Image Processing and Capsule Networks

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Release : 2020-07-23
Genre : Technology & Engineering
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Book Rating : 590/5 ( reviews)

Image Processing and Capsule Networks - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Image Processing and Capsule Networks write by Joy Iong-Zong Chen. This book was released on 2020-07-23. Image Processing and Capsule Networks available in PDF, EPUB and Kindle. This book emphasizes the emerging building block of image processing domain, which is known as capsule networks for performing deep image recognition and processing for next-generation imaging science. Recent years have witnessed the continuous development of technologies and methodologies related to image processing, analysis and 3D modeling which have been implemented in the field of computer and image vision. The significant development of these technologies has led to an efficient solution called capsule networks [CapsNet] to solve the intricate challenges in recognizing complex image poses, visual tasks, and object deformation. Moreover, the breakneck growth of computation complexities and computing efficiency has initiated the significant developments of the effective and sophisticated capsule network algorithms and artificial intelligence [AI] tools into existence. The main contribution of this book is to explain and summarize the significant state-of-the-art research advances in the areas of capsule network [CapsNet] algorithms and architectures with real-time implications in the areas of image detection, remote sensing, biomedical image analysis, computer communications, machine vision, Internet of things, and data analytics techniques.

Second International Conference on Image Processing and Capsule Networks

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Release : 2021-09-09
Genre : Technology & Engineering
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Book Rating : 608/5 ( reviews)

Second International Conference on Image Processing and Capsule Networks - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Second International Conference on Image Processing and Capsule Networks write by Joy Iong-Zong Chen. This book was released on 2021-09-09. Second International Conference on Image Processing and Capsule Networks available in PDF, EPUB and Kindle. This book includes the papers presented in 2nd International Conference on Image Processing and Capsule Networks [ICIPCN 2021]. In this digital era, image processing plays a significant role in wide range of real-time applications like sensing, automation, health care, industries etc. Today, with many technological advances, many state-of-the-art techniques are integrated with image processing domain to enhance its adaptiveness, reliability, accuracy and efficiency. With the advent of intelligent technologies like machine learning especially deep learning, the imaging system can make decisions more and more accurately. Moreover, the application of deep learning will also help to identify the hidden information in volumetric images. Nevertheless, capsule network, a type of deep neural network, is revolutionizing the image processing domain; it is still in a research and development phase. In this perspective, this book includes the state-of-the-art research works that integrate intelligent techniques with image processing models, and also, it reports the recent advancements in image processing techniques. Also, this book includes the novel tools and techniques for deploying real-time image processing applications. The chapters will briefly discuss about the intelligent image processing technologies, which leverage an authoritative and detailed representation by delivering an enhanced image and video recognition and adaptive processing mechanisms, which may clearly define the image and the family of image processing techniques and applications that are closely related to the humanistic way of thinking.

Third International Conference on Image Processing and Capsule Networks

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Release : 2022-07-28
Genre : Technology & Engineering
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Book Rating : 138/5 ( reviews)

Third International Conference on Image Processing and Capsule Networks - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Third International Conference on Image Processing and Capsule Networks write by Joy Iong-Zong Chen. This book was released on 2022-07-28. Third International Conference on Image Processing and Capsule Networks available in PDF, EPUB and Kindle. This book provides a collection of the state-of-the-art research attempts to tackle the challenges in image and signal processing from various novel and potential research perspectives. The book investigates feature extraction techniques, image enhancement methods, reconstruction models, object detection methods, recommendation models, deep and temporal feature analysis, intelligent decision support systems, and autonomous image detection models. In addition to this, the book also looks into the potential opportunities to monitor and control the global pandemic situations. Image processing technology has progressed significantly in recent years, and it has been commercialized worldwide to provide superior performance with enhanced computer/machine vision, video processing, and pattern recognition capabilities. Meanwhile, machine learning systems like CNN and CapsNet get popular to provide better model hierarchical relationships and attempts to more closely mimic biological neural organization. As machine learning systems prosper, image processing and machine learning techniques will be tightly intertwined and continuously promote each other in real-world settings. Adopting this trend, however, the image processing researchers are faced with few image reconstruction, analysis, and segmentation challenges. On the application side, the orientation of the image features and noise removal has become a huge burden.

Fourth International Conference on Image Processing and Capsule Networks

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Release : 2023-12-19
Genre : Technology & Engineering
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Book Rating : 938/5 ( reviews)

Fourth International Conference on Image Processing and Capsule Networks - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Fourth International Conference on Image Processing and Capsule Networks write by Subarna Shakya. This book was released on 2023-12-19. Fourth International Conference on Image Processing and Capsule Networks available in PDF, EPUB and Kindle. This book includes high-quality research papers presented at the Fourth International Conference on Image Processing and Capsule Networks (ICIPCN 2023), which is held in Bangkok, Thailand, during 10–11 August 2023. This book provides a collection of the state-of-the-art research attempts to tackle the challenges in image and signal processing from various novel and potential research perspectives. The book investigates feature extraction techniques, image enhancement methods, reconstruction models, object detection methods, recommendation models, deep and temporal feature analysis, intelligent decision support systems, and autonomous image detection models. In addition to this, the book also looks into the potential opportunities to monitor and control the global pandemic situations.

Convolutional Neural Networks for Medical Image Processing Applications

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Release : 2022-12-23
Genre : Science
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Book Rating : 020/5 ( reviews)

Convolutional Neural Networks for Medical Image Processing Applications - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Convolutional Neural Networks for Medical Image Processing Applications write by Saban Ozturk. This book was released on 2022-12-23. Convolutional Neural Networks for Medical Image Processing Applications available in PDF, EPUB and Kindle. The rise in living standards increases the expectation of people in almost every field. At the forefront is health. Over the past few centuries, there have been major developments in healthcare. Medical device technology and developments in artificial intelligence (AI) are among the most important ones. The improving technology and our ability to harness the technology effectively by means such as AI have led to unprecedented advances, resulting in early diagnosis of diseases. AI algorithms enable the fast and early evaluation of images from medical devices to maximize the benefits. While developments in the field of AI were quickly adapted to the field of health, in some cases this contributed to the formation of innovative artificial intelligence algorithms. Today, the most effective artificial intelligence method is accepted as deep learning. Convolutional neural network (CNN) architectures are deep learning algorithms used for image processing. This book contains applications of CNN methods. The content is quite extensive, including the application of different CNN methods to various medical image processing problems. Readers will be able to analyze the effects of CNN methods presented in the book in medical applications.