{"@context": "https://schema.org", "@type": "Dataset", "@id": "https://doi.org/10.5878/en98-1b29", "identifier": [{"@type": "PropertyValue", "unitCode": "DOI", "value": "https://doi.org/10.5878/en98-1b29"}, {"@type": "PropertyValue", "unitCode": "https://www.rikstermbanken.se/termposter/1848/diarienummer", "unitText": "principalRegistrationNumber", "value": "SLU.seksko.2023.4.4.I\u00c4-2"}, {"@type": "PropertyValue", "unitCode": "DOI", "value": "https://doi.org/10.5878/96ms-0g33"}], "version": "1", "name": [{"@value": "Detection of hunting pits using airborne laser scanning and deep learning", "@language": "en"}, {"@value": "Detection of hunting pits using airborne laser scanning and deep learning", "@language": "sv"}], "description": [{"@value": "This is training and testing data for the detection of hunting pits in airborne laser data. The data is split into three parts. 1: Data for transfer learning with radar imagery and impact craters on the moon. 2. Data for training and testing of the machine learning model. 3: Data from a separate demonstration area used to evaluate the model. \n\nThe lunar data (1) were used to pre-train a machine learning model before training on the real data of hunting pits from earth (2). The demonstration data was used to visually evaluate the result of the final model. \nAll code used to create this dataset and train the machine learning models can be found here: https://github.com/williamlidberg/Detection-of-hunting-pits-using-airborne-laser-scanning-and-deep-learning The code is also included in the file \"code.zip\"\n", "@language": "en"}, {"@value": "Det h\u00e4r \u00e4r tr\u00e4nings och test-data f\u00f6r att detektera f\u00e5ngstgropar i laserdata med hj\u00e4lp av maskininl\u00e4rning. Datat \u00e4r uppdelat i tre delar. 1: Data f\u00f6r f\u00f6rtr\u00e4ning med hj\u00e4lp av radarbilder och kratrar p\u00e5 m\u00e5nen. 2: Data f\u00f6r tr\u00e4ning och testning av maskininl\u00e4rningsmodellen. 3: Data \u00f6ver ett demonstrationsomr\u00e5de d\u00e4r modellen testas. \n\nDatat fr\u00e5n m\u00e5nen (1) anv\u00e4ndes f\u00f6r att f\u00f6rtr\u00e4na en maskininl\u00e4rningsmodell och datat fr\u00e5n jorden (2) anv\u00e4ndes f\u00f6r att tr\u00e4na modellen p\u00e5 att kartera f\u00e5ngstgropar p\u00e5 jorden. Demonstrationsomr\u00e5det anv\u00e4ndes f\u00f6r att visuellt utv\u00e4rdera resultatet.\n\nAll kod som anv\u00e4nds f\u00f6r att ta fram datat samt tr\u00e4na modellerna finns h\u00e4r: https://github.com/williamlidberg/Detection-of-hunting-pits-using-airborne-laser-scanning-and-deep-learning koden finns ocks\u00e5 i filen \"code.zip\"\n\n", "@language": "sv"}], "creator": [{"@type": "Person", "@id": "https://orcid.org/0000-0001-5780-5596", "sameAs": "https://orcid.org/0000-0001-5780-5596", "name": "William Lidberg", "email": "william.lidberg@slu.se", "affiliation": [{"@type": "Organization", "name": [{"@value": "Swedish University of Agricultural Sciences, Forest ecology and management", "@language": "en"}, {"@value": "Sveriges lantbruksuniversitet, Skogens ekologi och sk\u00f6tsel", "@language": "sv"}], "@id": "https://ror.org/02yy8x990"}]}], "contributor": [{"@type": "Person", "@id": "https://orcid.org/0000-0002-2161-7371", "sameAs": "https://orcid.org/0000-0002-2161-7371", "name": "Florian Westphal", "email": "florian.westphal@ju.se", "affiliation": [{"@type": "Organization", "name": [{"@value": "J\u00f6nk\u00f6ping University, Department of Computing", "@language": "en"}, {"@value": "H\u00f6gskolan i J\u00f6nk\u00f6ping, Avdelningen f\u00f6r datavetenskap", "@language": "sv"}], "@id": "https://ror.org/03t54am93"}]}, {"@type": "Person", "@id": "https://orcid.org/0000-0002-7674-6197", "sameAs": "https://orcid.org/0000-0002-7674-6197", "name": "Camilla Sandstr\u00f6m", "email": "camilla.sandstrom@umu.se", "affiliation": [{"@type": "Organization", "name": [{"@value": "Ume\u00e5 University, Department of Political Science", "@language": "en"}, {"@value": "Ume\u00e5 universitet, Statsvetenskapliga institutionen", "@language": "sv"}], "@id": "https://ror.org/05kb8h459"}]}, {"@type": "Person", "@id": "https://orcid.org/0000-0002-7902-3672", "sameAs": "https://orcid.org/0000-0002-7902-3672", "name": "Lars \u00d6stlund", "email": "Lars.Ostlund@slu.se", "affiliation": [{"@type": "Organization", "name": [{"@value": "Swedish University for Agricultural Sciences, Forest Ecology and Management", "@language": "en"}, {"@value": "Sveriges lantbruksuniversitet, Skogens ekologi och sk\u00f6tsel", "@language": "sv"}], "@id": "https://ror.org/02yy8x990"}]}], "includedInDataCatalog": {"@type": "DataCatalog", "name": [{"@value": "Swedish National Data Service", "@language": "en"}, {"@value": "Svensk Nationell Datatj\u00e4nst", "@language": "sv"}], "url": "https://snd.se/catalogue/"}, "license": "CC0-1.0", "inLanguage": [{"@type": "Language", "name": [{"@value": "English", "@language": "en"}, {"@value": "Engelska", "@language": "sv"}]}], "keywords": [{"@value": "Computer Science", "@language": "en"}, {"@value": "Datavetenskap (datalogi)", "@language": "sv"}, {"@value": "Computer Vision and Robotics (Autonomous Systems)", "@language": "en"}, {"@value": "Datorseende och robotik (autonoma system)", "@language": "sv"}, {"@value": "Physical Geography", "@language": "en"}, {"@value": "Naturgeografi", "@language": "sv"}, {"@value": "Geotechnical Engineering", "@language": "en"}, {"@value": "Geoteknik", "@language": "sv"}, {"@value": "History", "@language": "en"}, {"@value": "Historia", "@language": "sv"}, {"@value": "Society", "@language": "en"}, {"@value": "Samh\u00e4lle och kultur", "@language": "sv"}, {"@value": "Earth and Related Environmental Sciences", "@language": "en"}, {"@value": "Geovetenskap och milj\u00f6vetenskap", "@language": "sv"}, {"@value": "Computer and Information Science", "@language": "en"}, {"@value": "Data- och informationsvetenskap (Datateknik)", "@language": "sv"}, {"@value": "Civil Engineering", "@language": "en"}, {"@value": "Samh\u00e4llsbyggnadsteknik", "@language": "sv"}, {"@value": "History and Archaeology", "@language": "en"}, {"@value": "Historia och arkeologi", "@language": "sv"}, {"@value": "Engineering and Technology", "@language": "en"}, {"@value": "Teknik", "@language": "sv"}, {"@value": "Natural Sciences", "@language": "en"}, {"@value": "Naturvetenskap", "@language": "sv"}, {"@value": "Humanities and the Arts", "@language": "en"}, {"@value": "Humaniora och konst", "@language": "sv"}, {"@value": "action with an object", "@language": "en"}, {"@value": "aktivitet med objekt", "@language": "sv"}, {"@value": "systems", "@language": "en"}, {"@value": "system", "@language": "sv"}, {"@value": "means of livelihood", "@language": "en"}, {"@value": "n\u00e4ringar", "@language": "sv"}, {"@value": "systems of a society", "@language": "en"}, {"@value": "samh\u00e4lleliga system", "@language": "sv"}, {"@value": "societal objects", "@language": "en"}, {"@value": "samh\u00e4lleliga objekt", "@language": "sv"}, {"@value": "action", "@language": "en"}, {"@value": "verksamhet", "@language": "sv"}, {"@value": "objects", "@language": "en"}, {"@value": "entiteter", "@language": "sv"}, {"@value": "abstract objects", "@language": "en"}, {"@value": "abstrakta objekt", "@language": "sv"}, {"@value": "events and action", "@language": "en"}, {"@value": "h\u00e4ndelser och handling", "@language": "sv"}], "funder": [{"@type": "Organization", "name": [{"@value": "Kempe Foundation", "@language": "en"}, {"@value": "Kempestiftelserna", "@language": "sv"}]}, {"@type": "Organization", "name": [{"@value": "Marcus and Amalia Wallenberg Foundation", "@language": "en"}, {"@value": "Stiftelsen Marcus och Amalia Wallenbergs minnesfond", "@language": "sv"}]}, {"@type": "Organization", "name": [{"@value": "Marianne and Marcus Wallenberg Foundation", "@language": "en"}, {"@value": "Marianne och Marcus Wallenbergs stiftelse", "@language": "sv"}]}], "spatial": [{"@type": "Place", "name": [{"@value": "Sweden", "@language": "en"}, {"@value": "Sverige", "@language": "sv"}], "@id": "http://sws.geonames.org/2661886"}], "datePublished": "2024-02-22T08:57:13.43525Z", "dateModified": "2024-02-22T08:57:13.43525Z", "sourceOrganization": [{"@value": "Swedish University of Agricultural Sciences", "@language": "en"}, {"@value": "Sveriges lantbruksuniversitet", "@language": "sv"}], "temporalCoverage": ["2022-06-09/..", "2022-06-09/.."], "conditionsOfAccess": "http://publications.europa.eu/resource/authority/access-right/PUBLIC", "publisher": {"@type": "Organization", "@id": "https://snd.se", "name": [{"@value": "Swedish National Data Service", "@language": "en"}, {"@value": "Svensk Nationell Datatj\u00e4nst", "@language": "sv"}]}, "distribution": [{"@type": "DataDownload", "additionalType": "data", "name": "data/code.zip", "contentSize": "194664001", "encodingFormat": "application/zip", "contentUrl": "https://snd.se/en/catalogue/download/dataset/2023-188/1?principal=slu.se&filename=code.zip", "isAccessibleForFree": true}, {"@type": "DataDownload", "additionalType": "data", "name": "data/demonstration_area/topographical_indicies_05m.zip", "contentSize": "2959134741", "encodingFormat": "application/zip", "contentUrl": "https://snd.se/en/catalogue/download/dataset/2023-188/1?principal=slu.se&filename=demonstration_area%2Ftopographical_indicies_05m.zip", "isAccessibleForFree": true}, {"@type": "DataDownload", "additionalType": "data", "name": "data/demonstration_area/topographical_indicies_1m.zip", "contentSize": "683639968", "encodingFormat": "application/zip", "contentUrl": "https://snd.se/en/catalogue/download/dataset/2023-188/1?principal=slu.se&filename=demonstration_area%2Ftopographical_indicies_1m.zip", "isAccessibleForFree": true}, {"@type": "DataDownload", "additionalType": "data", "name": "data/lunar_data/testing.zip", "contentSize": "3367206556", "encodingFormat": "application/zip", "contentUrl": "https://snd.se/en/catalogue/download/dataset/2023-188/1?principal=slu.se&filename=lunar_data%2Ftesting.zip", "isAccessibleForFree": true}, {"@type": "DataDownload", "additionalType": "data", "name": "data/lunar_data/training.zip", "contentSize": "3380382025", "encodingFormat": "application/zip", "contentUrl": "https://snd.se/en/catalogue/download/dataset/2023-188/1?principal=slu.se&filename=lunar_data%2Ftraining.zip", "isAccessibleForFree": true}, {"@type": "DataDownload", "additionalType": "data", "name": "data/training_data/05m.zip", "contentSize": "2898526204", "encodingFormat": "application/zip", "contentUrl": "https://snd.se/en/catalogue/download/dataset/2023-188/1?principal=slu.se&filename=training_data%2F05m.zip", "isAccessibleForFree": true}, {"@type": "DataDownload", "additionalType": "data", "name": "data/training_data/1m.zip", "contentSize": "1763173736", "encodingFormat": "application/zip", "contentUrl": "https://snd.se/en/catalogue/download/dataset/2023-188/1?principal=slu.se&filename=training_data%2F1m.zip", "isAccessibleForFree": true}, {"@type": "DataDownload", "additionalType": "documentation", "name": "documentation/DatasetReadme.pdf", "contentSize": "151360", "encodingFormat": "application/pdf", "contentUrl": "https://snd.se/en/catalogue/download/dataset/2023-188/1?principal=slu.se&filename=DatasetReadme.pdf&isDoc=y", "isAccessibleForFree": true}, {"@type": "DataDownload", "additionalType": "documentation", "name": "documentation/README.html", "contentSize": "37811516", "encodingFormat": "text/html", "contentUrl": "https://snd.se/en/catalogue/download/dataset/2023-188/1?principal=slu.se&filename=README.html&isDoc=y", "isAccessibleForFree": true}], "alternateName": "Training data for hunting pit detection", "creativeWorkStatus": {"@type": "DefinedTerm", "termCode": "COMPLETED", "inDefinedTermSet": "http://publications.europa.eu/resource/authority/dataset-status", "name": [{"@value": "completed", "@language": "en"}, {"@value": "fullst\u00e4ndig", "@language": "sv"}]}, "isAccessibleForFree": true}