{"dcterms:modified":"2025-04-02","dcterms:creator":"Harvard Dataverse","@type":"ore:ResourceMap","schema:additionalType":"Dataverse OREMap Format v1.0.1","dvcore:generatedBy":{"@type":"schema:SoftwareApplication","schema:name":"Dataverse","schema:version":"6.6 build 1829-192cdc4","schema:url":"https://github.com/iqss/dataverse"},"@id":"https://dataverse.harvard.edu/api/datasets/export?exporter=OAI_ORE&persistentId=https://doi.org/10.7910/DVN/1ECTVN","ore:describes":{"citation:keyword":{"citation:keywordValue":"flowers"},"citation:dsDescription":{"citation:dsDescriptionValue":"Open source flower images available in Python distribution. Raw images converted to TFRecord format in offline process.","citation:dsDescriptionDate":"2020-08-24"},"citation:datasetContact":{"citation:datasetContactName":"Tung, K","citation:datasetContactEmail":"shinchan75034@gmail.com"},"publication":{"publicationCitation":"https://www.tensorflow.org/datasets/catalog/tf_flowers","publicationURL":"https://www.tensorflow.org/datasets/catalog/tf_flowers"},"author":{"citation:authorName":"Tung, K"},"title":"Flowers Dataset","citation:depositor":"Tung, K","dateOfDeposit":"2020-08-24","subject":"Computer and Information Science","@id":"https://doi.org/10.7910/DVN/1ECTVN","@type":["ore:Aggregation","schema:Dataset"],"schema:version":"8.0","schema:name":"Flowers Dataset","schema:dateModified":"Tue Nov 24 12:45:09 UTC 2020","schema:datePublished":"2020-08-24","schema:creativeWorkStatus":"RELEASED","schema:license":"http://creativecommons.org/publicdomain/zero/1.0","dvcore:fileTermsOfAccess":{"dvcore:fileRequestAccess":false},"schema:includedInDataCatalog":"Harvard Dataverse","schema:isPartOf":{"schema:name":"Image Classification","@id":"https://dataverse.harvard.edu/dataverse/image_classification","schema:description":"Open source images available in Python distribution.","schema:isPartOf":{"schema:name":"Harvard Dataverse","@id":"https://dataverse.harvard.edu/dataverse/harvard","schema:description":"<span><span><span><h3>Share, archive, and get credit for your data. Find and cite data across all research fields.</h3></span></span></span>"}},"ore:aggregates":[{"schema:name":"dataset_info.json","dvcore:restricted":false,"dvcore:directoryLabel":"flower_photos","schema:version":1,"dvcore:datasetVersionId":215111,"@id":"https://dataverse.harvard.edu/file.xhtml?fileId=4192921","schema:sameAs":"https://dataverse.harvard.edu/api/access/datafile/4192921","@type":"ore:AggregatedResource","schema:fileFormat":"application/json","dvcore:filesize":782,"dvcore:storageIdentifier":"s3://dvn-cloud:175fb5aaf70-b28726c4f888","dvcore:rootDataFileId":-1,"dvcore:checksum":{"@type":"MD5","@value":"44c53c8444cae3b5083bba729530acb1"}},{"schema:description":"Raw jpg images. In addition to train, test, and validation, a small_test dataset is added as a sub-directory.","schema:name":"flower_photos_plus_small_testset.zip","dvcore:restricted":false,"schema:version":1,"dvcore:datasetVersionId":215111,"@id":"https://dataverse.harvard.edu/file.xhtml?fileId=4159750","schema:sameAs":"https://dataverse.harvard.edu/api/access/datafile/4159750","@type":"ore:AggregatedResource","schema:fileFormat":"application/zip","dvcore:filesize":231681067,"dvcore:storageIdentifier":"s3://dvn-cloud:17571d720e1-1cb50df3588d","dvcore:rootDataFileId":-1,"dvcore:checksum":{"@type":"MD5","@value":"0a8eaa97faf20fb8e3560416d884ab5e"}},{"schema:description":"jpg of flower images partitioned into test, training and validation.","schema:name":"flowers.zip","dvcore:restricted":false,"schema:version":1,"dvcore:datasetVersionId":215111,"@id":"https://dataverse.harvard.edu/file.xhtml?fileId=4105627","schema:sameAs":"https://dataverse.harvard.edu/api/access/datafile/4105627","@type":"ore:AggregatedResource","schema:fileFormat":"application/zip","dvcore:filesize":231550882,"dvcore:storageIdentifier":"s3://dvn-cloud:17505c4c63b-d089bda2e6b9","dvcore:rootDataFileId":-1,"dvcore:checksum":{"@type":"MD5","@value":"7b5dafe3044d39a3f55df6f52b007291"}},{"schema:description":"TFRecord of flowers partitioned into test, training and validation","schema:name":"flower_tfrecords.zip","dvcore:restricted":false,"schema:version":1,"dvcore:datasetVersionId":215111,"@id":"doi:10.7910/DVN/1ECTVN/SG0HYG","schema:sameAs":"https://dataverse.harvard.edu/api/access/datafile/:persistentId?persistentId=doi:10.7910/DVN/1ECTVN/SG0HYG","@type":"ore:AggregatedResource","schema:fileFormat":"application/zip","dvcore:filesize":231431270,"dvcore:storageIdentifier":"s3://dvn-cloud:17422d3793a-20e5061aafbd","dvcore:rootDataFileId":-1,"dvcore:checksum":{"@type":"MD5","@value":"d4aa3c4978bc8ac70242560c0322acca"}},{"schema:name":"image_classification_builder-test.tfrecord-00000-of-00001","dvcore:restricted":false,"dvcore:directoryLabel":"flower_photos","schema:version":1,"dvcore:datasetVersionId":215111,"@id":"https://dataverse.harvard.edu/file.xhtml?fileId=4192922","schema:sameAs":"https://dataverse.harvard.edu/api/access/datafile/4192922","@type":"ore:AggregatedResource","schema:fileFormat":"application/octet-stream","dvcore:filesize":2419057,"dvcore:storageIdentifier":"s3://dvn-cloud:175fb5aaf59-5569ef2cc46e","dvcore:rootDataFileId":-1,"dvcore:checksum":{"@type":"MD5","@value":"0ec21df01bfbefff9cd8ea5bb108ab0c"}},{"schema:name":"image_classification_builder-train.tfrecord-00000-of-00002","dvcore:restricted":false,"dvcore:directoryLabel":"flower_photos","schema:version":1,"dvcore:datasetVersionId":215111,"@id":"https://dataverse.harvard.edu/file.xhtml?fileId=4192918","schema:sameAs":"https://dataverse.harvard.edu/api/access/datafile/4192918","@type":"ore:AggregatedResource","schema:fileFormat":"application/octet-stream","dvcore:filesize":90482995,"dvcore:storageIdentifier":"s3://dvn-cloud:175fb5abbd1-3fef5158f9a0","dvcore:rootDataFileId":-1,"dvcore:checksum":{"@type":"MD5","@value":"55630fb496a19c9d0c2a3925698e4ff8"}},{"schema:name":"image_classification_builder-train.tfrecord-00001-of-00002","dvcore:restricted":false,"dvcore:directoryLabel":"flower_photos","schema:version":1,"dvcore:datasetVersionId":215111,"@id":"https://dataverse.harvard.edu/file.xhtml?fileId=4192917","schema:sameAs":"https://dataverse.harvard.edu/api/access/datafile/4192917","@type":"ore:AggregatedResource","schema:fileFormat":"application/octet-stream","dvcore:filesize":90701075,"dvcore:storageIdentifier":"s3://dvn-cloud:175fb5ab4cc-daeb5857f612","dvcore:rootDataFileId":-1,"dvcore:checksum":{"@type":"MD5","@value":"97e5170880e7f46a7f456bb23de571b3"}},{"schema:name":"image_classification_builder-validation.tfrecord-00000-of-00001","dvcore:restricted":false,"dvcore:directoryLabel":"flower_photos","schema:version":1,"dvcore:datasetVersionId":215111,"@id":"https://dataverse.harvard.edu/file.xhtml?fileId=4192919","schema:sameAs":"https://dataverse.harvard.edu/api/access/datafile/4192919","@type":"ore:AggregatedResource","schema:fileFormat":"application/octet-stream","dvcore:filesize":3417952,"dvcore:storageIdentifier":"s3://dvn-cloud:175fb5aaf1b-d7836657e56f","dvcore:rootDataFileId":-1,"dvcore:checksum":{"@type":"MD5","@value":"05679bb560c1293b77f7bcc6fd45ab63"}},{"schema:name":"image-encoded.image.json","dvcore:restricted":false,"dvcore:directoryLabel":"flower_photos","schema:version":1,"dvcore:datasetVersionId":215111,"@id":"https://dataverse.harvard.edu/file.xhtml?fileId=4192920","schema:sameAs":"https://dataverse.harvard.edu/api/access/datafile/4192920","@type":"ore:AggregatedResource","schema:fileFormat":"application/json","dvcore:filesize":49,"dvcore:storageIdentifier":"s3://dvn-cloud:175fb5aaf6b-81c38c909b4b","dvcore:rootDataFileId":-1,"dvcore:checksum":{"@type":"MD5","@value":"104a5ac370df0aaed4db6cb8c1237a03"}},{"schema:description":"Jupiter notebook with TensorFlow 2.x. Demonstrate how to inspect TFRecord.","schema:name":"Inspecting_TFRecord.ipynb","dvcore:restricted":false,"schema:version":1,"dvcore:datasetVersionId":215111,"@id":"https://dataverse.harvard.edu/file.xhtml?fileId=4054666","schema:sameAs":"https://dataverse.harvard.edu/api/access/datafile/4054666","@type":"ore:AggregatedResource","schema:fileFormat":"application/x-ipynb+json","dvcore:filesize":291168,"dvcore:storageIdentifier":"s3://dvn-cloud:1744c125d49-169ca4d6f32b","dvcore:rootDataFileId":-1,"dvcore:checksum":{"@type":"MD5","@value":"51a51eab67df7a7364995ecf9d9768dc"}},{"schema:description":"iris csv from open source","schema:name":"iris-write-from-docker.csv","dvcore:restricted":false,"schema:version":1,"dvcore:datasetVersionId":215111,"@id":"https://dataverse.harvard.edu/file.xhtml?fileId=4105642","schema:sameAs":"https://dataverse.harvard.edu/api/access/datafile/4105642?format=original","@type":"ore:AggregatedResource","schema:fileFormat":"text/csv","dvcore:filesize":4606,"dvcore:storageIdentifier":"s3://dvn-cloud:17506436941-477e7197887e","dvcore:currentIngestedName":"iris-write-from-docker.tab","dvcore:UNF":"UNF:6:z6JGwpi2tftxFU+tbVH/3g==","dvcore:rootDataFileId":-1,"dvcore:checksum":{"@type":"MD5","@value":"fbc13891d8eb990dde68d0910149b45b"}},{"schema:description":"This file is necessary for using gcloud AI Platform with TPU. See https://cloud.google.com/ai-platform/training/docs/using-tpus","schema:name":"setup.py","dvcore:restricted":false,"schema:version":1,"dvcore:datasetVersionId":215111,"@id":"doi:10.7910/DVN/1ECTVN/QQU6CJ","schema:sameAs":"https://dataverse.harvard.edu/api/access/datafile/:persistentId?persistentId=doi:10.7910/DVN/1ECTVN/QQU6CJ","@type":"ore:AggregatedResource","schema:fileFormat":"text/x-python-script","dvcore:filesize":228,"dvcore:storageIdentifier":"s3://dvn-cloud:17427d0fb62-3988400f7448","dvcore:rootDataFileId":-1,"dvcore:checksum":{"@type":"MD5","@value":"ab282987a5ed79ba6459d238e0628e19"}}],"schema:hasPart":["https://dataverse.harvard.edu/file.xhtml?fileId=4192921","https://dataverse.harvard.edu/file.xhtml?fileId=4159750","https://dataverse.harvard.edu/file.xhtml?fileId=4105627","doi:10.7910/DVN/1ECTVN/SG0HYG","https://dataverse.harvard.edu/file.xhtml?fileId=4192922","https://dataverse.harvard.edu/file.xhtml?fileId=4192918","https://dataverse.harvard.edu/file.xhtml?fileId=4192917","https://dataverse.harvard.edu/file.xhtml?fileId=4192919","https://dataverse.harvard.edu/file.xhtml?fileId=4192920","https://dataverse.harvard.edu/file.xhtml?fileId=4054666","https://dataverse.harvard.edu/file.xhtml?fileId=4105642","doi:10.7910/DVN/1ECTVN/QQU6CJ"]},"@context":{"author":"http://purl.org/dc/terms/creator","citation":"https://dataverse.org/schema/citation/","dateOfDeposit":"http://purl.org/dc/terms/dateSubmitted","dcterms":"http://purl.org/dc/terms/","dvcore":"https://dataverse.org/schema/core#","ore":"http://www.openarchives.org/ore/terms/","publication":"http://purl.org/dc/terms/isReferencedBy","publicationCitation":"http://purl.org/dc/terms/bibliographicCitation","publicationURL":"https://schema.org/distribution","schema":"http://schema.org/","subject":"http://purl.org/dc/terms/subject","title":"http://purl.org/dc/terms/title"}}