- فهرست کتاب ها
- علوم پزشکی و سلامت
- پزشکی
- قلب و عروق
- نورولوژی، جراحی مغز و اعصاب و علوم اعصاب
- چشم پزشکی
- دندان پزشکی، دهان و فک و صورت
- دستگاه گوارشی و کبد
- گوش، حلق و بینی
- ریه و مجاری تنفسی
- ارولوژی و نفرولوژی
- ارتوپدی و روماتولوژی
- پوست و مو و ناخن (درماتولوژی)
- جراحی (عمومی،زیبایی و ..)
- زنان و زایمان
- پزشکی بازسازی و احیا
- بیماریهای عفونی و قارچی
- غدد و متابولیسم
- سرطان و تومور شناسی
- معاینات و علائم تشخیصی
- بیهوشی (عمومی و موضعی)
- رادیولوژی، پرتو نگاری، سونوگرافی، اسکن، MRI، تصویربرداری، ماموگرافی
- تروما (ارتوپدی، فک و صورت، مغزی)
- آموزش و تحقیقات پزشکی، آمادگی آزمون و منابع پزشکی
- آناتومی و فیزیولوژی
- ایمونولوژی و آلرژی
- پاتولوژی، سیتوپاتولوژی و سیتولوژی
- پروتز و اندام مصنوعی
- پزشکی کودکان، نوزادان و جنین شناسی
- سلول های بنیادی
- هماتولوژی (خون شناسی) و پزشکی انتقال خون
- چاقی، تغذیه و رژیم غذایی
- اخلاق پزشکی
- پزشک قانونی
- پیرپزشکی و پزشکی سالمندان
- مراقبت های ویژه، حاد و بحرانی
- پیوند اعضا
- داروسازی، داروشناسی و دارودرمانی
- روانپزشکی
- دامپزشکی
- پرستاری و دستیاری پزشک
- علوم آزمایشگاهی
- سم شناسی
- انگل شناسی
- ژن شناسی و ژن درمانی (ژنتیک)
- بافت شناسی و مهندسی بافت
- تکنولوژی و بیوتکنولوژی پزشکی
- توان بخشی، کاردرمانی، ورزش درمانی
- پزشکی سنتی و گیاهی و پزشکی جایگزین
- بهداشت و درمان
- پزشکی
- علوم پایه، مهندسی و فناوری
- علوم حیات و زیست شناسی
- علوم پزشکی و سلامت
- ثبت سفارش کتاب
- نرم افزارهای مورد نیاز
- پشتیبانی بوک باز
دانلود کتاب آموزش عمیق برای آنالیز تصویر پزشکی
Deep Learning for Medical Image Analysis, 1ed
|
Deep learning is providing exciting solutions for medical image analysis problems and is seen as a key method for future applications. This book gives a clear understanding of the principles and methods of neural network and deep learning concepts, showing how the algorithms that integrate deep learning as a core component have been applied to medical image detection, segmentation and registration, and computer-aided analysis, using a wide variety of application areas.
Deep Learning for Medical Image Analysis is a great learning resource for academic and industry researchers in medical imaging analysis, and for graduate students taking courses on machine learning and deep learning for computer vision and medical image computing and analysis.
- Covers common research problems in medical image analysis and their challenges
- Describes deep learning methods and the theories behind approaches for medical image analysis
- Teaches how algorithms are applied to a broad range of application areas, including Chest X-ray, breast CAD, lung and chest, microscopy and pathology, etc.
- Includes a Foreword written by Nicholas Ayache
About the Author
S. Kevin Zhou, Ph.D. is currently a Principal Key Expert Scientist at Siemens Healthcare Technology Center, leading a team of full time research scientists and students dedicated to researching and developing innovative solutions for medical and industrial imaging products. His research interests lie in computer vision and machine/deep learning and their applications to medical image analysis, face recognition and modeling, etc. He has published over 150 book chapters and peer-reviewed journal and conference papers, registered over 250 patents and inventions, written two research monographs, and edited three books. He has won multiple technology, patent and product awards, including R&D 100 Award and Siemens Inventor of the Year. He is an editorial board member for Medical Image Analysis journal and a fellow of American Institute of Medical and Biological Engineering (AIMBE).
Contents
۱ An Introduction to Neural Networks and Deep Learning
۲ An Introduction to Deep Convolutional Neural Nets for Computer Vision
۳ Efficient Medical Image Parsing
۴ Multi-Instance Multi-Stage Deep Learning for Medical Image Recognition
۵ Automatic Interpretation of Carotid Intima-Media Thickness Videos Using Convolutional Neural Networks
۶ Deep Cascaded Networks for Sparsely Distributed Object Detection from Medical Images
۷ Deep Voting and Structured Regression for Microscopy Image Analysis
۸ Deep Learning Tissue Segmentation in Cardiac Histopathology Images
۹ Deformable MR Prostate Segmentation via Deep Feature Learning and Sparse Patch Matching
۱۰ Characterization of Errors in Deep Learning-Based Brain MRI Segmentation
۱۱ Scalable High Performance Image Registration Framework by Unsupervised Deep Feature Representations Learning
۱۲ Convolutional Neural Networks for Robust and Real-Time 2-D/3-D Registration
۱۳ Chest Radiograph Pathology Categorization via Transfer Learning
۱۴ Deep Learning Models for Classifying Mammogram Exams Containing Unregistered Multi-View Images and Segmentation Maps of Lesions
۱۵ Randomized Deep Learning Methods for Clinical Trial Enrichment and Design in Alzheimer’s Disease
۱۶ Deep Networks and Mutual Information Maximization for Cross-Modal Medical Image Synthesis
۱۷ Natural Language Processing for Large-Scale Medical Image Analysis Using Deep Learning
لینک کوتاه : https://bookbaz.ir/?p=101697
نویسنده : S. Kevin Zhou , Hayit Greenspan
ناشر : Academic Press; 1 edition
سال انتشار : 2017
زبان کتاب : انگلیسی
نوع فایل : PDF
تعداد صفحات : 459
(ISBN) شابک : 0128104082
قیمت کتاب درآمازون : $57.05
حجم فایل : 10 MB
کتاب های مرتبط:
Medical Image Analysis and Informatics, 1ed
Grainger & Allison’s Diagnostic Radiology, 2-Vol, 6ed
Advanced Biomedical Image Analysis
Henry’s Clinical Diagnosis and Management by Laboratory Methods, 22ed
Diagnostic Imaging, Includes Wiley E-Text, 7ed
Clinical Ultrasound, 2-Vol, 3ed
Toronto Notes 2015 (Essential Med Notes), 31ed
Neuroradiology Signs, 1ed
Textbook of Diagnostic Sonography, 2-Vol, 7ed
Aunt Minnie’s Atlas and Imaging-Specific Diagnosis, 4ed
Electromyography and Neuromuscular Disorders: Clinical-Electrophysiologic Correlations, 3ed
Diagnostic Ultrasound Imaging: Inside Out, 2ed
Differential Diagnosis in Ultrasound, 2ed
Khan’s The Physics of Radiation Therapy, 5ed
Handbook of Photomedicine, 1ed
Power Ultrasonics: Applications of High-Intensity Ultrasound, 1ed
Principles and Practice of Hospital Medicine, 1ed
Biomedical Photonics Handbook, 3-Vol, 2ed
Oxford Handbook of Clinical Medicine, 9ed
Practical Bedside Echocardiography Cases, 1ed
Diagnosis of Breast Diseases: Integrating the Findings of Clinical Presentation, Mammography, and Ultrasound, 1ed
Pulmonary Vein Recordings: A Practical Guide to the Mapping and Ablation of Atrial Fibrillation, 3ed
Applied Radiological Anatomy, 2ed
Clinical Anatomy Cases: An Integrated Approach with Physical Examination and Medical Imaging, 1ed
Ferri’s Best Test: A Practical Guide to Clinical Laboratory Medicine and Diagnostic Imaging, 4ed
PET/CT in Cancer: An Interdisciplinary Approach to Individualized Imaging, 1ed
PACS-Based Multimedia Imaging Informatics, 3ed
Clinical Imaging: With Skeletal, Chest, & Abdominal Pattern Differentials, 3ed
Abdominal Ultrasound: Step by Step, 3ed
X-Ray Repair: A Comprehensive Guide to the Installation and Servicing of Radiographic Equipment, 3ed
Medical Imaging for Health Professionals, 1ed
Clark’s Essential PACS, RIS and Imaging Informatics, 1ed
Clinical Guide to Sonography, 2ed
Sternberg’s Diagnostic Surgical Pathology, 2-Volume 5ed
CURRENT Diagnosis and Treatment Pediatrics, 22ed
Chest Imaging Cases
MRI at a Glance, 2ed
Diagnostic Radiology: Paediatric Imaging, 3ed
The Merck Manual, 19ed
Accident and Emergency Radiology: A Survival Guide, 3ed
Sleisenger & Fordtran’s Gastrointestinal and Liver Disease: Pathophysiology, Diagnosis, Management, 2-Vol, 10ed
Medical Devices and Human Engineering (The Biomedical Engineering Handbook), 4ed
Diagnostic Radiology: Recent Advances and Applied Physics in Imaging, 2ed
EXPERTddx: Abdomen: Published by Amirsys
Biomedical Image Analysis
Atlas of Emergency Radiology: Vascular System, Chest, Abdomen and Pelvis, and Reproductive System, 2015th
Textbook of Family Medicine, 9ed
Diagnosis and Management of Testicular Cancer: The European Point of View, 2015th
Anatomic Basis of Neurologic Diagnosis
Medstudy’ Internal Medicine Review Core Curriculum, 5-Vol, 16ed
Wheeler’s Dental Anatomy, Physiology and Occlusion, 10ed
Grainger & Allison’s Diagnostic Radiology Essentials, 1ed
Tumors of the Spine, 1ed
DeGowin’s Diagnostic Examination, 10ed
Orthopaedic Biomechanics, 1ed
Nanotechnology-Enhanced Orthopedic Materials: Fabrications, Applications and Future Trends, 1ed
Medical Instruments and Devices: Principles and Practices, 1ed
Chapman & Nakielny’s Aids to Radiological Differential Diagnosis, 6ed
Image-Guided Interventions: Expert Radiology Series, 2ed
Atlas of Soft Tissue and Bone Pathology: With Histologic, Cytologic, and Radiologic Correlations, 1ed
Tierney’ The Patient History: Evidence-Based Approach, 2ed
Diagnostic Imaging: Spine, 3ed
Conn’s Current Therapy 2016, 1ed
CT & MRI of the Abdomen and Pelvis: A Teaching File, 3ed
Community Pharmacy: Symptoms, Diagnosis and Treatment, 3ed
Genitourinary Imaging (Radcase), 1ed
Imaging of the Brain (Expert Radiology Series), 1ed
John Murtagh’s General Practice, 6ed
Lasers in Dermatological Practice, 1ed
Imaging of Traumatic Brain Injury, 1ed
Imaging of Orthopaedic Fixation Devices and Prostheses, 1ed
Gastrointestinal Imaging (Rotations in Radiology), 1ed
Browse’s Introduction to the Symptoms & Signs of Surgical Disease, 5ed
Cone Beam Computed Tomography in Orthodontics: Indications, Insights, and Innovations, 1ed
Surgical Instruments: A Pocket Guide, 4ed
Hemorrhagic and Ischemic Stroke: Medical, Imaging, Surgical and Interventional Approaches, 1ed
Physical Examination and Health Assessment, 7ed
CT and MR Angiography: Comprehensive Vascular Assessment, 1ed
High-Resolution CT of the Lung, 5ed
Gunderson & Tepper’s Clinical Radiation Oncology, 4ed
MRI and CT of the Cardiovascular System, 3ed
Atlas of Emergency Radiology, 1ed
Medical Assisting: Adminitrative and Clinical Competencies, 7ed
Hemorrhagic and Ischemic Stroke: Medical, Imaging, Surgical and Interventional Approaches, 1ed + Videos
Systematic Musculoskeletal Examinations, 1ed
Clinical Skills for OSCEs, 5ed
CT and MRI of the Whole Body, 2-Vol, 6ed
Basic Musculoskeletal Imaging, 1ed
Cardiovascular Magnetic Resonance (Oxford Specialist Handbooks in Cardiology), 1ed
Medical Imaging: Techniques, Reflection & Evaluation, 2ed
Digital Breast Tomosynthesis: Technique and Cases, 1ed
Essential Examination, 3ed
Imaging Anatomy of the Human Brain, 1ed
MRI Essentials for the Spine Specialist, 1ed
Aortic Diseases: Clinical Diagnostic Imaging Atlas, 1ed
Breast Imaging: The Requisites, 3ed
CURRENT Medical Diagnosis and Treatment 2017, 56ed
Practical Vascular Ultrasound: An Illustrated Guide, 1ed
Bioinformatics and Functional Genomics, 3ed
Imaging Strategies for the Knee, 1ed
Fundamentals of High-Resolution Lung CT, 1ed
Spinal Trauma: An Imaging Approach, 1ed
Ultrasound, 1ed
Imaging Anatomy: Chest, Abdomen, Pelvis, 2ed
Radiology Case Review Series: Interventional Radiology, 1ed
Endoscopic Ultrasound: An Introductory Manual and Atlas, 2ed
Crack the CORE Exam – Case Companion, 1ed
MR Imaging of the Abdomen and Pelvis, 1ed
Structures of the Head and Neck, 1ed
Planning and Positioning in MRI, 1ed
Principles of Vascular and Intravascular Ultrasound, 1ed
Practical Musculoskeletal Ultrasound, 2ed
Waldman’s Comprehensive Atlas of Diagnostic Ultrasound of Painful Conditions, 1ed
Musculoskeletal Ultrasound Cross-Sectional Anatomy, 1ed
The Radiography Procedure and Competency Manual, 3ed
Examination Medicine: A Guide to Physician Training, 8ed + Video
Conn’s Current Therapy 2018, 1ed
Obstetric Imaging: Fetal Diagnosis and Care, 2ed + Video
Mayo Clinic Guide to Cardiac Magnetic Resonance Imaging, 2ed
Thoracic Imaging: Case Review Series, 2ed
Patient Care in Radiography: With an Introduction to Medical Imaging, 9ed
Musculoskeletal Imaging, 2ed
Case-Based Interventional Neuroradiology, 1ed
Clinical Cardiac CT: Anatomy and Function, 2ed
Atlas of Normal Roentgen Variants That May Simulate Disease, 9ed
Rapid Review of Radiology, 1ed
Caffey’s Pediatric Diagnostic Imaging, 2-Volume Set, 13ed + Video
Pocket Atlas of Sectional Anatomy, Volume III: Spine, Extremities, Joints: Computed Tomography and Magnetic Resonance Imaging, 2ed
Seidel’s Guide to Physical Examination, 9ed + Video
Thoracic Imaging: A Core Review, 1ed
Spinal Instrumentation: Challenges and Solutions, 2ed
Liver Imaging: MRI with CT Correlation, 1ed
CURRENT Medical Diagnosis and Treatment 2019, 58ed
Medical Secrets, 6ed
Mosby’s Manual of Diagnostic and Laboratory Tests, 6ed
Learning Radiology: Recognizing the Basics, 3ed + Video
CT Imaging: Practical Physics, Artifacts, and Pitfalls, 1ed
The Practice of Interventional Radiology, 1ed
Textbook of Oral Medicine + Basic Oral Radiology, 3ed
Teaching Atlas of Urologic Imaging, 1ed
Pocket Atlas of Echocardiography, 2ed + Video
Boh’s Pharmacy Practice Manual, 4ed
Atlas of Oral and Maxillofacial Surgical Istruments, 1ed
Practical Musculoskeletal Ultrasound, 2ed + Video
Workbook for Dental Radiography: A Workbook and Laboratory Manual, 5ed
Ultrasonography of the Head and Neck: An Imaging Atlas, 1ed
Fundamentals of Musculoskeletal Ultrasound, 3ed
Cardiac CT, PET and MR, 3ed
Bone Dysplasias: An Atlas of Genetic Disorders of Skeletal Development, 4ed
Fleischer’s Sonography in Obstetrics & Gynecology, 8ed