FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3170976412> ?p ?o ?g. }

• W3170976412 abstract "Unsupervised object re-identification targets at learning discriminative representations for object retrieval without any annotations. Clustering-based methods conduct training with the generated pseudo labels and currently dominate this research direction. However, they still suffer from the issue of pseudo label noise. To tackle the challenge, we propose to properly estimate pseudo label similarities between consecutive training generations with clustering consensus and refine pseudo labels with temporally propagated and ensembled pseudo labels. To the best of our knowledge, this is the first attempt to leverage the spirit of temporal ensembling to improve classification with dynamically changing classes over generations. The proposed pseudo label refinery strategy is simple yet effective and can be seamlessly integrated into existing clustering-based unsupervised re-identification methods. With our proposed approach, state-of-the-art method can be further boosted with up to 8.8% mAP improvements on the challenging MSMT17 dataset." @default.
• W3170976412 created "2021-06-22" @default.
• W3170976412 creator A5002318539 @default.
• W3170976412 creator A5047802386 @default.
• W3170976412 creator A5065073978 @default.
• W3170976412 creator A5072861783 @default.
• W3170976412 date "2021-06-10" @default.
• W3170976412 modified "2023-09-26" @default.
• W3170976412 title "Refining Pseudo Labels with Clustering Consensus over Generations for Unsupervised Object Re-identification" @default.
• W3170976412 cites W1522301498 @default.
• W3170976412 cites W1673310716 @default.
• W3170976412 cites W2108598243 @default.
• W3170976412 cites W2194775991 @default.
• W3170976412 cites W2204750386 @default.
• W3170976412 cites W2511791013 @default.
• W3170976412 cites W2592691248 @default.
• W3170976412 cites W2798991696 @default.
• W3170976412 cites W2842511635 @default.
• W3170976412 cites W2883725317 @default.
• W3170976412 cites W2887997457 @default.
• W3170976412 cites W2904427185 @default.
• W3170976412 cites W2953214814 @default.
• W3170976412 cites W2962859295 @default.
• W3170976412 cites W2963000559 @default.
• W3170976412 cites W2963574614 @default.
• W3170976412 cites W2964277612 @default.
• W3170976412 cites W2964295685 @default.
• W3170976412 cites W2981705647 @default.
• W3170976412 cites W2982204955 @default.
• W3170976412 cites W2988852559 @default.
• W3170976412 cites W2990069979 @default.
• W3170976412 cites W2990604239 @default.
• W3170976412 cites W2990740643 @default.
• W3170976412 cites W2995314979 @default.
• W3170976412 cites W2995852213 @default.
• W3170976412 cites W2998388430 @default.
• W3170976412 cites W2998508940 @default.
• W3170976412 cites W2998607115 @default.
• W3170976412 cites W2999929549 @default.
• W3170976412 cites W3005680577 @default.
• W3170976412 cites W3009761962 @default.
• W3170976412 cites W3033469067 @default.
• W3170976412 cites W3034183291 @default.
• W3170976412 cites W3034190694 @default.
• W3170976412 cites W3034329658 @default.
• W3170976412 cites W3034607353 @default.
• W3170976412 cites W3034732024 @default.
• W3170976412 cites W3034903425 @default.
• W3170976412 cites W3035070480 @default.
• W3170976412 cites W3035220232 @default.
• W3170976412 cites W3035402405 @default.
• W3170976412 cites W3035524453 @default.
• W3170976412 cites W3101821705 @default.
• W3170976412 cites W3103165805 @default.
• W3170976412 cites W3108570013 @default.
• W3170976412 cites W3108655343 @default.
• W3170976412 doi "https://doi.org/10.48550/arxiv.2106.06133" @default.
• W3170976412 hasPublicationYear "2021" @default.
• W3170976412 type Work @default.
• W3170976412 sameAs 3170976412 @default.
• W3170976412 citedByCount "0" @default.
• W3170976412 crossrefType "posted-content" @default.
• W3170976412 hasAuthorship W3170976412A5002318539 @default.
• W3170976412 hasAuthorship W3170976412A5047802386 @default.
• W3170976412 hasAuthorship W3170976412A5065073978 @default.
• W3170976412 hasAuthorship W3170976412A5072861783 @default.
• W3170976412 hasBestOaLocation W31709764121 @default.
• W3170976412 hasConcept C104047586 @default.
• W3170976412 hasConcept C116834253 @default.
• W3170976412 hasConcept C119857082 @default.
• W3170976412 hasConcept C124101348 @default.
• W3170976412 hasConcept C153083717 @default.
• W3170976412 hasConcept C153180895 @default.
• W3170976412 hasConcept C154945302 @default.
• W3170976412 hasConcept C186767784 @default.
• W3170976412 hasConcept C2781238097 @default.
• W3170976412 hasConcept C41008148 @default.
• W3170976412 hasConcept C59822182 @default.
• W3170976412 hasConcept C73555534 @default.
• W3170976412 hasConcept C8038995 @default.
• W3170976412 hasConcept C86803240 @default.
• W3170976412 hasConcept C94641424 @default.
• W3170976412 hasConcept C97931131 @default.
• W3170976412 hasConceptScore W3170976412C104047586 @default.
• W3170976412 hasConceptScore W3170976412C116834253 @default.
• W3170976412 hasConceptScore W3170976412C119857082 @default.
• W3170976412 hasConceptScore W3170976412C124101348 @default.
• W3170976412 hasConceptScore W3170976412C153083717 @default.
• W3170976412 hasConceptScore W3170976412C153180895 @default.
• W3170976412 hasConceptScore W3170976412C154945302 @default.
• W3170976412 hasConceptScore W3170976412C186767784 @default.
• W3170976412 hasConceptScore W3170976412C2781238097 @default.
• W3170976412 hasConceptScore W3170976412C41008148 @default.
• W3170976412 hasConceptScore W3170976412C59822182 @default.
• W3170976412 hasConceptScore W3170976412C73555534 @default.
• W3170976412 hasConceptScore W3170976412C8038995 @default.
• W3170976412 hasConceptScore W3170976412C86803240 @default.
• W3170976412 hasConceptScore W3170976412C94641424 @default.
• W3170976412 hasConceptScore W3170976412C97931131 @default.
• W3170976412 hasLocation W31709764121 @default.

• next