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<?xml version='1.0' encoding='utf-8'?> <rdf:RDF xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#" xmlns:adms="http://www.w3.org/ns/adms#" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:dct="http://purl.org/dc/terms/" xmlns:dctype="http://purl.org/dc/dcmitype/" xmlns:dcat="http://www.w3.org/ns/dcat#" xmlns:duv="http://www.w3.org/ns/duv#" xmlns:foaf="http://xmlns.com/foaf/0.1/" xmlns:frapo="http://purl.org/cerif/frapo/" xmlns:geo="http://www.w3.org/2003/01/geo/wgs84_pos#" xmlns:gsp="http://www.opengis.net/ont/geosparql#" xmlns:locn="http://www.w3.org/ns/locn#" xmlns:org="http://www.w3.org/ns/org#" xmlns:owl="http://www.w3.org/2002/07/owl#" xmlns:prov="http://www.w3.org/ns/prov#" xmlns:rdfs="http://www.w3.org/2000/01/rdf-schema#" xmlns:schema="http://schema.org/" xmlns:skos="http://www.w3.org/2004/02/skos/core#" xmlns:vcard="http://www.w3.org/2006/vcard/ns#" xmlns:wdrs="http://www.w3.org/2007/05/powder-s#"> <rdf:Description rdf:about="https://doi.org/10.5281/zenodo.4569691"> <rdf:type rdf:resource="http://www.w3.org/ns/dcat#Dataset"/> <dct:type rdf:resource="http://purl.org/dc/dcmitype/Software"/> <dct:identifier rdf:datatype="http://www.w3.org/2001/XMLSchema#anyURI">https://doi.org/10.5281/zenodo.4569691</dct:identifier> <foaf:page rdf:resource="https://doi.org/10.5281/zenodo.4569691"/> <dct:creator> <rdf:Description rdf:about="http://orcid.org/0000-0003-1635-5423"> <rdf:type rdf:resource="http://xmlns.com/foaf/0.1/Agent"/> <dct:identifier rdf:datatype="http://www.w3.org/2001/XMLSchema#string">0000-0003-1635-5423</dct:identifier> <foaf:name>Gijs van Tulder</foaf:name> </rdf:Description> </dct:creator> <dct:title>elasticdeform: Elastic deformations for N-dimensional images</dct:title> <dct:publisher> <foaf:Agent> <foaf:name>Zenodo</foaf:name> </foaf:Agent> </dct:publisher> <dct:issued rdf:datatype="http://www.w3.org/2001/XMLSchema#gYear">2021</dct:issued> <dct:issued rdf:datatype="http://www.w3.org/2001/XMLSchema#date">2021-03-01</dct:issued> <owl:sameAs rdf:resource="https://zenodo.org/record/4569691"/> <adms:identifier> <adms:Identifier> <skos:notation rdf:datatype="http://www.w3.org/2001/XMLSchema#anyURI">https://zenodo.org/record/4569691</skos:notation> <adms:schemeAgency>url</adms:schemeAgency> </adms:Identifier> </adms:identifier> <dct:relation rdf:resource="https://github.com/gvtulder/elasticdeform/tree/v0.4.9"/> <dct:isVersionOf rdf:resource="https://doi.org/10.5281/zenodo.4563333"/> <owl:versionInfo>v0.4.9</owl:versionInfo> <dct:description><p>This library implements elastic grid-based deformations for N-dimensional images.</p> <p>The elastic deformation approach is described in</p> <ul> <li>Ronneberger, Fischer, and Brox, &quot;U-Net: Convolutional Networks for Biomedical Image Segmentation&quot; (<a href="https://arxiv.org/abs/1505.04597">https://arxiv.org/abs/1505.04597</a>)</li> <li>&Ccedil;i&ccedil;ek et al., &quot;3D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotation&quot; (<a href="https://arxiv.org/abs/1606.06650">https://arxiv.org/abs/1606.06650</a>)</li> </ul> <p>The procedure generates a coarse displacement grid with a random displacement for each grid point. This grid is then interpolated to compute a displacement for each pixel in the input image. The input image is then deformed using the displacement vectors and a spline interpolation.</p> <p>In addition to the normal, forward deformation, this package also provides a function that can backpropagate the gradient through the deformation. This makes it possible to use the deformation as a layer in a convolutional neural network. For convenience, a TensorFlow wrapper is provided in&nbsp;<code>elasticdeform.tf</code>.</p> <p>See <a href="https://github.com/gvtulder/elasticdeform">https://github.com/gvtulder/elasticdeform</a></p></dct:description> <dct:accessRights rdf:resource="http://publications.europa.eu/resource/authority/access-right/PUBLIC"/> <dct:accessRights> <dct:RightsStatement rdf:about="info:eu-repo/semantics/openAccess"> <rdfs:label>Open Access</rdfs:label> </dct:RightsStatement> </dct:accessRights> <dcat:distribution> <dcat:Distribution> <dcat:accessURL rdf:resource="https://doi.org/10.5281/zenodo.4569691"/> </dcat:Distribution> </dcat:distribution> <dcat:distribution> <dcat:Distribution> <dcat:accessURL rdf:resource="https://doi.org/10.5281/zenodo.4569691"/> <dcat:byteSize>125390</dcat:byteSize> <dcat:downloadURL rdf:resource="https://zenodo.org/record/4569691/files/gvtulder/elasticdeform-v0.4.9.zip"/> <dcat:mediaType>application/zip</dcat:mediaType> </dcat:Distribution> </dcat:distribution> </rdf:Description> </rdf:RDF>
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