000 | 04739nam a22006015i 4500 | ||
---|---|---|---|
001 | 978-3-540-68481-7 | ||
003 | DE-He213 | ||
005 | 20190213151113.0 | ||
007 | cr nn 008mamaa | ||
008 | 100301s2008 gw | s |||| 0|eng d | ||
020 |
_a9783540684817 _9978-3-540-68481-7 |
||
024 | 7 |
_a10.1007/978-3-540-68481-7 _2doi |
|
050 | 4 | _aQA440-699 | |
072 | 7 |
_aPBM _2bicssc |
|
072 | 7 |
_aMAT012000 _2bisacsh |
|
072 | 7 |
_aPBM _2thema |
|
082 | 0 | 4 |
_a516 _223 |
100 | 1 |
_aCao, Frédéric. _eauthor. _4aut _4http://id.loc.gov/vocabulary/relators/aut |
|
245 | 1 | 2 |
_aA Theory of Shape Identification _h[electronic resource] / _cby Frédéric Cao, José-Luis Lisani, Jean-Michel Morel, Pablo Musé, Frédéric Sur. |
264 | 1 |
_aBerlin, Heidelberg : _bSpringer Berlin Heidelberg, _c2008. |
|
300 |
_aXII, 264 p. 171 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 |
_aLecture Notes in Mathematics, _x0075-8434 ; _v1948 |
|
505 | 0 | _aExtracting Image boundaries -- Extracting Meaningful Curves from Images -- Level Line Invariant Descriptors -- Robust Shape Directions -- Invariant Level Line Encoding -- Recognizing Level Lines -- A Contrario Decision: the LLD Method -- Meaningful Matches: Experiments on LLD and MSER -- Grouping Shape Elements -- Hierarchical Clustering and Validity Assessment -- Grouping Spatially Coherent Meaningful Matches -- Experimental Results -- The SIFT Method -- The SIFT Method -- Securing SIFT with A Contrario Techniques. | |
520 | _aRecent years have seen dramatic progress in shape recognition algorithms applied to ever-growing image databases. They have been applied to image stitching, stereo vision, image mosaics, solid object recognition and video or web image retrieval. More fundamentally, the ability of humans and animals to detect and recognize shapes is one of the enigmas of perception. The book describes a complete method that starts from a query image and an image database and yields a list of the images in the database containing shapes present in the query image. A false alarm number is associated to each detection. Many experiments will show that familiar simple shapes or images can reliably be identified with false alarm numbers ranging from 10-5 to less than 10-300. Technically speaking, there are two main issues. The first is extracting invariant shape descriptors from digital images. The second is deciding whether two shape descriptors are identifiable as the same shape or not. A perceptual principle, the Helmholtz principle, is the cornerstone of this decision. These decisions rely on elementary stochastic geometry and compute a false alarm number. The lower this number, the more secure the identification. The description of the processes, the many experiments on digital images and the simple proofs of mathematical correctness are interlaced so as to make a reading accessible to various audiences, such as students, engineers, and researchers. | ||
650 | 0 | _aGeometry. | |
650 | 0 | _aVisualization. | |
650 | 0 | _aComputer vision. | |
650 | 0 | _aArtificial intelligence. | |
650 | 0 | _aMathematics. | |
650 | 1 | 4 |
_aGeometry. _0http://scigraph.springernature.com/things/product-market-codes/M21006 |
650 | 2 | 4 |
_aVisualization. _0http://scigraph.springernature.com/things/product-market-codes/M14034 |
650 | 2 | 4 |
_aImage Processing and Computer Vision. _0http://scigraph.springernature.com/things/product-market-codes/I22021 |
650 | 2 | 4 |
_aArtificial Intelligence. _0http://scigraph.springernature.com/things/product-market-codes/I21000 |
650 | 2 | 4 |
_aComputer Imaging, Vision, Pattern Recognition and Graphics. _0http://scigraph.springernature.com/things/product-market-codes/I22005 |
650 | 2 | 4 |
_aGame Theory, Economics, Social and Behav. Sciences. _0http://scigraph.springernature.com/things/product-market-codes/M13011 |
700 | 1 |
_aLisani, José-Luis. _eauthor. _4aut _4http://id.loc.gov/vocabulary/relators/aut |
|
700 | 1 |
_aMorel, Jean-Michel. _eauthor. _4aut _4http://id.loc.gov/vocabulary/relators/aut |
|
700 | 1 |
_aMusé, Pablo. _eauthor. _4aut _4http://id.loc.gov/vocabulary/relators/aut |
|
700 | 1 |
_aSur, Frédéric. _eauthor. _4aut _4http://id.loc.gov/vocabulary/relators/aut |
|
710 | 2 | _aSpringerLink (Online service) | |
773 | 0 | _tSpringer eBooks | |
776 | 0 | 8 |
_iPrinted edition: _z9783540864110 |
776 | 0 | 8 |
_iPrinted edition: _z9783540684800 |
830 | 0 |
_aLecture Notes in Mathematics, _x0075-8434 ; _v1948 |
|
856 | 4 | 0 | _uhttps://doi.org/10.1007/978-3-540-68481-7 |
912 | _aZDB-2-SMA | ||
912 | _aZDB-2-LNM | ||
999 |
_c9525 _d9525 |