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Composing Novel Classes: A Concept-Driven Approach to Generalized Category Discovery

Composing Novel Classes: A Concept-Driven Approach to Generalized Category Discovery

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_3118115186

Composing Novel Classes: A Concept-Driven Approach to Generalized Category Discovery

About this item

Full title

Composing Novel Classes: A Concept-Driven Approach to Generalized Category Discovery

Publisher

Ithaca: Cornell University Library, arXiv.org

Journal title

arXiv.org, 2024-10

Language

English

Formats

Publication information

Publisher

Ithaca: Cornell University Library, arXiv.org

More information

Scope and Contents

Contents

We tackle the generalized category discovery (GCD) problem, which aims to discover novel classes in unlabeled datasets by leveraging the knowledge of known classes. Previous works utilize the known class knowledge through shared representation spaces. Despite their progress, our analysis experiments show that novel classes can achieve impressive cl...

Alternative Titles

Full title

Composing Novel Classes: A Concept-Driven Approach to Generalized Category Discovery

Authors, Artists and Contributors

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_proquest_journals_3118115186

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_3118115186

Other Identifiers

E-ISSN

2331-8422

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