@prefix this: <https://w3id.org/sciencelive/np/RA7OZmOmun07jDm8q6lq7Ris1W0MU3rptcp3bphOWUJj8> .
@prefix sub: <https://w3id.org/sciencelive/np/RA7OZmOmun07jDm8q6lq7Ris1W0MU3rptcp3bphOWUJj8/> .
@prefix np: <http://www.nanopub.org/nschema#> .
@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
@prefix prov: <http://www.w3.org/ns/prov#> .
@prefix npx: <http://purl.org/nanopub/x/> .
@prefix dc: <http://purl.org/dc/terms/> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .

<https://w3id.org/sciencelive/np/RA7OZmOmun07jDm8q6lq7Ris1W0MU3rptcp3bphOWUJj8> a
    np:Nanopublication;
  np:hasAssertion sub:assertion;
  np:hasProvenance sub:provenance;
  np:hasPublicationInfo sub:pubinfo;
  dc:created "2026-04-18T16:13:06.545Z"^^xsd:dateTime;
  dc:creator <https://orcid.org/0000-0002-1784-2920>;
  dc:license <https://creativecommons.org/licenses/by/4.0/>;
  npx:introduces sub:cross-domain-outcome;
  npx:wasCreatedAt <https://platform.sciencelive4all.org>;
  <http://www.w3.org/2000/01/rdf-schema#label> "NP created using Declaring a replication study outcome according to FORRT";
  <https://w3id.org/np/o/ntemplate/wasCreatedFromTemplate> <https://w3id.org/np/RA2zljn0Nw9SadppOyxZoh-_Rxosslrq-vYG-p9SttnJE> .

sub:cross-domain-outcome a <https://w3id.org/sciencelive/o/terms/FORRT-Replication-Outcome>;
  <http://schema.org/endDate> "2026-04-17";
  <http://www.w3.org/2000/01/rdf-schema#label> "Simple Prototypical Networks transfer from photographs to Sentinel-2 at 67% accuracy";
  <https://w3id.org/sciencelive/o/terms/hasConclusionDescription> "Prototypical Networks with a simple 4-block convolutional backbone (110,000 parameters) trained on everyday photographs classify Sentinel-2 satellite land cover types at 67.4% accuracy with 5 labeled examples per class. Cross-domain transfer from photographs to satellite imagery works even with a minimal architecture, but a deeper backbone and higher image resolution are needed to reach the 73-75% accuracy range.";
  <https://w3id.org/sciencelive/o/terms/hasConfidenceLevel> <https://w3id.org/sciencelive/o/terms/HighConfidence>;
  <https://w3id.org/sciencelive/o/terms/hasEvidenceDescription> "5-way 5-shot: 67.4% ± 0.7%. 5-way 20-shot: 73.1% ± 0.6%. 5-way 50-shot: 74.7% ± 0.6%. Evaluated on EuroSAT (27,000 real Sentinel-2 satellite images, 10 land cover classes) over 600 random classification tasks. Training: 5,000 episodic steps on mini-ImageNet (38,400 photographs, 64 object categories). 4-block CNN backbone, 84×84 pixel images.";
  <https://w3id.org/sciencelive/o/terms/hasLimitationsDescription> "The 4-block CNN has 45 times fewer parameters than ResNet-10 and processes 84×84 images instead of 224×224. These architectural choices explain the lower accuracy. Only RGB bands used (3 of 13 available Sentinel-2 spectral bands). EuroSAT classes are broad land cover categories, not fine-grained habitat types.";
  <https://w3id.org/sciencelive/o/terms/hasOutcomeRepository> <https://doi.org/10.5281/zenodo.19643138>;
  <https://w3id.org/sciencelive/o/terms/hasValidationStatus> <https://w3id.org/sciencelive/o/terms/PartiallySupported>;
  <https://w3id.org/sciencelive/o/terms/isOutcomeOf> <https://w3id.org/sciencelive/np/RAytukwQbTLwKSG4r7oEP7jRtgoBKTQVvO0EAzj6xEUiY/conv4-baseline> .

sub:assertion prov:wasAttributedTo <https://orcid.org/0000-0002-1784-2920> .

<https://orcid.org/0000-0002-1784-2920> <http://xmlns.com/foaf/0.1/name> "Anne Fouilloux" .

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