Biosignal and medical image processing:
Saved in:
| Main Author: | |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Boca Raton [u.a.]
CRC Press
2009
|
| Edition: | 2. ed. |
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Physical Description: | XVII, 450 S. Ill., graph. Darst. 1 CD-ROM (12 cm) |
| ISBN: | 9781420062304 |
Staff View
MARC
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| 250 | |a 2. ed. | ||
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Record in the Search Index
| _version_ | 1804138614209118208 |
|---|---|
| adam_text | SECOND EDITION BIOSIGNAL AND MEDICAL IMAGE PROCESSING LOHN 1. SEMMLOW @
CRC PRESS TAYLOR & FRANCIS GROUP BOCA RATON LONDON NEW YORK CRC PRESS IS
AN IMPRINT OF THE TAYLOR & FRANCIS GROUP, AN INFORMA BUSINESS CONTENTS
PREFACE XI ACKNOWLEDGMENTS XV AUTHOR XVII CHAPTER 1 INTRODUCTION 1 1.1
TYPICAL MEASUREMENT SYSTEMS 1 1.1.1 TRANSDUCERS 2 1.1.2 FURTHER STUDY:
THE TRANSDUCER 3 1.1.3 ANALOG SIGNAL PROCESSING 4 1.2 SOURCES OF
VARIABILITY: NOISE 6 1.2.1 ELECTRONIC NOISE 8 1.2.2 SIGNAL-TO-NOISE
RATIO 9 1.3 ANALOG FILTERS: FILTER BASICS 10 1.3.1 FILTER TYPES 10 1.3.2
FILTER BANDWIDTH 11 1.3.3 FILTER ORDER 12 1.3.4 FILTER INITIAL SHARPNESS
12 1.4 ANALOG-TO-DIGITAL CONVERSION: BASIC CONCEPTS 14 1.4.1
ANALOG-TO-DIGITAL CONVERSION TECHNIQUES 15 1.4.2 QUANTIZATION ERROR 16
1.4.3 FURTHER STUDY: SUCCESSIVE APPROXIMATION ANALOG-TO-DIGITAL
CONVERSION 17 1.5 TIME SAMPLING: BASICS 19 1.5.1 FURTHER STUDY:
BUFFERING AND REAL-TIME DATA PROCESSING 21 1.6 DATA BANKS 22 PROBLEMS 23
CHAPTER 2 BASIC CONCEPTS 25 2.1 NOISE 25 2.1.1 ENSEMBLE AVERAGING 27
2.1.2 MATLAB IMPLEMENTATION 28 2.2 DATA FUNCTIONS AND TRANSFORMS 29
2.2.1 COMPARING WAVEFORMS: VECTOR REPRESENTATION 30 2.2.2 SIGNAL
ANALYSIS: TRANSFORMATION AND BASIS FUNCTIONS 32 2.3 CONVOLUTION,
CORRELATION, AND COVARIANCE 35 2.3.1 CONVOLUTION AND THE IMPULSE
RESPONSE 35 2.3.2 COVARIANCE AND CORRELATION 39 2.3.3 COVARIANCE,
CORRELATION, AND AUTOCORRELATION MATRICES 40 2.3.4 MATLAB
IMPLEMENTATION 42 2.4 SAMPLING THEORY AND FINITE DATA CONSIDERATIONS 46
2.4.1 EDGE EFFECTS 51 PROBLEMS 53 CHAPTER 3 SPECTRAL ANALYSIS: CLASSICAL
METHODS 55 3.1 INTRODUCTION 55 3.2 FOURIER TRANSFORM: FOURIER SERIES
ANALYSIS 57 V VI CONTENTS 3.2.1 PERIODIC FUNCTIONS 57 3.2.1.1 SYMMETRY
60 3.2.2 DISCRETE-TIME FOURIER ANALYSIS 62 3.3 APERIODIC FUNCTIONS 65
3.3.1 FREQUENCY RESOLUTION 66 3.4 MATLAB IMPLEMENTATION: DIRECT FFT 67
3.5 TRUNCATED FOURIER ANALYSIS: DATA WINDOWING 70 3.6 MATLAB
IMPLEMENTATION: WINDOW FUNCTIONS 73 3.7 POWER SPECTRUM 75 3.8 MATLAB
IMPLEMENTATION: THE WELCH METHOD FOR POWER SPECTRAL DENSITY
DETERMINATION 78 PROBLEMS 81 CHAPTER 4 DIGITAL FILTERS 83 4.1
INTRODUCTION 83 4.2 Z-TRANSFORM 83 4.2.1 DIGITAL TRANSFER FUNCTION 84
4.2.2 MATLAB IMPLEMENTATION 86 4.3 FINITE IMPULSE RESPONSE (FIR)
FILTERS 88 4.3.1 FIR FILTER DESIGN 89 4.3.2 DERIVATIVE OPERATION: THE
TWO-POINT CENTRAL DIFFERENCE ALGORITHM 93 4.3.3 MATLAB IMPLEMENTATION
95 4.3.4 FILTER DESIGN AND APPLICATION USING THE MATLAB SIGNAL
PROCESSING TOOLBOX 98 4.3.4.1 SINGLE-STAGE FIR FILTER DESIGN 99 4.3.4.2
TWO-STAGE FIR FILTER DESIGN 100 4.4 INFINITE IMPULSE RESPONSE (IIR)
FILTERS 106 4.4.1 MATLAB IMPLEMENTATION IIR FILTERS 107 4.4.2
SINGLE-STAGE IIR FILTER DESIGN 107 4.4.3 TWO-STAGE IIR FILTER DESIGN:
ANALOG STYLE FILTERS 109 PROBLEMS ILL CHAPTER 5 SPECTRAL ANALYSIS:
MODERN TECHNIQUES 115 5.1 PARAMETRIC METHODS 115 5.1.1 YULE-WALKER
EQUATIONS 120 5.1.2 MATLAB IMPLEMENTATION 122 5.2 NONPARAMETRIC
ANALYSIS: EIGENANALYSIS FREQUENCY ESTIMATION 127 5.2.1 MATLAB
IMPLEMENTATION 128 PROBLEMS 136 CHAPTER 6 TIME-FREQUENCY ANALYSIS 139
6.1 BASIC APPROACHES 139 6.2 SHORT-TERM FOURIER TRANSFORM: THE
SPECTROGRAM 139 6.2.1 MATLAB IMPLEMENTATION: THE SHORT-TERM FOURIER
TRANSFORM 140 6.3 WIGNER-VILLE DISTRIBUTION: A SPECIAL CASE OF COHEN S
CLASS 147 6.3.1 INSTANTANEOUS AUTOCORRELATION FUNCTION 147 6.4
CHOI-WILLIAMS AND OTHER DISTRIBUTIONS 152 6.4.1 ANALYTIC SIGNAL 153 6.5
MATLAB IMPLEMENTATION 154 6.5.1 WIGNER-VILLE DISTRIBUTION 154 CONTENTS
VLL 6.5.2 CHOI-WILLIAMS AND OTHER DISTRIBUTIONS 157 PROBLEMS 163 CHAPTER
7 WAVELET ANALYSIS 165 7.1 INTRODUCTION 165 7.2 CONTINUOUS WAVELET
TRANSFORM 167 7.2.1 WAVELET TIME-FREQUENCY CHARACTERISTICS 168 7.2.2
MATLAB IMPLEMENTATION 171 7.3 DISCRETE WAVELET TRANSFORM 174 73.1
FILTER BANKS 175 7.3.1.1 RELATIONSHIP BETWEEN ANALYTICAL EXPRESSIONS AND
FILTER BANKS 179 7.3.2 MATLAB IMPLEMENTATION 180 7.3.2.1 DENOISING 185
7.3.2.2 DISCONTINUITY DETECTION 187 7.4 FEATURE DETECTION: WAVELET
PACKETS 189 PROBLEMS 193 CHAPTER 8 ADVANCED SIGNAL PROCESSING
TECHNIQUES: OPTIMAL AND ADAPTIVE FILTERS 195 8.1 OPTIMAL SIGNAL
PROCESSING: WIENER FILTERS 195 8.1.1 MATLAB IMPLEMENTATION 198 8.2
ADAPTIVE SIGNAL PROCESSING 202 8.2.1 ADAPTIVE LINE ENHANCEMENT (ALE) AND
ADAPTIVE INTERFERENCE SUPPRESSION 205 8.2.2 ADAPTIVE NOISE CANCELLATION
(ANC) 206 8.2.3 MATLAB IMPLEMENTATION 207 8.3 PHASE-SENSITIVE DETECTION
213 8.3.1 AM MODULATION 213 8.3.2 PHASE-SENSITIVE DETECTORS 215 8.3.3
MATLAB IMPLEMENTATION 218 PROBLEMS 220 CHAPTER 9 MULTIVARIATE ANALYSES:
PRINCIPAL COMPONENT ANALYSIS AND INDEPENDENT COMPONENT ANALYSIS 223 9.1
INTRODUCTION: LINEAR TRANSFORMATIONS 223 9.2 PRINCIPAL COMPONENT
ANALYSIS 226 9.2.1 DETERMINATION OF PRINCIPAL COMPONENTS USING SINGULAR
VALUE DECOMPOSITION 229 9.2.2 ORDER SELECTION: THE SCREE PLOT 230 9.2.3
MATLAB IMPLEMENTATION 230 9.2.3.1 DATA ROTATION 230 9.2.4 PCA
EVALUATION 232 9.3 INDEPENDENT COMPONENT ANALYSIS 236 9.3.1 MATLAB
IMPLEMENTATION 241 PROBLEMS 245 CHAPTER 10 FUNDAMENTALS OF IMAGE
PROCESSING: MATLAB IMAGE PROCESSING TOOLBOX 247 10.1 IMAGE PROCESSING
BASICS: MATLAB IMAGE FORMATS 247 VIII CONTENTS 10.1.1 GENERAL IMAGE
FORMATS: IMAGE ARRAY INDEXING 247 10.1.2 DATA CLASSES: INTENSITY CODING
SCHEMES 248 10.1.3 DATA FORMATS 250 10.1.4 DATA CONVERSIONS 250 10.2
IMAGE DISPLAY 253 10.3 IMAGE STORAGE AND RETRIEVAL 257 10.4 BASIC
ARITHMETIC OPERATIONS 258 10.5 ADVANCED PROTOCOLS: BLOCK PROCESSING 264
10.5.1 SLIDING NEIGHBORHOOD OPERATIONS 264 10.5.2 DISTINCT BLOCK
OPERATIONS 268 PROBLEMS 272 CHAPTER 11 SPECTRAL ANALYSIS: THE FOURIER
TRANSFORM 275 11.1 TWO-DIMENSIONAL FOURIER TRANSFORM 275 11.1.1 MATLAB
IMPLEMENTATION 276 11.2 LINEAR FILTERING 279 11.2.1 MATLAB
IMPLEMENTATION 280 11.2.2 FILTER DESIGN 281 11.3 SPATIAL TRANSFORMATIONS
286 11.3.1 MATLAB IMPLEMENTATION 288 11.3.1.1. AFFINE TRANSFORMATIONS
288 11.3.1.2 GENERAL AFFINE TRANSFORMATIONS 290 11.3.1.3 PROJECTIVE
TRANSFORMATIONS 292 11.4 IMAGE REGISTRATION 296 11.4.1 UNAIDED IMAGE
REGISTRATION 297 11.4.2 INTERACTIVE IMAGE REGISTRATION 300 PROBLEMS 302
CHAPTER 12 IMAGE SEGMENTATION 305 12.1 INTRODUCTION 305 12.2 PIXEL-BASED
METHODS 305 12.2.1 THRESHOLD LEVEL ADJUSTMENT 306 12.2.2 MATLAB
IMPLEMENTATION 309 12.3 CONTINUITY-BASED METHODS 311 12.3.1 MATLAB
IMPLEMENTATION 312 12.4 MULTITHRESHOLDING 317 12.5 MORPHOLOGICAL
OPERATIONS 319 12.5.1 MATLAB IMPLEMENTATION 321 12.6 EDGE-BASED
SEGMENTATION 326 12.6.1 HOUGH TRANSFORM 327 12.6.2 MATLAB
IMPLEMENTATION 328 PROBLEMS 332 CHAPTER 13 IMAGE RECONSTRUCTION 335 13.1
INTRODUCTION 335 13.1.1 CT,PET,SPECT 335 13.1.2 FILTERED BACK-PROJECTION
339 13.1.3 FAN BEAM GEOMETRY 341 13.1.4 MATLAB IMPLEMENTATION 342
13.1.4.1 RADON TRANSFORM 342 CONTENTS IX 13.1.4.2 INVERSE RADON
TRANSFORM: PARALLEL BEAM GEOMETRY 342 13.1.4.3 RADON AND INVERSE RADON
TRANSFORM: FAN BEAM GEOMETRY 344 13.2 MAGNETIC RESONANCE IMAGING 346
13.2.1 BASIC PRINCIPLES 346 13.2.2 DATA ACQUISITION: PULSE SEQUENCES 349
13.3 FUNCTIONAL MRI 351 13.3.1 MATLAB IMPLEMENTATION 352 13.3.2
PRINCIPAL COMPONENT AND INDEPENDENT COMPONENT ANALYSES 354 PROBLEMS 359
CHAPTER 14 CLASSIFICATION I: LINEAR DISCRIMINANT ANALYSIS AND SUPPORT
VECTOR MACHINES 361 14.1 INTRODUCTION 361 14.1.1 CLASSIFIER DESIGN 364
14.2 LINEAR DISCRIMINATORS 365 14.3 EVALUATING CLASSIFIER PERFORMANCE
371 14.4 HIGHER DIMENSIONS: KERNEL MACHINES 376 14.5 SUPPORT VECTOR
MACHINES 378 14.5.1 MATLAB IMPLEMENTATION 381 14.6 MACHINE CAPACITY:
OVERFITTING OR LESS IS MORE 385 14.7 CLUSTER ANALYSIS 389 14.7.1 THE
FC-NEAREST NEIGHBOR CLASSIFIER 389 14.7.2 THE FC-MEANS CLUSTERING
CLASSIFIER 391 PROBLEMS 396 CHAPTER 15 ADAPTIVE NEURAL NETS 399 15.1
INTRODUCTION 399 15.1.1 NEURON MODELS 399 15.2 MCCULLOUGH-PITTS NEURAL
NETS 403 15.3 GRADIENT DESCENT METHOD OR DELTA RULE 407 15.4 TWO-LAYER
NETS: BACKPROPAGATION 411 15.5 THREE-LAYER NETS 416 15.6 TRAINING
STRATEGIES 419 15.6.1 STOPPING CRITERIA: CROSS-VALIDATION 419 15.6.2
MOMENTUM 420 15.7 MULTIPLE CLASSIFICATIONS 426 15.8 MULTIPLE INPUT
VARIABLES 428 PROBLEMS 429 ANNOTATED BIBLIOGRAPHY 433 INDEX 437
|
| any_adam_object | 1 |
| author | Semmlow, John L. |
| author_facet | Semmlow, John L. |
| author_role | aut |
| author_sort | Semmlow, John L. |
| author_variant | j l s jl jls |
| building | Verbundindex |
| bvnumber | BV035310313 |
| callnumber-first | R - Medicine |
| callnumber-label | R857 |
| callnumber-raw | R857.O6 |
| callnumber-search | R857.O6 |
| callnumber-sort | R 3857 O6 |
| callnumber-subject | R - General Medicine |
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| ctrlnum | (OCoLC)226213144 (DE-599)BVBBV035310313 |
| dewey-full | 616.07/54 610.2856 |
| dewey-hundreds | 600 - Technology (Applied sciences) |
| dewey-ones | 616 - Diseases 610 - Medicine and health |
| dewey-raw | 616.07/54 610.2856 |
| dewey-search | 616.07/54 610.2856 |
| dewey-sort | 3616.07 254 |
| dewey-tens | 610 - Medicine and health |
| discipline | Medizintechnik Informatik Chemie-Ingenieurwesen Elektrotechnik Mess-/Steuerungs-/Regelungs-/Automatisierungstechnik Medizin |
| edition | 2. ed. |
| format | Book |
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| id | DE-604.BV035310313 |
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| indexdate | 2024-07-09T21:30:59Z |
| institution | BVB |
| isbn | 9781420062304 |
| language | English |
| lccn | 2008017810 |
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| owner | DE-92 DE-11 DE-898 DE-BY-UBR DE-91G DE-BY-TUM |
| owner_facet | DE-92 DE-11 DE-898 DE-BY-UBR DE-91G DE-BY-TUM |
| physical | XVII, 450 S. Ill., graph. Darst. 1 CD-ROM (12 cm) |
| publishDate | 2009 |
| publishDateSearch | 2009 |
| publishDateSort | 2009 |
| publisher | CRC Press |
| record_format | marc |
| spelling | Semmlow, John L. Verfasser aut Biosignal and medical image processing John L. Semmlow 2. ed. Boca Raton [u.a.] CRC Press 2009 XVII, 450 S. Ill., graph. Darst. 1 CD-ROM (12 cm) txt rdacontent n rdamedia nc rdacarrier Imaging systems in medicine Image processing Diagnostic imaging Digital techniques Image Processing, Computer-Assisted methods Signal Processing, Computer-Assisted instrumentation Biosensing Techniques Image Interpretation, Computer-Assisted methods Biosignal (DE-588)4227585-4 gnd rswk-swf Medizin (DE-588)4038243-6 gnd rswk-swf Bildgebendes Verfahren (DE-588)4006617-4 gnd rswk-swf Bildverarbeitung (DE-588)4006684-8 gnd rswk-swf Signalverarbeitung (DE-588)4054947-1 gnd rswk-swf Biosignal (DE-588)4227585-4 s Bildverarbeitung (DE-588)4006684-8 s Medizin (DE-588)4038243-6 s DE-604 Bildgebendes Verfahren (DE-588)4006617-4 s Signalverarbeitung (DE-588)4054947-1 s GBV Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=017115066&sequence=000003&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Semmlow, John L. Biosignal and medical image processing Imaging systems in medicine Image processing Diagnostic imaging Digital techniques Image Processing, Computer-Assisted methods Signal Processing, Computer-Assisted instrumentation Biosensing Techniques Image Interpretation, Computer-Assisted methods Biosignal (DE-588)4227585-4 gnd Medizin (DE-588)4038243-6 gnd Bildgebendes Verfahren (DE-588)4006617-4 gnd Bildverarbeitung (DE-588)4006684-8 gnd Signalverarbeitung (DE-588)4054947-1 gnd |
| subject_GND | (DE-588)4227585-4 (DE-588)4038243-6 (DE-588)4006617-4 (DE-588)4006684-8 (DE-588)4054947-1 |
| title | Biosignal and medical image processing |
| title_auth | Biosignal and medical image processing |
| title_exact_search | Biosignal and medical image processing |
| title_full | Biosignal and medical image processing John L. Semmlow |
| title_fullStr | Biosignal and medical image processing John L. Semmlow |
| title_full_unstemmed | Biosignal and medical image processing John L. Semmlow |
| title_short | Biosignal and medical image processing |
| title_sort | biosignal and medical image processing |
| topic | Imaging systems in medicine Image processing Diagnostic imaging Digital techniques Image Processing, Computer-Assisted methods Signal Processing, Computer-Assisted instrumentation Biosensing Techniques Image Interpretation, Computer-Assisted methods Biosignal (DE-588)4227585-4 gnd Medizin (DE-588)4038243-6 gnd Bildgebendes Verfahren (DE-588)4006617-4 gnd Bildverarbeitung (DE-588)4006684-8 gnd Signalverarbeitung (DE-588)4054947-1 gnd |
| topic_facet | Imaging systems in medicine Image processing Diagnostic imaging Digital techniques Image Processing, Computer-Assisted methods Signal Processing, Computer-Assisted instrumentation Biosensing Techniques Image Interpretation, Computer-Assisted methods Biosignal Medizin Bildgebendes Verfahren Bildverarbeitung Signalverarbeitung |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=017115066&sequence=000003&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT semmlowjohnl biosignalandmedicalimageprocessing |