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020 _a9783031313745
_9978-3-031-31374-5
024 7 _a10.1007/978-3-031-31374-5
_2doi
050 4 _aTA1634
072 7 _aUYQV
_2bicssc
072 7 _aCOM016000
_2bisacsh
072 7 _aUYQV
_2thema
082 0 4 _a006.37
_223
100 1 _aWei, Xiu-Shen.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_984870
245 1 0 _aFine-Grained Image Analysis: Modern Approaches
_h[electronic resource] /
_cby Xiu-Shen Wei.
250 _a1st ed. 2023.
264 1 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2023.
300 _aXII, 206 p. 90 illus., 86 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 _aSynthesis Lectures on Computer Vision,
_x2153-1064
505 0 _aIntroduction -- Background -- Benchmark Datasets -- Fine-Grained Image Recognition -- Fine-Grained Image Retrieval -- Resources and Future Work -- Index.
520 _aThis book provides a comprehensive overview of the fine-grained image analysis research and modern approaches based on deep learning, spanning the full range of topics needed for designing operational fine-grained image systems. The author begins by providing detailed background information on FGIA, focusing on recognition and retrieval. The author also provides the fundamentals of convolutional neural networks to further make it easier for readers to understand the technical content in the book. The book introduces the main technical paradigms, technological developments, and representative approaches of fine-grained image recognition and fine-grained image retrieval. The author covers multiple popular research topics and includes cross-domain knowledge. The book also highlights advanced applications and topics for future research. .
650 0 _aComputer vision.
_984873
650 0 _aImage processing
_xDigital techniques.
_94145
650 0 _aImage processing.
_97417
650 0 _aPattern recognition systems.
_93953
650 0 _aMachine learning.
_91831
650 0 _aArtificial intelligence.
_93407
650 1 4 _aComputer Vision.
_984877
650 2 4 _aComputer Imaging, Vision, Pattern Recognition and Graphics.
_931569
650 2 4 _aImage Processing.
_97417
650 2 4 _aAutomated Pattern Recognition.
_931568
650 2 4 _aMachine Learning.
_91831
650 2 4 _aArtificial Intelligence.
_93407
710 2 _aSpringerLink (Online service)
_984880
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
_z9783031313738
776 0 8 _iPrinted edition:
_z9783031313752
776 0 8 _iPrinted edition:
_z9783031313769
830 0 _aSynthesis Lectures on Computer Vision,
_x2153-1064
_984881
856 4 0 _uhttps://doi.org/10.1007/978-3-031-31374-5
912 _aZDB-2-SXSC
942 _cEBK
999 _c85737
_d85737