Synthetic Data (Record no. 87240)
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000 -LEADER | |
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fixed length control field | 03804nam a22005895i 4500 |
001 - CONTROL NUMBER | |
control field | 978-3-031-47560-3 |
005 - DATE AND TIME OF LATEST TRANSACTION | |
control field | 20240730170858.0 |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
fixed length control field | 240103s2024 sz | s |||| 0|eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
ISBN | 9783031475603 |
-- | 978-3-031-47560-3 |
082 04 - CLASSIFICATION NUMBER | |
Call Number | 006.3 |
100 1# - AUTHOR NAME | |
Author | Nassif, Jimmy. |
245 10 - TITLE STATEMENT | |
Title | Synthetic Data |
Sub Title | Revolutionizing the Industrial Metaverse / |
250 ## - EDITION STATEMENT | |
Edition statement | 1st ed. 2024. |
300 ## - PHYSICAL DESCRIPTION | |
Number of Pages | XXIX, 166 p. 64 illus., 59 illus. in color. |
505 0# - FORMATTED CONTENTS NOTE | |
Remark 2 | Ch. 1. Welcome to the Age of Industrial Data -- Ch. 2. Industrial Evolution toward the Age of Imagination -- Ch. 3. Background and Technologies -- Ch. 4. How Visual Data is Revolutionizing the Industry World -- Ch. 5. Digital Images - the Bread and Butter of Computer Vision -- Ch. 6. Creating SORDI: the Largest Synthetic Dataset for Industries -- Ch. 7. Towards an Industrial Robot Gym -- Ch. 8. What is Next with SORDI. |
520 ## - SUMMARY, ETC. | |
Summary, etc | The book concentrates on the impact of digitalization and digital transformation technologies on the Industry 4.0 and smart factories, how the factory of tomorrow can be designed, built, and run virtually as a digital twin likeness of its real-world counterpart, before the physical structure is actually erected. It highlights the main digitalization technologies that have stimulated the Industry 4.0, how these technologies work and integrate with each other, and how they are shaping the industry of the future. It examines how multimedia data and digital images in particular are being leveraged to create fully virtualized worlds in the form of digital twin factories and fully virtualized industrial assets. It uses BMW Group's latest SORDI dataset (Synthetic Object Recognition Dataset for Industry), i.e., the largest industrial images dataset to-date and its applications at BMW Group and Idealworks, as one of the main explanatory scenarios throughout the book. It discusses the need of synthetic data to train advanced deep learning computer vision models, and how such datasets will help create the "robot gym" of the future: training robots on synthetic images to prepare them to function in the real world. |
700 1# - AUTHOR 2 | |
Author 2 | Tekli, Joe. |
700 1# - AUTHOR 2 | |
Author 2 | Kamradt, Marc. |
856 40 - ELECTRONIC LOCATION AND ACCESS | |
Uniform Resource Identifier | https://doi.org/10.1007/978-3-031-47560-3 |
942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
Koha item type | eBooks |
264 #1 - | |
-- | Cham : |
-- | Springer Nature Switzerland : |
-- | Imprint: Springer, |
-- | 2024. |
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337 ## - | |
-- | computer |
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338 ## - | |
-- | online resource |
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347 ## - | |
-- | text file |
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-- | rda |
650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Artificial intelligence. |
650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Internet of things. |
650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Multimedia systems. |
650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Big data. |
650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Computer networks . |
650 14 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Artificial Intelligence. |
650 24 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Internet of Things. |
650 24 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Multimedia Information Systems. |
650 24 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Big Data. |
650 24 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Computer Communication Networks. |
912 ## - | |
-- | ZDB-2-SCS |
912 ## - | |
-- | ZDB-2-SXCS |
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