FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4295215046> ?p ?o ?g. }

• W4295215046 endingPage "6803" @default.
• W4295215046 startingPage "6803" @default.
• W4295215046 abstract "Gait analysis is proven to be a reliable way to perform person identification without relying on subject cooperation. Walking is a biometric that does not significantly change in short periods of time and can be regarded as unique to each person. So far, the study of gait analysis focused mostly on identification and demographics estimation, without considering many of the pedestrian attributes that appearance-based methods rely on. In this work, alongside gait-based person identification, we explore pedestrian attribute identification solely from movement patterns. We propose DenseGait, the largest dataset for pretraining gait analysis systems containing 217 K anonymized tracklets, annotated automatically with 42 appearance attributes. DenseGait is constructed by automatically processing video streams and offers the full array of gait covariates present in the real world. We make the dataset available to the research community. Additionally, we propose GaitFormer, a transformer-based model that after pretraining in a multi-task fashion on DenseGait, achieves 92.5% accuracy on CASIA-B and 85.33% on FVG, without utilizing any manually annotated data. This corresponds to a +14.2% and +9.67% accuracy increase compared to similar methods. Moreover, GaitFormer is able to accurately identify gender information and a multitude of appearance attributes utilizing only movement patterns. The code to reproduce the experiments is made publicly." @default.
• W4295215046 created "2022-09-12" @default.
• W4295215046 creator A5006093696 @default.
• W4295215046 creator A5070209606 @default.
• W4295215046 date "2022-09-08" @default.
• W4295215046 modified "2023-10-14" @default.
• W4295215046 title "Learning Gait Representations with Noisy Multi-Task Learning" @default.
• W4295215046 cites W1980636254 @default.
• W4295215046 cites W1984031350 @default.
• W4295215046 cites W1991406901 @default.
• W4295215046 cites W2040270931 @default.
• W4295215046 cites W2064675550 @default.
• W4295215046 cites W2073471023 @default.
• W4295215046 cites W2105096466 @default.
• W4295215046 cites W2108869018 @default.
• W4295215046 cites W2111025459 @default.
• W4295215046 cites W2126680226 @default.
• W4295215046 cites W2151458682 @default.
• W4295215046 cites W2252355370 @default.
• W4295215046 cites W2542803194 @default.
• W4295215046 cites W2603203130 @default.
• W4295215046 cites W2765328347 @default.
• W4295215046 cites W2777027507 @default.
• W4295215046 cites W2797558164 @default.
• W4295215046 cites W2802803153 @default.
• W4295215046 cites W2892009249 @default.
• W4295215046 cites W2898491875 @default.
• W4295215046 cites W2900022802 @default.
• W4295215046 cites W2915474114 @default.
• W4295215046 cites W2918399910 @default.
• W4295215046 cites W2963076818 @default.
• W4295215046 cites W2963301258 @default.
• W4295215046 cites W2963341956 @default.
• W4295215046 cites W2964054038 @default.
• W4295215046 cites W2998792609 @default.
• W4295215046 cites W3046961188 @default.
• W4295215046 cites W3094345665 @default.
• W4295215046 cites W3111079598 @default.
• W4295215046 cites W3116924726 @default.
• W4295215046 cites W3123386074 @default.
• W4295215046 cites W3127344509 @default.
• W4295215046 cites W3195852174 @default.
• W4295215046 cites W3205497712 @default.
• W4295215046 cites W4214538268 @default.
• W4295215046 cites W4226055600 @default.
• W4295215046 cites W4285719527 @default.
• W4295215046 cites W4288049693 @default.
• W4295215046 cites W4288073790 @default.
• W4295215046 doi "https://doi.org/10.3390/s22186803" @default.
• W4295215046 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/36146152" @default.
• W4295215046 hasPublicationYear "2022" @default.
• W4295215046 type Work @default.
• W4295215046 citedByCount "1" @default.
• W4295215046 countsByYear W42952150462023 @default.
• W4295215046 crossrefType "journal-article" @default.
• W4295215046 hasAuthorship W4295215046A5006093696 @default.
• W4295215046 hasAuthorship W4295215046A5070209606 @default.
• W4295215046 hasBestOaLocation W42952150461 @default.
• W4295215046 hasConcept C116834253 @default.
• W4295215046 hasConcept C119857082 @default.
• W4295215046 hasConcept C127413603 @default.
• W4295215046 hasConcept C151800584 @default.
• W4295215046 hasConcept C153180895 @default.
• W4295215046 hasConcept C154945302 @default.
• W4295215046 hasConcept C173906292 @default.
• W4295215046 hasConcept C184297639 @default.
• W4295215046 hasConcept C201995342 @default.
• W4295215046 hasConcept C22212356 @default.
• W4295215046 hasConcept C2777113093 @default.
• W4295215046 hasConcept C2780451532 @default.
• W4295215046 hasConcept C41008148 @default.
• W4295215046 hasConcept C59822182 @default.
• W4295215046 hasConcept C71924100 @default.
• W4295215046 hasConcept C86803240 @default.
• W4295215046 hasConcept C99508421 @default.
• W4295215046 hasConceptScore W4295215046C116834253 @default.
• W4295215046 hasConceptScore W4295215046C119857082 @default.
• W4295215046 hasConceptScore W4295215046C127413603 @default.
• W4295215046 hasConceptScore W4295215046C151800584 @default.
• W4295215046 hasConceptScore W4295215046C153180895 @default.
• W4295215046 hasConceptScore W4295215046C154945302 @default.
• W4295215046 hasConceptScore W4295215046C173906292 @default.
• W4295215046 hasConceptScore W4295215046C184297639 @default.
• W4295215046 hasConceptScore W4295215046C201995342 @default.
• W4295215046 hasConceptScore W4295215046C22212356 @default.
• W4295215046 hasConceptScore W4295215046C2777113093 @default.
• W4295215046 hasConceptScore W4295215046C2780451532 @default.
• W4295215046 hasConceptScore W4295215046C41008148 @default.
• W4295215046 hasConceptScore W4295215046C59822182 @default.
• W4295215046 hasConceptScore W4295215046C71924100 @default.
• W4295215046 hasConceptScore W4295215046C86803240 @default.
• W4295215046 hasConceptScore W4295215046C99508421 @default.
• W4295215046 hasIssue "18" @default.
• W4295215046 hasLocation W42952150461 @default.
• W4295215046 hasLocation W42952150462 @default.
• W4295215046 hasLocation W42952150463 @default.
• W4295215046 hasLocation W42952150464 @default.
• W4295215046 hasOpenAccess W4295215046 @default.

• next