FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3160405728> ?p ?o ?g. }

• W3160405728 abstract "Existing public person Re-Identification~(ReID) datasets are small in modern terms because of labeling difficulty. Although unlabeled surveillance video is abundant and relatively easy to obtain, it is unclear how to leverage these footage to learn meaningful ReID representations. In particular, most existing unsupervised and domain adaptation ReID methods utilize only the public datasets in their experiments, with labels removed. In addition, due to small data sizes, these methods usually rely on fine tuning by the unlabeled training data in the testing domain to achieve good performance. Inspired by the recent progress of large-scale self-supervised image classification using contrastive learning, we propose to learn ReID representation from large-scale unlabeled surveillance video alone. Assisted by off-the-shelf pedestrian detection tools, we apply the contrastive loss at both the image and the tracklet levels. Together with a principal component analysis step using camera labels freely available, our evaluation using a large-scale unlabeled dataset shows far superior performance among unsupervised methods that do not use any training data in the testing domain. Furthermore, the accuracy improves with the data size and therefore our method has great potential with even larger and more diversified datasets." @default.
• W3160405728 created "2021-05-24" @default.
• W3160405728 creator A5009121120 @default.
• W3160405728 creator A5009882391 @default.
• W3160405728 creator A5026070862 @default.
• W3160405728 creator A5028336711 @default.
• W3160405728 creator A5044628233 @default.
• W3160405728 creator A5078160191 @default.
• W3160405728 date "2021-05-17" @default.
• W3160405728 modified "2023-09-26" @default.
• W3160405728 title "Large-Scale Unsupervised Person Re-Identification with Contrastive Learning." @default.
• W3160405728 cites W2194775991 @default.
• W3160405728 cites W2531440880 @default.
• W3160405728 cites W2896016251 @default.
• W3160405728 cites W2904427185 @default.
• W3160405728 cites W2909398625 @default.
• W3160405728 cites W2951254243 @default.
• W3160405728 cites W2953106684 @default.
• W3160405728 cites W2962859295 @default.
• W3160405728 cites W2963000559 @default.
• W3160405728 cites W2963557071 @default.
• W3160405728 cites W2988852559 @default.
• W3160405728 cites W2995852213 @default.
• W3160405728 cites W3036982689 @default.
• W3160405728 cites W3103165805 @default.
• W3160405728 cites W3106763294 @default.
• W3160405728 cites W3138229317 @default.
• W3160405728 hasPublicationYear "2021" @default.
• W3160405728 type Work @default.
• W3160405728 sameAs 3160405728 @default.
• W3160405728 citedByCount "0" @default.
• W3160405728 crossrefType "posted-content" @default.
• W3160405728 hasAuthorship W3160405728A5009121120 @default.
• W3160405728 hasAuthorship W3160405728A5009882391 @default.
• W3160405728 hasAuthorship W3160405728A5026070862 @default.
• W3160405728 hasAuthorship W3160405728A5028336711 @default.
• W3160405728 hasAuthorship W3160405728A5044628233 @default.
• W3160405728 hasAuthorship W3160405728A5078160191 @default.
• W3160405728 hasConcept C116834253 @default.
• W3160405728 hasConcept C119857082 @default.
• W3160405728 hasConcept C121332964 @default.
• W3160405728 hasConcept C134306372 @default.
• W3160405728 hasConcept C153083717 @default.
• W3160405728 hasConcept C153180895 @default.
• W3160405728 hasConcept C154945302 @default.
• W3160405728 hasConcept C17744445 @default.
• W3160405728 hasConcept C199539241 @default.
• W3160405728 hasConcept C2776145971 @default.
• W3160405728 hasConcept C2776359362 @default.
• W3160405728 hasConcept C2776434776 @default.
• W3160405728 hasConcept C2778755073 @default.
• W3160405728 hasConcept C33923547 @default.
• W3160405728 hasConcept C36503486 @default.
• W3160405728 hasConcept C41008148 @default.
• W3160405728 hasConcept C59822182 @default.
• W3160405728 hasConcept C62520636 @default.
• W3160405728 hasConcept C8038995 @default.
• W3160405728 hasConcept C86803240 @default.
• W3160405728 hasConcept C94625758 @default.
• W3160405728 hasConcept C95623464 @default.
• W3160405728 hasConceptScore W3160405728C116834253 @default.
• W3160405728 hasConceptScore W3160405728C119857082 @default.
• W3160405728 hasConceptScore W3160405728C121332964 @default.
• W3160405728 hasConceptScore W3160405728C134306372 @default.
• W3160405728 hasConceptScore W3160405728C153083717 @default.
• W3160405728 hasConceptScore W3160405728C153180895 @default.
• W3160405728 hasConceptScore W3160405728C154945302 @default.
• W3160405728 hasConceptScore W3160405728C17744445 @default.
• W3160405728 hasConceptScore W3160405728C199539241 @default.
• W3160405728 hasConceptScore W3160405728C2776145971 @default.
• W3160405728 hasConceptScore W3160405728C2776359362 @default.
• W3160405728 hasConceptScore W3160405728C2776434776 @default.
• W3160405728 hasConceptScore W3160405728C2778755073 @default.
• W3160405728 hasConceptScore W3160405728C33923547 @default.
• W3160405728 hasConceptScore W3160405728C36503486 @default.
• W3160405728 hasConceptScore W3160405728C41008148 @default.
• W3160405728 hasConceptScore W3160405728C59822182 @default.
• W3160405728 hasConceptScore W3160405728C62520636 @default.
• W3160405728 hasConceptScore W3160405728C8038995 @default.
• W3160405728 hasConceptScore W3160405728C86803240 @default.
• W3160405728 hasConceptScore W3160405728C94625758 @default.
• W3160405728 hasConceptScore W3160405728C95623464 @default.
• W3160405728 hasLocation W31604057281 @default.
• W3160405728 hasOpenAccess W3160405728 @default.
• W3160405728 hasPrimaryLocation W31604057281 @default.
• W3160405728 hasRelatedWork W2071218019 @default.
• W3160405728 hasRelatedWork W2159032819 @default.
• W3160405728 hasRelatedWork W2474753354 @default.
• W3160405728 hasRelatedWork W2605481230 @default.
• W3160405728 hasRelatedWork W2946670343 @default.
• W3160405728 hasRelatedWork W2968706510 @default.
• W3160405728 hasRelatedWork W2993768995 @default.
• W3160405728 hasRelatedWork W3037195468 @default.
• W3160405728 hasRelatedWork W3038844663 @default.
• W3160405728 hasRelatedWork W3048939385 @default.
• W3160405728 hasRelatedWork W3060341480 @default.
• W3160405728 hasRelatedWork W3087678962 @default.
• W3160405728 hasRelatedWork W3087791263 @default.
• W3160405728 hasRelatedWork W3107789922 @default.
• W3160405728 hasRelatedWork W3109200851 @default.

• next