DC Field | Value | Language |
---|---|---|
dc.contributor.author | Han, Sungwon | ko |
dc.contributor.author | Park, Sungwon | ko |
dc.contributor.author | Wu, Fangzhao | ko |
dc.contributor.author | Kim, Sundong | ko |
dc.contributor.author | Wu, Chuhan | ko |
dc.contributor.author | Xie, Xing | ko |
dc.contributor.author | Cha, Meeyoung | ko |
dc.date.accessioned | 2022-11-15T12:00:23Z | - |
dc.date.available | 2022-11-15T12:00:23Z | - |
dc.date.created | 2022-11-11 | - |
dc.date.created | 2022-11-11 | - |
dc.date.created | 2022-11-11 | - |
dc.date.created | 2022-11-11 | - |
dc.date.issued | 2022-10-23 | - |
dc.identifier.citation | European Conference on Computer Vision, ECCV 2022, pp.691 - 707 | - |
dc.identifier.issn | 0302-9743 | - |
dc.identifier.uri | http://hdl.handle.net/10203/299700 | - |
dc.description.abstract | This paper presents FedX, an unsupervised federated learning framework. Our model learns unbiased representation from decentralized and heterogeneous local data. It employs a two-sided knowledge distillation with contrastive learning as a core component, allowing the federated system to function without requiring clients to share any data features. Furthermore, its adaptable architecture can be used as an add-on module for existing unsupervised algorithms in federated settings. Experiments show that our model improves performance significantly (1.58-5.52pp) on five unsupervised algorithms. | - |
dc.language | English | - |
dc.publisher | European Computer Vision Association | - |
dc.title | FedX: Unsupervised Federated Learning with Cross Knowledge Distillation | - |
dc.type | Conference | - |
dc.identifier.wosid | 000903586400040 | - |
dc.identifier.scopusid | 2-s2.0-85144503748 | - |
dc.type.rims | CONF | - |
dc.citation.beginningpage | 691 | - |
dc.citation.endingpage | 707 | - |
dc.citation.publicationname | European Conference on Computer Vision, ECCV 2022 | - |
dc.identifier.conferencecountry | IS | - |
dc.identifier.conferencelocation | Tel Aviv | - |
dc.identifier.doi | 10.1007/978-3-031-20056-4_40 | - |
dc.contributor.localauthor | Cha, Meeyoung | - |
dc.contributor.nonIdAuthor | Wu, Fangzhao | - |
dc.contributor.nonIdAuthor | Kim, Sundong | - |
dc.contributor.nonIdAuthor | Wu, Chuhan | - |
dc.contributor.nonIdAuthor | Xie, Xing | - |
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