Biomedical signal and image processing. (2016)

• Record Type: Book
• Further Information: Note: Kayvan Najarian.
• Other Names: Najarian, Kayvan
• Contents: INTRODUCTION TO DIGITAL SIGNAL AND IMAGE PROCESSING; ; Signals and Biomedical Signal Processing; Introduction and Overview; What is a "Signal"?; Analog, Discrete, and Digital Signals; Processing and Transformation of Signals; Signal Processing for Feature Extraction; Some Characteristics of Digital Images; Summary; Problems; Fourier Transform; Introduction and Overview; One-Dimensional Continuous Fourier Transform; Sampling and NYQUIST Rate; One-Dimensional Discrete Fourier Transform; Two-Dimensional Discrete Fourier Transform; Filter Design; Summary; Problems; Image Filtering, Enhancement, and Restoration; Introduction and Overview; Point Processing; Mask Processing: Linear Filtering in the Space Domain; Frequency Domain Filtering; Summary; Problems; Edge Detection and Segmentation of Images; Introduction and Overview; Edge Detection; Image Segmentation; Summary; Problems; Wavelet Transform; Introduction and Overview; From Fourier Transform to Short-Time Fourier Transform; One-Dimensional Continuous Wavelet Transform; One-Dimensional Discrete Wavelet Transform; Two-Dimensional Wavelet Transform; Main Applications of the DWT; Discrete Wavelet Transform in MATLAB; Summary; Problems; Other Signal and Image Processing Methods; Introduction and Overview; Complexity Analysis; Cosine Transform; Introduction to Stochastic Processes; Introduction to Information Theory; Registration of Images; Summary; Problems; Clustering and Classification; Introduction and Overview; Clustering versus Classification; Feature Extraction; K-Means: A Simple Clustering Method; Bayesian Classifier; Maximum Likelihood Method; Neural Networks; Summary; Problems; ; PROCESSING OF BIOMEDICAL SIGNALS; ; Electrical Activities of Cell; Introduction and Overview; Ion Transport in Biological Cells; Electrical Characteristics of Cell Membranes; Hodgkin-Huxley Model; Electrical Data Acquisition; Some Practical Considerations for Biomedical Electrodes; Summary; Problems; Electrocardiogram; Introduction and Overview; Function and Structure of the Heart; Electrocardiogram: Signal of the Cardiovascular System; Cardiovascular Diseases and the ECG; Processing and Feature Extraction of ECGs; Summary; Problems; Electroencephalogram; Introduction and Overview; The Brain and Its Functions; Electroencephalogram: Signal of the Brain; Evoked Potentials; Diseases of the Central Nervous System and the EEG; EEG for Assessment of Anesthesia; Processing and Feature Extraction of EEGs; Summary; Problems; Electromyogram; Introduction and Overview; Muscle; EMG: Signal Muscles; Neuromuscular Diseases and the EMG; Other Applications of the EMG; Processing and Feature Extraction of the EMG; Summary; Problems; Other Biomedical Signals; Introduction and Overview; Blood Pressure and Blood Flow; Electrooculogram; Magnetoencephaogram; Respiratory Signals; More Biomedical Signals; Summary; Problems; ; PROCESSING OF BIOMEDICAL IMAGES; ; Principles of Computed Tomography; Introduction and Overview; Formulation of Attenuation Computed Tomography; The Fourier Slice Theorem; Summary; Problems; X-Ray Imaging and Computed Tomography; Introduction and Overview; Physics of X-Rays; Attenuation-Based X-Ray Imaging; Image Quality; Computed Tomography; Biomedical CT Scanners; Diagnostic Applications of X-Ray Imaging; CT Images for Stereotactic Surgeries; CT Registration for Other Image-Guided Interventions; Complications of X-Ray Imaging; Summary; Problems; Magnetic Resonance Imaging; Introduction and Overview; Physical and Physiological Principles of MRI; MRI; Formulation of MRI Reconstruction; Functional MRI (fMRI); Applications of MRI and fMRI; Processing and Feature Extraction of MRI; Comparison of MRI with Other Imaging Modalities; Registration with MR Images; Summary; Problems; Ultrasound Imaging; Introduction and Overview; Why Ultrasound Imaging?; Generation and Detection of Ultrasound Waves; Physical and Physiological Principles of Ultrasound; Resolution of Ultrasound Imaging Systems; Ultrasound Imaging Modalities; Modes of Ultrasound Image Representation; Ultrasound Image Artifacts; Three-Dimensional Ultrasound Image Reconstruction; Applications of Ultrasound Imaging; Processing and Feature Extraction of Ultrasonic Images; Image Registration; Comparison of CT, MRI, and Ultrasonic Images; Bio-Effects of Ultrasound; Summary; Problems; Positron Emission Tomography; Introduction and Overview; Physical and Physiological Principles of PET; PET Signal Acquisition; PET Image Formation; Significance of PET; Applications of PET; Processing and Feature Extraction of PET Images; Comparison of CT, MRI, Ultrasonic, and PET Images; Summary; Problems; Other Biomedical Imaging Techniques; Introduction and Overview; Optical Microscopy; Fluorescent Microscopy; Confocal Microscopy; Near-Field Scanning Optical Microscopy; Electrical Impedance Imaging; Electron Microscopy; Biometrics; Summary; Problems; RELATED TITLES; INDEX
• Edition: 2nd ed
• Publisher Details: Place of publication not identified : CRC Press
• Publication Date: 2016
• Extent: 1 online resource, illustrations
• Subjects: 610.28; Imaging systems in medicine; Signal processing; Image processing; Image Processing, Computer-Assisted; Signal Processing, Computer-Assisted
• Languages: English
• ISBNs: 9781439870341; 1439870349
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.