Matches in SemOpenAlex for { <https://semopenalex.org/work/W3121575453> ?p ?o ?g. }
Showing items 1 to 94 of
94
with 100 items per page.
- W3121575453 endingPage "102788" @default.
- W3121575453 startingPage "102788" @default.
- W3121575453 abstract "Pottery is of fundamental importance for understanding archaeological contexts. However, recognition of ceramics is still a manual, time-consuming activity, reliant on analogue catalogues created by specialists, held in archives and libraries. The ArchAIDE project worked to streamline, optimise, and economise the mundane aspects of these processes, using the latest automatic image recognition technology, while retaining key decision points necessary to create trusted results. The project has developed two complementary machine-learning tools to propose identifications based on images captured on site. One method relies on the shape of the fracture outline of a sherd; the other is based on decorative features. For the outline-identification tool, a novel deep-learning architecture was employed, integrating shape information from points along the inner and outer surfaces. The decoration classifier is based on relatively standard architectures used in image recognition. In both cases, training the classifiers required tackling challenges that arise when working with real-world archaeological data: the paucity of labelled data; extreme imbalance between instances of the different categories; and the need to avoid neglecting rare types and to take note of minute distinguishing features of some forms. The scarcity of training data was overcome by using synthetically-produced virtual potsherds and by employing multiple data-augmentation techniques. A novel way of training loss allowed us to overcome the problems caused by under-populated classes and non-homogeneous distribution of discriminative features." @default.
- W3121575453 created "2021-02-01" @default.
- W3121575453 creator A5002381934 @default.
- W3121575453 creator A5016501100 @default.
- W3121575453 creator A5039993352 @default.
- W3121575453 creator A5060277827 @default.
- W3121575453 creator A5078102229 @default.
- W3121575453 creator A5089984750 @default.
- W3121575453 date "2021-04-01" @default.
- W3121575453 modified "2023-10-01" @default.
- W3121575453 title "The automatic recognition of ceramics from only one photo: The ArchAIDE app" @default.
- W3121575453 cites W1594286621 @default.
- W3121575453 cites W2000767461 @default.
- W3121575453 cites W2077178139 @default.
- W3121575453 cites W2108598243 @default.
- W3121575453 cites W2120599803 @default.
- W3121575453 cites W2141302481 @default.
- W3121575453 cites W2169305037 @default.
- W3121575453 cites W2194775991 @default.
- W3121575453 cites W2560609797 @default.
- W3121575453 cites W2786371417 @default.
- W3121575453 cites W2795374598 @default.
- W3121575453 cites W2956104632 @default.
- W3121575453 cites W2976849068 @default.
- W3121575453 cites W4248635988 @default.
- W3121575453 doi "https://doi.org/10.1016/j.jasrep.2020.102788" @default.
- W3121575453 hasPublicationYear "2021" @default.
- W3121575453 type Work @default.
- W3121575453 sameAs 3121575453 @default.
- W3121575453 citedByCount "3" @default.
- W3121575453 countsByYear W31215754532021 @default.
- W3121575453 countsByYear W31215754532022 @default.
- W3121575453 countsByYear W31215754532023 @default.
- W3121575453 crossrefType "journal-article" @default.
- W3121575453 hasAuthorship W3121575453A5002381934 @default.
- W3121575453 hasAuthorship W3121575453A5016501100 @default.
- W3121575453 hasAuthorship W3121575453A5039993352 @default.
- W3121575453 hasAuthorship W3121575453A5060277827 @default.
- W3121575453 hasAuthorship W3121575453A5078102229 @default.
- W3121575453 hasAuthorship W3121575453A5089984750 @default.
- W3121575453 hasConcept C109747225 @default.
- W3121575453 hasConcept C116834253 @default.
- W3121575453 hasConcept C119857082 @default.
- W3121575453 hasConcept C121332964 @default.
- W3121575453 hasConcept C123657996 @default.
- W3121575453 hasConcept C154945302 @default.
- W3121575453 hasConcept C162324750 @default.
- W3121575453 hasConcept C166957645 @default.
- W3121575453 hasConcept C175444787 @default.
- W3121575453 hasConcept C205649164 @default.
- W3121575453 hasConcept C41008148 @default.
- W3121575453 hasConcept C59822182 @default.
- W3121575453 hasConcept C66882249 @default.
- W3121575453 hasConcept C86803240 @default.
- W3121575453 hasConcept C95623464 @default.
- W3121575453 hasConcept C97355855 @default.
- W3121575453 hasConcept C97931131 @default.
- W3121575453 hasConceptScore W3121575453C109747225 @default.
- W3121575453 hasConceptScore W3121575453C116834253 @default.
- W3121575453 hasConceptScore W3121575453C119857082 @default.
- W3121575453 hasConceptScore W3121575453C121332964 @default.
- W3121575453 hasConceptScore W3121575453C123657996 @default.
- W3121575453 hasConceptScore W3121575453C154945302 @default.
- W3121575453 hasConceptScore W3121575453C162324750 @default.
- W3121575453 hasConceptScore W3121575453C166957645 @default.
- W3121575453 hasConceptScore W3121575453C175444787 @default.
- W3121575453 hasConceptScore W3121575453C205649164 @default.
- W3121575453 hasConceptScore W3121575453C41008148 @default.
- W3121575453 hasConceptScore W3121575453C59822182 @default.
- W3121575453 hasConceptScore W3121575453C66882249 @default.
- W3121575453 hasConceptScore W3121575453C86803240 @default.
- W3121575453 hasConceptScore W3121575453C95623464 @default.
- W3121575453 hasConceptScore W3121575453C97355855 @default.
- W3121575453 hasConceptScore W3121575453C97931131 @default.
- W3121575453 hasLocation W31215754531 @default.
- W3121575453 hasOpenAccess W3121575453 @default.
- W3121575453 hasPrimaryLocation W31215754531 @default.
- W3121575453 hasRelatedWork W1576360539 @default.
- W3121575453 hasRelatedWork W2026121273 @default.
- W3121575453 hasRelatedWork W2129933262 @default.
- W3121575453 hasRelatedWork W2166704235 @default.
- W3121575453 hasRelatedWork W2556319748 @default.
- W3121575453 hasRelatedWork W2801772698 @default.
- W3121575453 hasRelatedWork W2936891942 @default.
- W3121575453 hasRelatedWork W2961085424 @default.
- W3121575453 hasRelatedWork W2983744209 @default.
- W3121575453 hasRelatedWork W3203887339 @default.
- W3121575453 hasVolume "36" @default.
- W3121575453 isParatext "false" @default.
- W3121575453 isRetracted "false" @default.
- W3121575453 magId "3121575453" @default.
- W3121575453 workType "article" @default.