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008 170428s2017 si | s |||| 0|eng d
020 _a9789811045394
_9978-981-10-4539-4
024 7 _a10.1007/978-981-10-4539-4
_2doi
050 4 _aTK5102.9
072 7 _aTJF
_2bicssc
072 7 _aUYS
_2bicssc
072 7 _aTEC008000
_2bisacsh
072 7 _aTJF
_2thema
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082 0 4 _a621.382
_223
100 1 _aVerma, Brijesh.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_952832
245 1 0 _aRoadside Video Data Analysis
_h[electronic resource] :
_bDeep Learning /
_cby Brijesh Verma, Ligang Zhang, David Stockwell.
250 _a1st ed. 2017.
264 1 _aSingapore :
_bSpringer Nature Singapore :
_bImprint: Springer,
_c2017.
300 _aXXV, 189 p. 79 illus., 68 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 _aStudies in Computational Intelligence,
_x1860-9503 ;
_v711
505 0 _aChapter 1: Introduction -- Chapter 2: Roadside Video Data Analysis Framework -- Chapter 3: Non-Deep Learning Techniques for Roadside Video Data Analysis -- Chapter 4: Deep Learning Techniques for Roadside Video Data Analysis -- Chapter 5: Case Study: Roadside Video Data Analysis for Fire Risk Assessment -- Chapter 6: Conclusion and Future Insight - References.
520 _aThis book highlights the methods and applications for roadside video data analysis, with a particular focus on the use of deep learning to solve roadside video data segmentation and classification problems. It describes system architectures and methodologies that are specifically built upon learning concepts for roadside video data processing, and offers a detailed analysis of the segmentation, feature extraction and classification processes. Lastly, it demonstrates the applications of roadside video data analysis including scene labelling, roadside vegetation classification and vegetation biomass estimation in fire risk assessment.
650 0 _aSignal processing.
_94052
650 0 _aComputational intelligence.
_97716
650 0 _aUser interfaces (Computer systems).
_911681
650 0 _aHuman-computer interaction.
_96196
650 0 _aImage processing—Digital techniques.
_931565
650 0 _aComputer vision.
_952833
650 0 _aTransportation engineering.
_93560
650 0 _aTraffic engineering.
_915334
650 1 4 _aSignal, Speech and Image Processing .
_931566
650 2 4 _aComputational Intelligence.
_97716
650 2 4 _aUser Interfaces and Human Computer Interaction.
_931632
650 2 4 _aComputer Imaging, Vision, Pattern Recognition and Graphics.
_931569
650 2 4 _aTransportation Technology and Traffic Engineering.
_932448
700 1 _aZhang, Ligang.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_952834
700 1 _aStockwell, David.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_952835
710 2 _aSpringerLink (Online service)
_952836
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
_z9789811045387
776 0 8 _iPrinted edition:
_z9789811045400
776 0 8 _iPrinted edition:
_z9789811351624
830 0 _aStudies in Computational Intelligence,
_x1860-9503 ;
_v711
_952837
856 4 0 _uhttps://doi.org/10.1007/978-981-10-4539-4
912 _aZDB-2-ENG
912 _aZDB-2-SXE
942 _cEBK
999 _c79029
_d79029