Deep Generative Models And Data Augmentation Labelling And Imperfections
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Deep Generative Models And Data Augmentation Labelling And Imperfections
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Author : Sandy Engelhardt
language : en
Publisher: Springer Nature
Release Date : 2021-09-29
Deep Generative Models And Data Augmentation Labelling And Imperfections written by Sandy Engelhardt and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-09-29 with Computers categories.
This book constitutes the refereed proceedings of the First MICCAI Workshop on Deep Generative Models, DG4MICCAI 2021, and the First MICCAI Workshop on Data Augmentation, Labelling, and Imperfections, DALI 2021, held in conjunction with MICCAI 2021, in October 2021. The workshops were planned to take place in Strasbourg, France, but were held virtually due to the COVID-19 pandemic. DG4MICCAI 2021 accepted 12 papers from the 17 submissions received. The workshop focusses on recent algorithmic developments, new results, and promising future directions in Deep Generative Models. Deep generative models such as Generative Adversarial Network (GAN) and Variational Auto-Encoder (VAE) are currently receiving widespread attention from not only the computer vision and machine learning communities, but also in the MIC and CAI community. For DALI 2021, 15 papers from 32 submissions were accepted for publication. They focus on rigorous study of medical data related to machine learning systems.
Data Augmentation Labelling And Imperfections
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Author : Yuan Xue
language : en
Publisher: Springer Nature
Release Date : 2024-04-26
Data Augmentation Labelling And Imperfections written by Yuan Xue and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-04-26 with Computers categories.
This LNCS conference volume constitutes the proceedings of the 3rd International Workshop on Data Augmentation, Labeling, and Imperfections (DALI 2023), held on October 12, 2023, in Vancouver, Canada, in conjunction with the 26th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2023). The 16 full papers together in this volume were carefully reviewed and selected from 23 submissions. The conference fosters a collaborative environment for addressing the critical challenges associated with medical data, particularly focusing on data, labeling, and dealing with data imperfections in the context of medical image analysis.
Generative Machine Learning Models In Medical Image Computing
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Author : Le Zhang
language : en
Publisher: Springer Nature
Release Date : 2025-03-12
Generative Machine Learning Models In Medical Image Computing written by Le Zhang and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-12 with Mathematics categories.
Generative Machine Learning Models in Medical Image Computing" provides a comprehensive exploration of generative modeling techniques tailored to the unique demands of medical imaging. This book presents an in-depth overview of cutting-edge generative models such as GANs, VAEs, and diffusion models, examining how they enable groundbreaking applications in medical image synthesis, reconstruction, and enhancement. Covering diverse imaging modalities like MRI, CT, and ultrasound, it illustrates how these models facilitate improvements in image quality, support data augmentation for scarce datasets, and create new avenues for predictive diagnostics. Beyond technical details, the book addresses critical challenges in deploying generative models for healthcare, including ethical concerns, interpretability, and clinical validation. With a strong focus on real-world applications, it includes case studies and implementation guidelines, guiding readers in translating theory into practice. By addressing model robustness, reproducibility, and clinical utility, this book is an essential resource for researchers, clinicians, and data scientists seeking to leverage generative models to enhance biomedical imaging and deliver impactful healthcare solutions. Combining technical rigor with practical insights, it offers a roadmap for integrating advanced generative approaches in the field of medical image computing.
Medical Image Computing And Computer Assisted Intervention Miccai 2023
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Author : Hayit Greenspan
language : en
Publisher: Springer Nature
Release Date : 2023-09-30
Medical Image Computing And Computer Assisted Intervention Miccai 2023 written by Hayit Greenspan and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-09-30 with Computers categories.
The ten-volume set LNCS 14220, 14221, 14222, 14223, 14224, 14225, 14226, 14227, 14228, and 14229 constitutes the refereed proceedings of the 26th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2023, which was held in Vancouver, Canada, in October 2023. The 730 revised full papers presented were carefully reviewed and selected from a total of 2250 submissions. The papers are organized in the following topical sections: Part I: Machine learning with limited supervision and machine learning – transfer learning; Part II: Machine learning – learning strategies; machine learning – explainability, bias, and uncertainty; Part III: Machine learning – explainability, bias and uncertainty; image segmentation; Part IV: Image segmentation; Part V: Computer-aided diagnosis; Part VI: Computer-aided diagnosis; computational pathology; Part VII: Clinical applications – abdomen; clinical applications – breast; clinical applications – cardiac; clinical applications – dermatology; clinical applications – fetal imaging; clinical applications – lung; clinical applications – musculoskeletal; clinical applications – oncology; clinical applications – ophthalmology; clinical applications – vascular; Part VIII: Clinical applications – neuroimaging; microscopy; Part IX: Image-guided intervention, surgical planning, and data science; Part X: Image reconstruction and image registration.
Computer Aided Diagnosis Cad Tools And Applications For 3d Medical Imaging
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Author :
language : en
Publisher: Elsevier
Release Date : 2025-01-21
Computer Aided Diagnosis Cad Tools And Applications For 3d Medical Imaging written by and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-01-21 with Mathematics categories.
Computer-Aided Diagnosis (CAD) Tools and Applications for 3D Medical Imaging, Volume 136 in the Advances in Computers series, presents detailed coverage of innovations in computer hardware, software, theory, design, and applications. Chapters in this updated release include Introduction to Computer-aided diagnosis (CAD) tools and applications, Enhancement of three-dimensional medical images, Machine Learning Based Techniques for Computer Aided Diagnosis, AI-based image processing techniques for the automatic segmentation of human organs, Watermarking over medical images, Compressive Sensing for 3D Medical Image Compression, and more.Additional chapters cover Image encryption of medical images, Image Registration for 3D Medical Images, Texture-based computations for processing volumetric dental image, Language Processing in the Brain :an fMRI Study, Research challenges and emerging futuristic evolution for 3D medical image processing, Software based medical image analysis, and Automated 3D Visualization and Volume Estimation of Hepatic Structures for Treatment Planning of Hepatocellular Carcinoma. - Provides in-depth surveys and tutorials on new computer technology, with this release focusing on Computer-Aided Diagnosis - Presents well-known authors and researchers in the field - Includes volumes that are devoted to single themes or subfields of computer science
Pattern Recognition Icpr 2024 International Workshops And Challenges
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Author : Shivakumara Palaiahnakote
language : en
Publisher: Springer Nature
Release Date : 2025-04-29
Pattern Recognition Icpr 2024 International Workshops And Challenges written by Shivakumara Palaiahnakote and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-04-29 with Computers categories.
This 6-volume set LNCS 15614-15619 constitutes the proceedings of the ICPR 2024 International Workshops and Challenges held under the umbrella of the 27th International Conference on Pattern Recognition, ICPR 2024, which took place in Kolkata, India, during December 1–5, 2024. The 183 full papers presented in these 6 volumes were carefully reviewed and selected from numerous submissions. The 21 ICPR 2024 workshops addressed problems in pattern recognition, artificial intelligence, computer vision, and image and sound analysis, and the contributions reflect the most recent applications related to healthcare, biometrics, ethics, multimodality, cultural heritage, imagery, affective computing, and de-escalation.
Health Science 2023 Ii
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Author : Fazlı YANIK
language : en
Publisher: Efe Akademi Yayınları
Release Date : 2023-06-22
Health Science 2023 Ii written by Fazlı YANIK and has been published by Efe Akademi Yayınları this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-06-22 with Medical categories.
CONTENTS CLINICAL VARIANT INTERPRETATION IN GENETICS - Mustafa Tarık ALAY INVESTIGATION OF EPIGENETICS AND GENETIC BIOMARKERS IN CANCER DIAGNOSIS: LIQUID BIOPSY - Elif ERTÜRK IMMUNOTHERAPY IN CANCER TREATMENT - Hayrani Eren BOSTANCI, Faruk Kaan ÇELİK, İnci TEMUR CHRONIC VENOUS INSUFFICIENCY AND PHYSIOTHERAPY - Sıla ÇELİK, Ömer ŞEVGİN CURRENT DIAGNOSTIC METHODS IN CORONARY ARTERY DISEASES - Ayşegül DURMAZ, Şadan YAVUZ LUMBAR TRANSFORAMINAL EPIDURAL STEROID INJECTIONS - Ahmet Tolgay AKINCI CATARACT TYPES AND CURRENT TREATMENT APPROACHES - Göksu ALAÇAMLI THE IMPORTANCE OF THE ANATOMICAL STRUCTURE OF MAXILLARY SINUS IN ORAL AND MAXILLOFACIAL SURGERY: A REVIEW OF THE LITERATURE - Raha AKBARİHAMED, Hacer EBERLİKÖSE, Arif Yiğit GÜLER CLOSED RHINOPLASTY - Ahmet KÖDER CLAVICLE FRACTURES: CURRENT CONCEPTS - Eşref SELÇUK, Cihan ÜNYILMAZ PEDIATRIC SUPRACONYLAR HUMERUS FRACTURES - Doğukan ERKAL, Murat EREM NON-PROSTHETIC TREATMENT OPTIONS FOR JOINT CARTILAGE INJURIES - Erdem ÖZDEN PERSONALIZED MEDICAL GRAFT AND GRAFT MOLDING SUPPORTED BY ARTIFİCIAL INTELLIGENCE - BAŞAK ÇAKMAK, GIRAY ÖTKEN, AHMET TOLGAY AKINCI DRUG DISCOVERY WITH COMPUTER AIDED DRUG DESIGN METHODS - Okan AYKAÇ, Burçin TÜRKMENOĞLU
Medical Imaging And Computer Aided Diagnosis
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Author : Ruidan Su
language : en
Publisher: Springer Nature
Release Date : 2023-12-19
Medical Imaging And Computer Aided Diagnosis written by Ruidan Su and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-12-19 with Technology & Engineering categories.
This book covers virtually all aspects of image formation in medical imaging, including systems based on ionizing radiation (x-rays, gamma rays) and non-ionizing techniques (ultrasound, optical, thermal, magnetic resonance, and magnetic particle imaging) alike. In addition, it discusses the development and application of computer-aided detection and diagnosis (CAD) systems in medical imaging. Given its coverage, the book provides both a forum and valuable resource for researchers involved in image formation, experimental methods, image performance, segmentation, pattern recognition, feature extraction, classifier design, machine learning / deep learning, radiomics, CAD workstation design, human–computer interaction, databases, and performance evaluation.
Advances In Smart Healthcare Paradigms And Applications
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Author : Halina Kwaśnicka
language : en
Publisher: Springer Nature
Release Date : 2023-08-16
Advances In Smart Healthcare Paradigms And Applications written by Halina Kwaśnicka and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-08-16 with Technology & Engineering categories.
This book is dedicated to showcase research and innovation in smart healthcare systems and technologies led by women scientists, researchers, and practitioners. With the advent of artificial intelligence (AI) and related technologies, the healthcare sector has undergone tremendous changes in practice and management in recent years. On par to men, women have made significant contributions to tackle a variety of healthcare problems, creating smarter paradigms to provide effective and efficient solutions for patients and stakeholders. The book presents a small collection of contributions by outstanding women in STEM (Science, Technology, Engineering and Mathematics) education, focusing on the healthcare domain. The selected articles allow readers to comprehend current advances in AI and other methods for undertaking healthcare challenges. It is envisaged that the inspiring work by prominent women scientists, researchers, and practitioners reported in this book offers a beacon to propel women in pursuing STEM education and advancing the healthcare sector for the benefits of humankind.
Quantitative Imaging Qi And Artificial Intelligence Ai In Cardiovascular Diseases
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Author : Sebastian Kelle
language : en
Publisher: Frontiers Media SA
Release Date : 2023-05-17
Quantitative Imaging Qi And Artificial Intelligence Ai In Cardiovascular Diseases written by Sebastian Kelle and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-05-17 with Medical categories.