https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU/Head https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU http://www.nanopub.org/nschema#hasAssertion https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU/assertion https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU http://www.nanopub.org/nschema#hasProvenance https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU/provenance https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU http://www.nanopub.org/nschema#hasPublicationInfo https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU/pubinfo https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://www.nanopub.org/nschema#Nanopublication https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU/assertion https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU/comparatorGroup http://purl.org/dc/terms/description Centralized training with pooled data, transfer learning from publicly available pre-trained models, independent training without collaboration, and traditional data sharing agreements https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU/federated-learning-for-satellite-image-classificat http://data.cochrane.org/ontologies/pico/comparatorGroup https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU/comparatorGroup https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU/federated-learning-for-satellite-image-classificat http://data.cochrane.org/ontologies/pico/interventionGroup https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU/interventionGroup https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU/federated-learning-for-satellite-image-classificat http://data.cochrane.org/ontologies/pico/outcomeGroup https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU/outcomeGroup https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU/federated-learning-for-satellite-image-classificat http://data.cochrane.org/ontologies/pico/population https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU/population https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU/federated-learning-for-satellite-image-classificat http://purl.org/dc/terms/description For satellite imagery classification tasks involving multiple data holders, how do federated learning approaches compare to centralized training and independent training in achieving model accuracy while preventing raw data exposure and enabling cross-organizational collaboration? https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU/federated-learning-for-satellite-image-classificat http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://data.cochrane.org/ontologies/pico/PICO https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU/federated-learning-for-satellite-image-classificat http://www.w3.org/1999/02/22-rdf-syntax-ns#type https://w3id.org/sciencelive/o/terms/EffectivenessResearchQuestions https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU/federated-learning-for-satellite-image-classificat http://www.w3.org/2000/01/rdf-schema#label Federated Learning for Satellite Image Classification: A Scoping Review https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU/interventionGroup http://purl.org/dc/terms/description Federated learning approaches enabling collaborative model training without sharing raw imagery, including horizontal federated learning, vertical federated learning, federated transfer learning, and privacy-enhanced variants with differential privacy or secure aggregation https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU/outcomeGroup http://purl.org/dc/terms/description Model accuracy and performance metrics (F1, IoU, mAP), communication efficiency (bandwidth requirements, convergence speed), privacy preservation (data leakage risk, gradient inversion attack resistance), scalability across heterogeneous sensors and resolutions, and practical deployment feasibility https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU/population http://purl.org/dc/terms/description Multi-source satellite imagery datasets held by different organizations including space agencies (ESA, NASA, JAXA), commercial providers (Planet, Maxar, Airbus), national mapping agencies, and research institutions, covering applications such as land cover classification, object detection, change monitoring, and disaster response https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU/provenance https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU/assertion http://www.w3.org/ns/prov#wasAttributedTo https://orcid.org/0000-0002-1784-2920 https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU/pubinfo https://orcid.org/0000-0002-1784-2920 http://xmlns.com/foaf/0.1/name Anne Fouilloux https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU http://purl.org/dc/terms/created 2026-01-04T21:19:35.000Z https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU http://purl.org/dc/terms/creator https://orcid.org/0000-0002-1784-2920 https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU http://purl.org/dc/terms/license https://creativecommons.org/licenses/by/4.0/ https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU http://purl.org/nanopub/x/introduces https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU/federated-learning-for-satellite-image-classificat https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU http://purl.org/nanopub/x/wasCreatedAt https://nanodash.knowledgepixels.com/ https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU http://www.w3.org/2000/01/rdf-schema#label PICO Research Question: Federated Learning for Satellite Image Classification: A Scoping Review https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU https://w3id.org/np/o/ntemplate/wasCreatedFromProvenanceTemplate https://w3id.org/np/RA7lSq6MuK_TIC6JMSHvLtee3lpLoZDOqLJCLXevnrPoU https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate https://w3id.org/np/RA0J4vUn_dekg-U1kK3AOEt02p9mT2WO03uGxLDec1jLw https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate https://w3id.org/np/RAoTD7udB2KtUuOuAe74tJi1t3VzK0DyWS7rYVAq1GRvw https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate https://w3id.org/np/RAukAcWHRDlkqxk7H2XNSegc1WnHI569INvNr-xdptDGI https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU https://w3id.org/np/o/ntemplate/wasCreatedFromTemplate https://w3id.org/np/RA5e5XeXy_-aNK5giB7kBAEQslTLVydHeM4YYEzhmEE2w https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU/sig http://purl.org/nanopub/x/hasAlgorithm RSA https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU/sig http://purl.org/nanopub/x/hasPublicKey MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAosxbitQQzLXi1949Zd9JmSkGfYHHlj/CZZ7iiYs1TrZ5/Jk/wGA7kHEv7f9NtsinOdBo9EtHj/jgHE5W2Vv404JbOAY280PvH5Jns5ObWdVZmtHeCw0ZIdPEqNrurrEweKhzcTJW/YRpYWPwVPo47XyIW6IAcmx6gfdtmdPddMpplqExrP6G99ksXfXlZI0InQtZJRSGK5lYLLNzaofFtupPI5OAAGjooDyHijp0Ap2HIXH6WpO4S44cFPKU34pH2xhIY4/XT5DG1X5UoiVHs2Yoo30BHFudj/kAFwdzcy6Yh4tMDaB3ox6p7pi267d7n0y7kypC0Nt+hfgHQ1FpgwIDAQAB https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU/sig http://purl.org/nanopub/x/hasSignature AFLysQtBzzrZe7cEPNh+EptV17cD6iwO1PkwUIA4urN53c1nMgesoXwsq689Sv+XCTlHRlVlBE8zJHfnyA4J0kNZ3aKKASrWdhOq0rwJ7fzRsAoGDmd4gk62S8HL1SVpiDJFxsVK7YZMJmNT5x/Nw3nWLNF6fT61pYEPJYPGsD7pmSHtvES0P8I8DoHdBd2DQ/MCaLVrFSMAV6KgjrEZxjimGNRUhhfGJH30X+8lsttGB44a6zoWd3Kwaaf0nUmPY6T+436gikQhf3mZz5VaRXK5jfh8QLUfGbmNhWmkSvAw/pkIIOdasOOX/PETCjKypLZt+kkmik/bvpz1UxcWFA== https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU/sig http://purl.org/nanopub/x/hasSignatureTarget https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU/sig http://purl.org/nanopub/x/signedBy https://orcid.org/0000-0002-1784-2920