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Deep Learning in Object Detection and Recognition

2020-11-27 Computers
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Release : 2020-11-27
Genre : Computers
Kind : eBook
Book Rating : 512/5 ( reviews)

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Book Synopsis Deep Learning in Object Detection and Recognition by : Xiaoyue Jiang

Download or read book Deep Learning in Object Detection and Recognition written by Xiaoyue Jiang. This book was released on 2020-11-27. Available in PDF, EPUB and Kindle. Book excerpt: This book discusses recent advances in object detection and recognition using deep learning methods, which have achieved great success in the field of computer vision and image processing. It provides a systematic and methodical overview of the latest developments in deep learning theory and its applications to computer vision, illustrating them using key topics, including object detection, face analysis, 3D object recognition, and image retrieval. The book offers a rich blend of theory and practice. It is suitable for students, researchers and practitioners interested in deep learning, computer vision and beyond and can also be used as a reference book. The comprehensive comparison of various deep-learning applications helps readers with a basic understanding of machine learning and calculus grasp the theories and inspires applications in other computer vision tasks.

Deep Learning in Object Recognition, Detection, and Segmentation

2016-07-14
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Release : 2016-07-14
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Kind : eBook
Book Rating : 160/5 ( reviews)

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Book Synopsis Deep Learning in Object Recognition, Detection, and Segmentation by : Xiaogang Wang

Download or read book Deep Learning in Object Recognition, Detection, and Segmentation written by Xiaogang Wang. This book was released on 2016-07-14. Available in PDF, EPUB and Kindle. Book excerpt: Deep Learning in Object Recognition, Detection, and Segmentation provides a comprehensive introductory overview of a topic that is having major impact on many areas of research in signal processing, computer vision, and machine learning.

Deep Learning for Computer Vision

2019-04-04 Computers
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Release : 2019-04-04
Genre : Computers
Kind : eBook
Book Rating : /5 ( reviews)

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Book Synopsis Deep Learning for Computer Vision by : Jason Brownlee

Download or read book Deep Learning for Computer Vision written by Jason Brownlee. This book was released on 2019-04-04. Available in PDF, EPUB and Kindle. Book excerpt: Step-by-step tutorials on deep learning neural networks for computer vision in python with Keras.

Object Detection with Deep Learning Models

2022-11-01 Computers
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Release : 2022-11-01
Genre : Computers
Kind : eBook
Book Rating : 795/5 ( reviews)

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Book Synopsis Object Detection with Deep Learning Models by : S Poonkuntran

Download or read book Object Detection with Deep Learning Models written by S Poonkuntran. This book was released on 2022-11-01. Available in PDF, EPUB and Kindle. Book excerpt: Object Detection with Deep Learning Models discusses recent advances in object detection and recognition using deep learning methods, which have achieved great success in the field of computer vision and image processing. It provides a systematic and methodical overview of the latest developments in deep learning theory and its applications to computer vision, illustrating them using key topics, including object detection, face analysis, 3D object recognition, and image retrieval. The book offers a rich blend of theory and practice. It is suitable for students, researchers and practitioners interested in deep learning, computer vision and beyond and can also be used as a reference book. The comprehensive comparison of various deep-learning applications helps readers with a basic understanding of machine learning and calculus grasp the theories and inspires applications in other computer vision tasks. Features: A structured overview of deep learning in object detection A diversified collection of applications of object detection using deep neural networks Emphasize agriculture and remote sensing domains Exclusive discussion on moving object detection

Advancement of Deep Learning and its Applications in Object Detection and Recognition

2023-05-10 Computers
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Release : 2023-05-10
Genre : Computers
Kind : eBook
Book Rating : 419/5 ( reviews)

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Book Synopsis Advancement of Deep Learning and its Applications in Object Detection and Recognition by : Roohie Naaz Mir

Download or read book Advancement of Deep Learning and its Applications in Object Detection and Recognition written by Roohie Naaz Mir. This book was released on 2023-05-10. Available in PDF, EPUB and Kindle. Book excerpt: Object detection is a basic visual identification problem in computer vision that has been explored extensively over the years. Visual object detection seeks to discover objects of specific target classes in a given image with pinpoint accuracy and apply a class label to each object instance. Object recognition strategies based on deep learning have been intensively investigated in recent years as a result of the remarkable success of deep learning-based image categorization. In this book, we go through in detail detector architectures, feature learning, proposal generation, sampling strategies, and other issues that affect detection performance. The book describes every newly proposed novel solution but skips through the fundamentals so that readers can see the field's cutting edge more rapidly. Moreover, unlike prior object detection publications, this project analyses deep learning-based object identification methods systematically and exhaustively, and also gives the most recent detection solutions and a collection of noteworthy research trends. The book focuses primarily on step-by-step discussion, an extensive literature review, detailed analysis and discussion, and rigorous experimentation results. Furthermore, a practical approach is displayed and encouraged.

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