Matches in SemOpenAlex for { <https://semopenalex.org/work/W4297898798> ?p ?o ?g. }
Showing items 1 to 97 of
97
with 100 items per page.
- W4297898798 abstract "Person re-identification is a challenging task mainly due to factors such as background clutter, pose, illumination and camera point of view variations. These elements hinder the process of extracting robust and discriminative representations, hence preventing different identities from being successfully distinguished. To improve the representation learning, usually, local features from human body parts are extracted. However, the common practice for such a process has been based on bounding box part detection. In this paper, we propose to adopt human semantic parsing which, due to its pixel-level accuracy and capability of modeling arbitrary contours, is naturally a better alternative. Our proposed SPReID integrates human semantic parsing in person re-identification and not only considerably outperforms its counter baseline, but achieves state-of-the-art performance. We also show that by employing a textit{simple} yet effective training strategy, standard popular deep convolutional architectures such as Inception-V3 and ResNet-152, with no modification, while operating solely on full image, can dramatically outperform current state-of-the-art. Our proposed methods improve state-of-the-art person re-identification on: Market-1501 by ~17% in mAP and ~6% in rank-1, CUHK03 by ~4% in rank-1 and DukeMTMC-reID by ~24% in mAP and ~10% in rank-1." @default.
- W4297898798 created "2022-10-01" @default.
- W4297898798 creator A5002812626 @default.
- W4297898798 creator A5018222411 @default.
- W4297898798 creator A5026338484 @default.
- W4297898798 creator A5055064638 @default.
- W4297898798 creator A5080823547 @default.
- W4297898798 date "2018-03-31" @default.
- W4297898798 modified "2023-10-16" @default.
- W4297898798 title "Human Semantic Parsing for Person Re-identification" @default.
- W4297898798 doi "https://doi.org/10.48550/arxiv.1804.00216" @default.
- W4297898798 hasPublicationYear "2018" @default.
- W4297898798 type Work @default.
- W4297898798 citedByCount "0" @default.
- W4297898798 crossrefType "posted-content" @default.
- W4297898798 hasAuthorship W4297898798A5002812626 @default.
- W4297898798 hasAuthorship W4297898798A5018222411 @default.
- W4297898798 hasAuthorship W4297898798A5026338484 @default.
- W4297898798 hasAuthorship W4297898798A5055064638 @default.
- W4297898798 hasAuthorship W4297898798A5080823547 @default.
- W4297898798 hasBestOaLocation W42978987981 @default.
- W4297898798 hasConcept C111919701 @default.
- W4297898798 hasConcept C114614502 @default.
- W4297898798 hasConcept C115961682 @default.
- W4297898798 hasConcept C116834253 @default.
- W4297898798 hasConcept C119857082 @default.
- W4297898798 hasConcept C132094186 @default.
- W4297898798 hasConcept C147037132 @default.
- W4297898798 hasConcept C153180895 @default.
- W4297898798 hasConcept C154945302 @default.
- W4297898798 hasConcept C162324750 @default.
- W4297898798 hasConcept C164226766 @default.
- W4297898798 hasConcept C17744445 @default.
- W4297898798 hasConcept C186644900 @default.
- W4297898798 hasConcept C187736073 @default.
- W4297898798 hasConcept C199539241 @default.
- W4297898798 hasConcept C2776359362 @default.
- W4297898798 hasConcept C2780451532 @default.
- W4297898798 hasConcept C31972630 @default.
- W4297898798 hasConcept C33923547 @default.
- W4297898798 hasConcept C41008148 @default.
- W4297898798 hasConcept C554190296 @default.
- W4297898798 hasConcept C59822182 @default.
- W4297898798 hasConcept C63584917 @default.
- W4297898798 hasConcept C76155785 @default.
- W4297898798 hasConcept C81363708 @default.
- W4297898798 hasConcept C86803240 @default.
- W4297898798 hasConcept C94625758 @default.
- W4297898798 hasConcept C97931131 @default.
- W4297898798 hasConcept C98045186 @default.
- W4297898798 hasConceptScore W4297898798C111919701 @default.
- W4297898798 hasConceptScore W4297898798C114614502 @default.
- W4297898798 hasConceptScore W4297898798C115961682 @default.
- W4297898798 hasConceptScore W4297898798C116834253 @default.
- W4297898798 hasConceptScore W4297898798C119857082 @default.
- W4297898798 hasConceptScore W4297898798C132094186 @default.
- W4297898798 hasConceptScore W4297898798C147037132 @default.
- W4297898798 hasConceptScore W4297898798C153180895 @default.
- W4297898798 hasConceptScore W4297898798C154945302 @default.
- W4297898798 hasConceptScore W4297898798C162324750 @default.
- W4297898798 hasConceptScore W4297898798C164226766 @default.
- W4297898798 hasConceptScore W4297898798C17744445 @default.
- W4297898798 hasConceptScore W4297898798C186644900 @default.
- W4297898798 hasConceptScore W4297898798C187736073 @default.
- W4297898798 hasConceptScore W4297898798C199539241 @default.
- W4297898798 hasConceptScore W4297898798C2776359362 @default.
- W4297898798 hasConceptScore W4297898798C2780451532 @default.
- W4297898798 hasConceptScore W4297898798C31972630 @default.
- W4297898798 hasConceptScore W4297898798C33923547 @default.
- W4297898798 hasConceptScore W4297898798C41008148 @default.
- W4297898798 hasConceptScore W4297898798C554190296 @default.
- W4297898798 hasConceptScore W4297898798C59822182 @default.
- W4297898798 hasConceptScore W4297898798C63584917 @default.
- W4297898798 hasConceptScore W4297898798C76155785 @default.
- W4297898798 hasConceptScore W4297898798C81363708 @default.
- W4297898798 hasConceptScore W4297898798C86803240 @default.
- W4297898798 hasConceptScore W4297898798C94625758 @default.
- W4297898798 hasConceptScore W4297898798C97931131 @default.
- W4297898798 hasConceptScore W4297898798C98045186 @default.
- W4297898798 hasLocation W42978987981 @default.
- W4297898798 hasLocation W42978987982 @default.
- W4297898798 hasLocation W42978987983 @default.
- W4297898798 hasOpenAccess W4297898798 @default.
- W4297898798 hasPrimaryLocation W42978987981 @default.
- W4297898798 hasRelatedWork W2154463878 @default.
- W4297898798 hasRelatedWork W2156863789 @default.
- W4297898798 hasRelatedWork W2294085349 @default.
- W4297898798 hasRelatedWork W2369744843 @default.
- W4297898798 hasRelatedWork W2518599539 @default.
- W4297898798 hasRelatedWork W2756241593 @default.
- W4297898798 hasRelatedWork W2796364723 @default.
- W4297898798 hasRelatedWork W2963805953 @default.
- W4297898798 hasRelatedWork W4297898798 @default.
- W4297898798 hasRelatedWork W3090693157 @default.
- W4297898798 isParatext "false" @default.
- W4297898798 isRetracted "false" @default.
- W4297898798 workType "article" @default.