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020 _a9789811006319
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024 7 _a10.1007/978-981-10-0631-9
_2doi
050 4 _aTK5102.9
072 7 _aTJF
_2bicssc
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082 0 4 _a621.382
_223
100 1 _aChen, Chen.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_961599
245 1 0 _aBig Visual Data Analysis
_h[electronic resource] :
_bScene Classification and Geometric Labeling /
_cby Chen Chen, Yuzhuo Ren, C.-C. Jay Kuo.
250 _a1st ed. 2016.
264 1 _aSingapore :
_bSpringer Nature Singapore :
_bImprint: Springer,
_c2016.
300 _aX, 122 p. 94 illus., 12 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
490 1 _aSpringerBriefs in Signal Processing,
_x2196-4084
505 0 _aIntroduction -- Scene Understanding Datasets -- Indoor/Outdoor classification with Multiple Experts -- Outdoor Scene Classification Using Labeled Segments -- Global-Attributes Assisted Outdoor Scene Geometric Labeling -- Conclusion and Future Work.
520 _aThis book offers an overview of traditional big visual data analysis approaches and provides state-of-the-art solutions for several scene comprehension problems, indoor/outdoor classification, outdoor scene classification, and outdoor scene layout estimation. It is illustrated with numerous natural and synthetic color images, and extensive statistical analysis is provided to help readers visualize big visual data distribution and the associated problems. Although there has been some research on big visual data analysis, little work has been published on big image data distribution analysis using the modern statistical approach described in this book. By presenting a complete methodology on big visual data analysis with three illustrative scene comprehension problems, it provides a generic framework that can be applied to other big visual data analysis tasks.
650 0 _aSignal processing.
_94052
650 0 _aComputer vision.
_961600
650 0 _aInformation visualization.
_914255
650 1 4 _aSignal, Speech and Image Processing .
_931566
650 2 4 _aComputer Vision.
_961601
650 2 4 _aData and Information Visualization.
_933848
700 1 _aRen, Yuzhuo.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_961602
700 1 _aKuo, C.-C. Jay.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_961603
710 2 _aSpringerLink (Online service)
_961604
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
_z9789811006296
776 0 8 _iPrinted edition:
_z9789811006302
830 0 _aSpringerBriefs in Signal Processing,
_x2196-4084
_961605
856 4 0 _uhttps://doi.org/10.1007/978-981-10-0631-9
912 _aZDB-2-ENG
912 _aZDB-2-SXE
942 _cEBK
999 _c80790
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