Computer Vision for Microscopy Image Analysis

Written By Mei Chen
Computer Vision for Microscopy Image Analysis
  • Publsiher : Academic Press
  • Release : 01 December 2020
  • ISBN : 0128149736
  • Pages : 228 pages
  • Rating : 4/5 from 21 reviews
GET THIS BOOKComputer Vision for Microscopy Image Analysis


Read or download book entitled Computer Vision for Microscopy Image Analysis written by Mei Chen which was release on 01 December 2020, this book published by Academic Press. Available in PDF, EPUB and Kindle Format. Book excerpt: Are you a computer scientist working on image analysis? Are you a biologist seeking tools to process the microscopy data from image-based experiments? Computer Vision for Microscopy Image Analysis provides a comprehensive and in-depth discussion of modern computer vision techniques, in particular deep learning, for microscopy image analysis that will advance your efforts. Progress in imaging techniques has enabled the acquisition of large volumes of microscopy data and made it possible to conduct large-scale, image-based experiments for biomedical discovery. The main challenge and bottleneck in such experiments is the conversion of "big visual data" into interpretable information. Visual analysis of large-scale microscopy data is a daunting task. Computer vision has the potential to automate this task. One key advantage is that computers perform analysis more reproducibly and less subjectively than human annotators. Moreover, high-throughput microscopy calls for effective and efficient techniques as there are not enough human resources to advance science by manual annotation. This book articulates the strong need for biologists and computer vision experts to collaborate to overcome the limits of human visual perception, and devotes a chapter each to the major steps in analyzing microscopy images, such as detection and segmentation, classification, tracking, and event detection. Discover how computer vision can automate and enhance the human assessment of microscopy images for discovery Grasp the state-of-the-art approaches, especially deep neural networks Learn where to obtain open-source datasets and software to jumpstart his or her own investigation

Computer Vision for Microscopy Image Analysis

Computer Vision for Microscopy Image Analysis
  • Author : Mei Chen
  • Publisher : Academic Press
  • Release Date : 2020-12-01
  • Total pages : 228
  • ISBN : 0128149736
GET BOOK

Summary : Are you a computer scientist working on image analysis? Are you a biologist seeking tools to process the microscopy data from image-based experiments? Computer Vision for Microscopy Image Analysis provides a comprehensive and in-depth discussion of modern computer vision techniques, in particular deep learning, for microscopy image analysis that will ...

Research Developments in Computer Vision and Image Processing Methodologies and Applications

Research Developments in Computer Vision and Image Processing  Methodologies and Applications
  • Author : Srivastava, Rajeev
  • Publisher : IGI Global
  • Release Date : 2013-09-30
  • Total pages : 451
  • ISBN : 0128149736
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Summary : Similar to the way in which computer vision and computer graphics act as the dual fields that connect image processing in modern computer science, the field of image processing can be considered a crucial middle road between the vision and graphics fields. Research Developments in Computer Vision and Image Processing: ...

Image Processing Concepts Methodologies Tools and Applications

Image Processing  Concepts  Methodologies  Tools  and Applications
  • Author : Management Association, Information Resources
  • Publisher : IGI Global
  • Release Date : 2013-05-31
  • Total pages : 1552
  • ISBN : 0128149736
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Summary : Advancements in digital technology continue to expand the image science field through the tools and techniques utilized to process two-dimensional images and videos. Image Processing: Concepts, Methodologies, Tools, and Applications presents a collection of research on this multidisciplinary field and the operation of multi-dimensional signals with systems that range from ...

Microscope Image Processing

Microscope Image Processing
  • Author : Qiang Wu,Fatima Merchant,Kenneth Castleman
  • Publisher : Elsevier
  • Release Date : 2010-07-27
  • Total pages : 576
  • ISBN : 0128149736
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Summary : Digital image processing, an integral part of microscopy, is increasingly important to the fields of medicine and scientific research. This book provides a unique one-stop reference on the theory, technique, and applications of this technology. Written by leading experts in the field, this book presents a unique practical perspective of ...

Image Analysis and Processing ICIAP 2019

Image Analysis and Processing     ICIAP 2019
  • Author : Elisa Ricci,Samuel Rota Bulò,Cees Snoek,Oswald Lanz,Stefano Messelodi,Nicu Sebe
  • Publisher : Springer Nature
  • Release Date : 2019-11-03
  • Total pages : 769
  • ISBN : 0128149736
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Summary : The two-volume set LNCS 11751 and 11752 constitutes the refereed proceedings of the 20th International Conference on Image Analysis and Processing, ICIAP 2019, held in Trento, Italy, in September 2019. The 117 papers presented were carefully reviewed and selected from 207 submissions. The papers cover both classic and the most recent trends in image processing, computer ...

Progress in Pattern Recognition Image Analysis Computer Vision and Applications

Progress in Pattern Recognition  Image Analysis  Computer Vision  and Applications
  • Author : Ruben Vera-Rodriguez,Julian Fierrez,Aythami Morales
  • Publisher : Springer
  • Release Date : 2019-03-02
  • Total pages : 987
  • ISBN : 0128149736
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Summary : This book constitutes the refereed post-conference proceedings of the 23rd Iberoamerican Congress on Pattern Recognition, CIARP 2018, held in Madrid, Spain, in November 2018 The 112 papers presented were carefully reviewed and selected from 187 submissions The program was comprised of 6 oral sessions on the following topics: machine learning, computer vision, classification, biometrics and ...

Deep Learning for Medical Image Analysis

Deep Learning for Medical Image Analysis
  • Author : S. Kevin Zhou,Hayit Greenspan,Dinggang Shen
  • Publisher : Academic Press
  • Release Date : 2017-01-18
  • Total pages : 458
  • ISBN : 0128149736
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Summary : 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 ...

Image Analysis and Recognition

Image Analysis and Recognition
  • Author : Aurélio Campilho,Fakhri Karray,Bart ter Haar Romeny
  • Publisher : Springer
  • Release Date : 2018-07-31
  • Total pages : 944
  • ISBN : 0128149736
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Summary : This book constitutes the thoroughly refereed proceedings of the 15th International Conference on Image Analysis and Recognition, ICIAR 2018, held in Póvoa de Varzim, Portugal, in June 2018. The 91 full papers presented together with 15 short papers were carefully reviewed and selected from 179 submissions. The papers are organized in the following topical ...

Progress in Pattern Recognition Image Analysis Computer Vision and Applications

Progress in Pattern Recognition  Image Analysis  Computer Vision  and Applications
  • Author : César San Martin,Sang-Woon Kim
  • Publisher : Springer
  • Release Date : 2011-11-12
  • Total pages : 721
  • ISBN : 0128149736
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Summary : This book constitutes the refereed proceedings of the 16th Iberoamerican Congress on Pattern Recognition, CIARP 2011, held in Pucón, Chile, in November 2011. The 81 revised full papers presented together with 3 keynotes were carefully reviewed and selected from numerous submissions. Topics of interest covered are image processing, restoration and segmentation; computer vision; ...

Computer Vision and Mathematical Methods in Medical and Biomedical Image Analysis

Computer Vision and Mathematical Methods in Medical and Biomedical Image Analysis
  • Author : Milan Sonka,Ioannis A. Kakadiaris,Jan Kybic
  • Publisher : Springer
  • Release Date : 2004-10-04
  • Total pages : 444
  • ISBN : 0128149736
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Summary : Medical imaging and medical image analysisare rapidly developing. While m- ical imaging has already become a standard of modern medical care, medical image analysis is still mostly performed visually and qualitatively. The ev- increasing volume of acquired data makes it impossible to utilize them in full. Equally important, the visual ...

Pattern Recognition and Computer Vision

Pattern Recognition and Computer Vision
  • Author : Zhouchen Lin,Liang Wang,Jian Yang,Guangming Shi,Tieniu Tan,Nanning Zheng,Xilin Chen,Yanning Zhang
  • Publisher : Springer Nature
  • Release Date : 2019-10-31
  • Total pages : 813
  • ISBN : 0128149736
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Summary : The three-volume set LNCS 11857, 11858, and 11859 constitutes the refereed proceedings of the Second Chinese Conference on Pattern Recognition and Computer Vision, PRCV 2019, held in Xi’an, China, in November 2019. The 165 revised full papers presented were carefully reviewed and selected from 412 submissions. The papers have been organized in the following topical sections: ...

Progress in Image Analysis and Processing ICIAP 2013

Progress in Image Analysis and Processing  ICIAP 2013
  • Author : Alfredo Petrosino
  • Publisher : Springer
  • Release Date : 2013-09-03
  • Total pages : 766
  • ISBN : 0128149736
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Summary : This two volume set (LNCS 8156 and 8157) constitutes the refereed proceedings of the 17th International Conference on Image Analysis and Processing, ICIAP 2013, held in Naples, Italy, in September 2013. The 162 papers presented were carefully reviewed and selected from 354 submissions. The papers aim at highlighting the connection and synergies of image processing and ...

Scale based Integrated Microscopic Computer Vision Techniques for Micromanipulation and Microassembly

Scale based Integrated Microscopic Computer Vision Techniques for Micromanipulation and Microassembly
  • Author : Ge Yang
  • Publisher : Unknown
  • Release Date : 2004
  • Total pages : 288
  • ISBN : 0128149736
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Summary : Download or read online Scale based Integrated Microscopic Computer Vision Techniques for Micromanipulation and Microassembly written by Ge Yang, published by which was released on 2004. Get Scale based Integrated Microscopic Computer Vision Techniques for Micromanipulation and Microassembly Books now! Available in PDF, ePub and Kindle....

Histopathological Image Analysis in Medical Decision Making

Histopathological Image Analysis in Medical Decision Making
  • Author : Dey, Nilanjan,Ashour, Amira S.,Kalia, Harihar,Goswami, R.T.,Das, Himansu
  • Publisher : IGI Global
  • Release Date : 2018-09-21
  • Total pages : 340
  • ISBN : 0128149736
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Summary : Medical imaging technologies play a significant role in visualization and interpretation methods in medical diagnosis and practice using decision making, pattern classification, diagnosis, and learning. Progressions in the field of medical imaging lead to interdisciplinary discovery in microscopic image processing and computer-assisted diagnosis systems, and aids physicians in the diagnosis ...

Pattern Recognition and Image Analysis

Pattern Recognition and Image Analysis
  • Author : Aythami Morales,Julian Fierrez,José Salvador Sánchez,Bernardete Ribeiro
  • Publisher : Springer Nature
  • Release Date : 2019-09-21
  • Total pages : 632
  • ISBN : 0128149736
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Summary : This 2-volume set constitutes the refereed proceedings of the 9th Iberian Conference on Pattern Recognition and Image Analysis, IbPRIA 2019, held in Madrid, Spain, in July 2019. The 99 papers in these volumes were carefully reviewed and selected from 137 submissions. They are organized in topical sections named: Part I: best ranked papers; machine ...