Deep Learning for Computational Imaging - Image 1

£91.92

This is the most expensive it has ever been. Walk away.

£92 today · previous high £92 · all-time low £87

Oxford University Press Deep Learning for Computational Imaging

Name: Deep Learning for Computational Imaging
Brand: Oxford University Press
Price: 91.92 GBP
Availability: InStock

Higher Education

Price Distribution

Price distribution over 56 days • 2 price levels

Days at Price

Current Price

Price Analysis

Most common price: £92 (39 days, 69.6%)

Price range: £87 - £92

Price levels: 2 different prices over 56 days

Description

Computational techniques for image reconstruction problems enable imaging technologies including high-resolution microscopy, astronomy and seismology, computed tomography, and magnetic resonance imaging. Until recently, methods for solving such inverse problems were derived by experts without any learning. Now, the best performing image reconstruction methods are based on deep learning. This textbook gives the first comprehensive introduction to deep learning based image reconstruction methods. This book first introduces important inverse problems in imaging, including denoising and reconstructing an image from few and noisy measurements, and explains what makes those problems hard and interesting. Then, the book briefly discusses traditional optimization and sparsity based reconstruction methods, as well as optimization techniques as a basis for training and deriving deep neural networks for image reconstruction. The main part of the book is about how to solve image reconstruction problems with deep learning techniques: The book first disuses supervised deep learning approaches that map a measurement to an image as well as network architectures for imaging including convolutional neural networks and transformers. Then, reconstruction approaches based on generative models such as variational autoencoders and diffusion models are discussed, and how un-trained neural networks and implicit neural representations enable signal and image reconstruction. The book ends with a discussion on the robustness of deep learning based reconstruction as well as a discussion on the important topic of evaluating models and datasets, which are a critical ingredient of deep learning based imaging.

Product Specifications

Brand: Oxford University Press
Format: hardcover
ASIN: 0198947178
Category: Books > Subjects > Science, Nature & Maths > Engineering & Technology > Education > Higher Education
Domain: Amazon UK
Release Date: 30 April 2025
Listed Since: 08 November 2024

Barcode

No barcode data available

This is the most expensive it has ever been. Walk away.

Oxford University Press Deep Learning for Computational Imaging

Price Distribution

Price Analysis

Description

Product Specifications

Barcode

Similar Products You Might Like

Deep Learning Assessment of Neurological Imaging

Diagnostic Biomedical Signal and Image Processing Applications With Deep Learning Methods (Intelligent Data-Centric Systems)

Advances in Deep Learning for Medical Image Analysis

Artificial Intelligence and Data Analytics in Medical Imaging (Medical Imaging in Practice)

Artificial Intelligence and Data Analytics in Medical Imaging (Medical Imaging in Practice)

Advances in Deep-Learning-Based Sensing, Imaging, and Video Processing

Artificial Intelligence and Image Processing in Medical Imaging (Developments in Biomedical Engineering and Bioelectronics)

Multimodality Imaging: Deep Learning Applications (IOP Expanding Physics) (IOP ebooks)

Intelligent Computing Techniques in Biomedical Imaging: Methods, Case Studies, and Applications

Image Processing: Theory, Practice, and Deep Learning Approaches

Deep Learning for Advanced X-ray Detection and Imaging Applications

Machine Learning in Medical Imaging and Computer Vision (Healthcare Technologies)

Deep Learning for Engineers

Imaging in Medical Sciences

Deep Learning Approaches for Healthcare Data Analysis and Decision Making

Medical Imaging in Clinical Practice - IntechOpen

Physical Principles of Imaging in Medicine: Mathematical and Physical Principles

Medical Imaging: Technology and Applications

Medical Imaging: Principles and Applications

Federated Learning for Medical Imaging: Principles, Algorithms, and Applications (The MICCAI Society book Series)

Intelligent Imaging and Analysis

Deep Learning and Computer Vision: Models and Biomedical Applications: Volume 1 (Algorithms for Intelligent Systems)

Deep Learning in Engineering, Energy and Finance: Principals and Applications

Deep Learning for Earth Observation and Climate Monitoring

This is the most expensive it has ever been. Walk away.

Oxford University Press Deep Learning for Computational Imaging

Price History & Forecast

Price Distribution

Price Analysis

Description

Product Specifications

Barcode

Similar Products You Might Like

Deep Learning Assessment of Neurological Imaging

Diagnostic Biomedical Signal and Image Processing Applications With Deep Learning Methods (Intelligent Data-Centric Systems)

Advances in Deep Learning for Medical Image Analysis

Artificial Intelligence and Data Analytics in Medical Imaging (Medical Imaging in Practice)

Artificial Intelligence and Data Analytics in Medical Imaging (Medical Imaging in Practice)

Advances in Deep-Learning-Based Sensing, Imaging, and Video Processing

Artificial Intelligence and Image Processing in Medical Imaging (Developments in Biomedical Engineering and Bioelectronics)

Multimodality Imaging: Deep Learning Applications (IOP Expanding Physics) (IOP ebooks)

Intelligent Computing Techniques in Biomedical Imaging: Methods, Case Studies, and Applications

Image Processing: Theory, Practice, and Deep Learning Approaches

Deep Learning for Advanced X-ray Detection and Imaging Applications

Machine Learning in Medical Imaging and Computer Vision (Healthcare Technologies)

Deep Learning for Engineers

Imaging in Medical Sciences

Deep Learning Approaches for Healthcare Data Analysis and Decision Making

Medical Imaging in Clinical Practice - IntechOpen

Physical Principles of Imaging in Medicine: Mathematical and Physical Principles

Medical Imaging: Technology and Applications

Medical Imaging: Principles and Applications

Federated Learning for Medical Imaging: Principles, Algorithms, and Applications (The MICCAI Society book Series)

Intelligent Imaging and Analysis

Deep Learning and Computer Vision: Models and Biomedical Applications: Volume 1 (Algorithms for Intelligent Systems)

Deep Learning in Engineering, Energy and Finance: Principals and Applications

Deep Learning for Earth Observation and Climate Monitoring