Inverse consistency (original) (raw)
In image registration, inverse consistency measures the consistency of mappings between images produced by a registration algorithm. The inverse consistency error, introduced by Christiansen and Johnson in 2001, quantifies the distance between the composition of the mappings from each image to the other, produced by the registration procedure, and the identity function, and is used as a regularisation constraint in the loss function of many registration algorithms to enforce consistent mappings. Inverse consistency is necessary for good image registration but it is not sufficient, since a mapping can be perfectly consistent but not register the images at all.
| Property | Value |
|---|---|
| dbo:abstract | In image registration, inverse consistency measures the consistency of mappings between images produced by a registration algorithm. The inverse consistency error, introduced by Christiansen and Johnson in 2001, quantifies the distance between the composition of the mappings from each image to the other, produced by the registration procedure, and the identity function, and is used as a regularisation constraint in the loss function of many registration algorithms to enforce consistent mappings. Inverse consistency is necessary for good image registration but it is not sufficient, since a mapping can be perfectly consistent but not register the images at all. (en) |
| dbo:wikiPageExternalLink | http://user.engineering.uiowa.edu/~n-morph/research/invert_and_trans/node11.html |
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| dbo:wikiPageLength | 6873 (xsd:nonNegativeInteger) |
| dbo:wikiPageRevisionID | 1000139579 (xsd:integer) |
| dbo:wikiPageWikiLink | dbr:Function_composition dbr:Coordinate_system dbc:Computer_vision dbr:Digital_image dbr:Region_of_interest dbr:Regularization_(mathematics) dbr:Inverse_function dbr:Identity_function dbr:Loss_function dbr:Symmetric_function dbr:Image_registration |
| dbp:wikiPageUsesTemplate | dbt:Cite_conference dbt:Cite_journal |
| dct:subject | dbc:Computer_vision |
| rdfs:comment | In image registration, inverse consistency measures the consistency of mappings between images produced by a registration algorithm. The inverse consistency error, introduced by Christiansen and Johnson in 2001, quantifies the distance between the composition of the mappings from each image to the other, produced by the registration procedure, and the identity function, and is used as a regularisation constraint in the loss function of many registration algorithms to enforce consistent mappings. Inverse consistency is necessary for good image registration but it is not sufficient, since a mapping can be perfectly consistent but not register the images at all. (en) |
| rdfs:label | Inverse consistency (en) |
| owl:sameAs | wikidata:Inverse consistency https://global.dbpedia.org/id/BGXFP |
| prov:wasDerivedFrom | wikipedia-en:Inverse_consistency?oldid=1000139579&ns=0 |
| foaf:isPrimaryTopicOf | wikipedia-en:Inverse_consistency |
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