCLXXVIII | 571 |
647 | |
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Common terms and phrases
2-DE images active contour algorithm analysis apex applied approach automatic brain segmentation breast calibration cardiac cycle classification clinical clustering coefficients computed Computer Vision contrast cortex cortical segmentation curve data set defined deformable models density echo images edge detection enhancement equation error extraction feature filter fMRI frame frequency function fuzzy gradient gray level gray scale ground truth histogram IEEE Trans image processing image segmentation intensity iteration k-space labeling left ventricle left ventricular lesion level set lipid LV boundary LVCP Magnetic Resonance Magnetic Resonance Imaging mammograms mammography matrix measure medical imaging metabolite method MRSI noise normal parameters phase-encoding pixel points polyline protons pulse sequence radial Region of Interest resolution robust ruled surface sampling scan segmentation techniques shape shown in Figure signal slice spatial step surface Suri texture threshold tion tissue ultrasound vector vertex vertices volume voxel wavelet X-ray
Popular passages
Page 630 - Mixture densities, maximum likelihood and the EM algorithm,
Page 629 - On the foundations of relaxation labeling processes. IEEE Trans, on Pattern Analysis and Machine Intelligence, PAMI-5(3):267-287, May 1983.
Page 647 - Fisel CR, Ackerman JL, Buxton RB, et al. MR contrast due to microscopically heterogeneous magnetic susceptibility: numerical simulations and applications to cerebral physiology. Magn Reson Med 1991:17:336-347.