Hyperbolic Image Embeddings
Computer vision tasks such as image classification, image retrieval, and few-shot learning are currently dominated by Euclidean and spherical embeddings so that the final decisions about class belongings or the degree of similarity are made using linear hyperplanes, Euclidean distances, or spherical...
Uloženo v:
| Vydáno v: | Proceedings (IEEE Computer Society Conference on Computer Vision and Pattern Recognition. Online) s. 6417 - 6427 |
|---|---|
| Hlavní autoři: | , , , , |
| Médium: | Konferenční příspěvek |
| Jazyk: | angličtina |
| Vydáno: |
IEEE
01.06.2020
|
| Témata: | |
| ISSN: | 1063-6919 |
| On-line přístup: | Získat plný text |
| Tagy: |
Přidat tag
Žádné tagy, Buďte první, kdo vytvoří štítek k tomuto záznamu!
|
| Abstract | Computer vision tasks such as image classification, image retrieval, and few-shot learning are currently dominated by Euclidean and spherical embeddings so that the final decisions about class belongings or the degree of similarity are made using linear hyperplanes, Euclidean distances, or spherical geodesic distances (cosine similarity). In this work, we demonstrate that in many practical scenarios, hyperbolic embeddings provide a better alternative. |
|---|---|
| AbstractList | Computer vision tasks such as image classification, image retrieval, and few-shot learning are currently dominated by Euclidean and spherical embeddings so that the final decisions about class belongings or the degree of similarity are made using linear hyperplanes, Euclidean distances, or spherical geodesic distances (cosine similarity). In this work, we demonstrate that in many practical scenarios, hyperbolic embeddings provide a better alternative. |
| Author | Lempitsky, Victor Mirvakhabova, Leyla Ustinova, Evgeniya Oseledets, Ivan Khrulkov, Valentin |
| Author_xml | – sequence: 1 givenname: Valentin surname: Khrulkov fullname: Khrulkov, Valentin organization: Skolkovo Institute of Science and Technology (Skoltech), Moscow; Yandex, Moscow – sequence: 2 givenname: Leyla surname: Mirvakhabova fullname: Mirvakhabova, Leyla organization: Skolkovo Institute of Science and Technology (Skoltech), Moscow – sequence: 3 givenname: Evgeniya surname: Ustinova fullname: Ustinova, Evgeniya organization: Skolkovo Institute of Science and Technology (Skoltech), Moscow – sequence: 4 givenname: Ivan surname: Oseledets fullname: Oseledets, Ivan organization: Skolkovo Institute of Science and Technology (Skoltech), Moscow; Institute of Numerical Mathematics of the Russian Academy of Sciences, Moscow – sequence: 5 givenname: Victor surname: Lempitsky fullname: Lempitsky, Victor organization: Skolkovo Institute of Science and Technology (Skoltech), Moscow; Samsung AI Center, Moscow |
| BookMark | eNotzM9Kw0AQgPFVFKw1T1APfYHEmdk_yRwlVFsoKKJey-5mtqw0aUm89O0V9PDxu3236mo4DqLUPUKFCPzQfr6-GXIAFQFBBeCMvVAF1w3W9Bu6xl6qGYLTpWPkG1VM0xcAaEJ03MzUYn0-yRiOhxyXm97vZbnqg3RdHvbTnbpO_jBJ8e9cfTyt3tt1uX153rSP2zIT6O9SPDAlpxkgMbP15G20FklHcZ3UOgJibDDWCJSsITEBo06EPnQcGj1Xi79vFpHdacy9H887RuuMJv0D0EQ-KA |
| CODEN | IEEPAD |
| ContentType | Conference Proceeding |
| DBID | 6IE 6IH CBEJK RIE RIO |
| DOI | 10.1109/CVPR42600.2020.00645 |
| DatabaseName | IEEE Electronic Library (IEL) Conference Proceedings IEEE Proceedings Order Plan (POP) 1998-present by volume IEEE Xplore All Conference Proceedings IEEE/IET Electronic Library (IEL) IEEE Proceedings Order Plans (POP) 1998-present |
| DatabaseTitleList | |
| Database_xml | – sequence: 1 dbid: RIE name: IEEE/IET Electronic Library (IEL) url: https://ieeexplore.ieee.org/ sourceTypes: Publisher |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Applied Sciences |
| EISBN | 9781728171685 1728171687 |
| EISSN | 1063-6919 |
| EndPage | 6427 |
| ExternalDocumentID | 9156432 |
| Genre | orig-research |
| GroupedDBID | 6IE 6IH 6IL 6IN AAWTH ABLEC ADZIZ ALMA_UNASSIGNED_HOLDINGS BEFXN BFFAM BGNUA BKEBE BPEOZ CBEJK CHZPO IEGSK IJVOP OCL RIE RIL RIO |
| ID | FETCH-LOGICAL-i203t-ea092f63900f9995a2a5c55123ce6de73c011c81c7102f542e4b1c3f21abd9b83 |
| IEDL.DBID | RIE |
| ISICitedReferencesCount | 205 |
| ISICitedReferencesURI | http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000620679506069&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| IngestDate | Wed Aug 27 02:30:34 EDT 2025 |
| IsPeerReviewed | false |
| IsScholarly | true |
| Language | English |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-i203t-ea092f63900f9995a2a5c55123ce6de73c011c81c7102f542e4b1c3f21abd9b83 |
| PageCount | 11 |
| ParticipantIDs | ieee_primary_9156432 |
| PublicationCentury | 2000 |
| PublicationDate | 2020-Jun |
| PublicationDateYYYYMMDD | 2020-06-01 |
| PublicationDate_xml | – month: 06 year: 2020 text: 2020-Jun |
| PublicationDecade | 2020 |
| PublicationTitle | Proceedings (IEEE Computer Society Conference on Computer Vision and Pattern Recognition. Online) |
| PublicationTitleAbbrev | CVPR |
| PublicationYear | 2020 |
| Publisher | IEEE |
| Publisher_xml | – name: IEEE |
| SSID | ssj0003211698 |
| Score | 2.6098368 |
| Snippet | Computer vision tasks such as image classification, image retrieval, and few-shot learning are currently dominated by Euclidean and spherical embeddings so... |
| SourceID | ieee |
| SourceType | Publisher |
| StartPage | 6417 |
| SubjectTerms | Computer vision Extraterrestrial measurements Geometry Natural language processing Task analysis Visualization |
| Title | Hyperbolic Image Embeddings |
| URI | https://ieeexplore.ieee.org/document/9156432 |
| WOSCitedRecordID | wos000620679506069&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1LTwIxEJ4g8eAJFYyKmj14tNJt99GeCQQvhBg13EgfswkHwPDw9zvtbtCDF29N26SvtPNNZ74ZgEeLylQkCph0mrPMW890XkrmjC0LJBlFs4_JJsrpVM3netaCpyMXBhGj8xk-h2K05fuNO4SvsoEOkU0kPbgnZVnUXK3jf4okTabQqmHHpVwPhh-z1xh_nbRAER24AmfpVw6VKELGnf8Nfg69Hy5eMjtKmQto4foSOg14TJqruetCf0Ia5daGML_Jy4peiWS0suijaakH7-PR23DCmswHbCm43DM0XIuKwAPnFSG43AiTO8I2QjosPJbS0bV0KnUBH1R5JjCzqZOVSI312ip5Be31Zo3XkHhheS48NTuTScuVRaGs4o46oufpDXTDWhefdXCLRbPM27-r-3AWNrP2lbqD9n57wHs4dV_75W77EE_kG7LKi58 |
| linkProvider | IEEE |
| linkToHtml | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1LTwIxEJ4QNNETKhgVH3vwaKXb7rLtmUAgIiEGDTeybWcTDoDh4e93WjbowYu3pm3SV9r5pjPfDMCjQZUXJAqYtJqzxBnHdJpJZnOTtZFkFM0-JJvIRiM1nepxBZ4OXBhEDM5n-OyLwZbvVnbnv8pa2kc2kfTgHvnMWSVb6_CjIkmXaWtV8uNirludj_FbiMBOeqAILlyetfQri0oQIr3a_4Y_g8YPGy8aH-TMOVRweQG1Ej5G5eXc1KHZJ51ybXyg32iwoHci6i4MumBcasB7rzvp9FmZ-4DNBZdbhjnXoiD4wHlBGC7NRZ5aQjdCWmw7zKSli2lVbD1CKNJEYGJiKwsR58Zpo-QlVJerJV5B5IThqXDUbPNEGq4MCmUUt9QRHY-voe7XOvvch7eYlcu8-bv6AU76k9fhbDgYvTTh1G_s3nPqFqrb9Q7v4Nh-beeb9X04nW8vh47o |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook&rft.genre=proceeding&rft.title=Proceedings+%28IEEE+Computer+Society+Conference+on+Computer+Vision+and+Pattern+Recognition.+Online%29&rft.atitle=Hyperbolic+Image+Embeddings&rft.au=Khrulkov%2C+Valentin&rft.au=Mirvakhabova%2C+Leyla&rft.au=Ustinova%2C+Evgeniya&rft.au=Oseledets%2C+Ivan&rft.date=2020-06-01&rft.pub=IEEE&rft.eissn=1063-6919&rft.spage=6417&rft.epage=6427&rft_id=info:doi/10.1109%2FCVPR42600.2020.00645&rft.externalDocID=9156432 |