FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3136192076> ?p ?o ?g. }

• W3136192076 abstract "Two of the main challenges for cropland classification by satellite time-series images are insufficient ground-truth data and inaccessibility of high-quality hyperspectral images for under-developed areas. Unlabeled medium-resolution satellite images are abundant, but how to benefit from them is an open question. We will show how to leverage their potential for cropland classification using self-supervised tasks. Self-supervision is an approach where we provide simple training signals for the samples, which are apparent from the data's structure. Hence, they are cheap to acquire and explain a simple concept about the data. We introduce three self-supervised tasks for cropland classification. They reduce epistemic uncertainty, and the resulting model shows superior accuracy in a wide range of settings compared to SVM and Random Forest. Subsequently, we use the self-supervised tasks to perform unsupervised domain adaptation and benefit from the labeled samples in other regions. It is crucial to know what information to transfer to avoid degrading the performance. We show how to automate the information selection and transfer process in cropland classification even when the source and target areas have a very different feature distribution. We improved the model by about 24% compared to a baseline architecture without any labeled sample in the target domain. Our method is amenable to gradual improvement, works with medium-resolution satellite images, and does not require complicated models. Code and data are available." @default.
• W3136192076 created "2021-03-29" @default.
• W3136192076 creator A5020562213 @default.
• W3136192076 date "2021-03-17" @default.
• W3136192076 modified "2023-09-27" @default.
• W3136192076 title "An Efficient Method for the Classification of Croplands in Scarce-Label Regions." @default.
• W3136192076 cites W1522301498 @default.
• W3136192076 cites W2008085934 @default.
• W3136192076 cites W2042692910 @default.
• W3136192076 cites W2165698076 @default.
• W3136192076 cites W2248723555 @default.
• W3136192076 cites W2283002322 @default.
• W3136192076 cites W2290326488 @default.
• W3136192076 cites W2321533354 @default.
• W3136192076 cites W2531168480 @default.
• W3136192076 cites W2725897987 @default.
• W3136192076 cites W2737391801 @default.
• W3136192076 cites W2842511635 @default.
• W3136192076 cites W2898204262 @default.
• W3136192076 cites W2950133940 @default.
• W3136192076 cites W2950577311 @default.
• W3136192076 cites W2951873722 @default.
• W3136192076 cites W2952623980 @default.
• W3136192076 cites W2963131120 @default.
• W3136192076 cites W2963495051 @default.
• W3136192076 cites W2963578416 @default.
• W3136192076 cites W2963775347 @default.
• W3136192076 cites W2963826681 @default.
• W3136192076 cites W2964246847 @default.
• W3136192076 cites W2971040589 @default.
• W3136192076 cites W2975758481 @default.
• W3136192076 cites W2981830988 @default.
• W3136192076 cites W2995181141 @default.
• W3136192076 cites W3013366130 @default.
• W3136192076 cites W3023371261 @default.
• W3136192076 cites W3036045183 @default.
• W3136192076 cites W3036224891 @default.
• W3136192076 cites W3099850646 @default.
• W3136192076 cites W3104839310 @default.
• W3136192076 hasPublicationYear "2021" @default.
• W3136192076 type Work @default.
• W3136192076 sameAs 3136192076 @default.
• W3136192076 citedByCount "0" @default.
• W3136192076 crossrefType "posted-content" @default.
• W3136192076 hasAuthorship W3136192076A5020562213 @default.
• W3136192076 hasConcept C119857082 @default.
• W3136192076 hasConcept C12267149 @default.
• W3136192076 hasConcept C124101348 @default.
• W3136192076 hasConcept C146849305 @default.
• W3136192076 hasConcept C150899416 @default.
• W3136192076 hasConcept C153083717 @default.
• W3136192076 hasConcept C153180895 @default.
• W3136192076 hasConcept C154945302 @default.
• W3136192076 hasConcept C159078339 @default.
• W3136192076 hasConcept C169258074 @default.
• W3136192076 hasConcept C205649164 @default.
• W3136192076 hasConcept C2776145971 @default.
• W3136192076 hasConcept C2776434776 @default.
• W3136192076 hasConcept C41008148 @default.
• W3136192076 hasConcept C62649853 @default.
• W3136192076 hasConcept C95623464 @default.
• W3136192076 hasConceptScore W3136192076C119857082 @default.
• W3136192076 hasConceptScore W3136192076C12267149 @default.
• W3136192076 hasConceptScore W3136192076C124101348 @default.
• W3136192076 hasConceptScore W3136192076C146849305 @default.
• W3136192076 hasConceptScore W3136192076C150899416 @default.
• W3136192076 hasConceptScore W3136192076C153083717 @default.
• W3136192076 hasConceptScore W3136192076C153180895 @default.
• W3136192076 hasConceptScore W3136192076C154945302 @default.
• W3136192076 hasConceptScore W3136192076C159078339 @default.
• W3136192076 hasConceptScore W3136192076C169258074 @default.
• W3136192076 hasConceptScore W3136192076C205649164 @default.
• W3136192076 hasConceptScore W3136192076C2776145971 @default.
• W3136192076 hasConceptScore W3136192076C2776434776 @default.
• W3136192076 hasConceptScore W3136192076C41008148 @default.
• W3136192076 hasConceptScore W3136192076C62649853 @default.
• W3136192076 hasConceptScore W3136192076C95623464 @default.
• W3136192076 hasLocation W31361920761 @default.
• W3136192076 hasOpenAccess W3136192076 @default.
• W3136192076 hasPrimaryLocation W31361920761 @default.
• W3136192076 hasRelatedWork W2004028441 @default.
• W3136192076 hasRelatedWork W2283880332 @default.
• W3136192076 hasRelatedWork W25352335 @default.
• W3136192076 hasRelatedWork W2607422533 @default.
• W3136192076 hasRelatedWork W2626769175 @default.
• W3136192076 hasRelatedWork W2739621268 @default.
• W3136192076 hasRelatedWork W2886245013 @default.
• W3136192076 hasRelatedWork W2901093434 @default.
• W3136192076 hasRelatedWork W2914786494 @default.
• W3136192076 hasRelatedWork W2964130029 @default.
• W3136192076 hasRelatedWork W2972998623 @default.
• W3136192076 hasRelatedWork W2980172860 @default.
• W3136192076 hasRelatedWork W3042252233 @default.
• W3136192076 hasRelatedWork W3102842959 @default.
• W3136192076 hasRelatedWork W3157986844 @default.
• W3136192076 hasRelatedWork W3183434307 @default.
• W3136192076 hasRelatedWork W3188761398 @default.
• W3136192076 hasRelatedWork W81068503 @default.
• W3136192076 hasRelatedWork W2134104698 @default.
• W3136192076 hasRelatedWork W3122459850 @default.

• next