Matches in SemOpenAlex for { <https://semopenalex.org/work/W2153410696> ?p ?o ?g. }
Showing items 1 to 91 of
91
with 100 items per page.
- W2153410696 abstract "We propose a new Deep Decompositional Network (DDN) for parsing pedestrian images into semantic regions, such as hair, head, body, arms, and legs, where the pedestrians can be heavily occluded. Unlike existing methods based on template matching or Bayesian inference, our approach directly maps low-level visual features to the label maps of body parts with DDN, which is able to accurately estimate complex pose variations with good robustness to occlusions and background clutters. DDN jointly estimates occluded regions and segments body parts by stacking three types of hidden layers: occlusion estimation layers, completion layers, and decomposition layers. The occlusion estimation layers estimate a binary mask, indicating which part of a pedestrian is invisible. The completion layers synthesize low-level features of the invisible part from the original features and the occlusion mask. The decomposition layers directly transform the synthesized visual features to label maps. We devise a new strategy to pre-train these hidden layers, and then fine-tune the entire network using the stochastic gradient descent. Experimental results show that our approach achieves better segmentation accuracy than the state-of-the-art methods on pedestrian images with or without occlusions. Another important contribution of this paper is that it provides a large scale benchmark human parsing dataset that includes 3,673 annotated samples collected from 171 surveillance videos. It is 20 times larger than existing public datasets." @default.
- W2153410696 created "2016-06-24" @default.
- W2153410696 creator A5036257681 @default.
- W2153410696 creator A5075158591 @default.
- W2153410696 creator A5079410647 @default.
- W2153410696 date "2013-12-01" @default.
- W2153410696 modified "2023-10-16" @default.
- W2153410696 title "Pedestrian Parsing via Deep Decompositional Network" @default.
- W2153410696 cites W1980287119 @default.
- W2153410696 cites W1998827347 @default.
- W2153410696 cites W2100495367 @default.
- W2153410696 cites W2105180511 @default.
- W2153410696 cites W2110379134 @default.
- W2153410696 cites W2112796928 @default.
- W2153410696 cites W2125337569 @default.
- W2153410696 cites W2138451337 @default.
- W2153410696 cites W2143352446 @default.
- W2153410696 cites W2153169342 @default.
- W2153410696 cites W2161969291 @default.
- W2153410696 cites W2167188281 @default.
- W2153410696 cites W2535410496 @default.
- W2153410696 cites W2548197316 @default.
- W2153410696 doi "https://doi.org/10.1109/iccv.2013.329" @default.
- W2153410696 hasPublicationYear "2013" @default.
- W2153410696 type Work @default.
- W2153410696 sameAs 2153410696 @default.
- W2153410696 citedByCount "108" @default.
- W2153410696 countsByYear W21534106962013 @default.
- W2153410696 countsByYear W21534106962014 @default.
- W2153410696 countsByYear W21534106962015 @default.
- W2153410696 countsByYear W21534106962016 @default.
- W2153410696 countsByYear W21534106962017 @default.
- W2153410696 countsByYear W21534106962018 @default.
- W2153410696 countsByYear W21534106962019 @default.
- W2153410696 countsByYear W21534106962020 @default.
- W2153410696 countsByYear W21534106962021 @default.
- W2153410696 countsByYear W21534106962022 @default.
- W2153410696 countsByYear W21534106962023 @default.
- W2153410696 crossrefType "proceedings-article" @default.
- W2153410696 hasAuthorship W2153410696A5036257681 @default.
- W2153410696 hasAuthorship W2153410696A5075158591 @default.
- W2153410696 hasAuthorship W2153410696A5079410647 @default.
- W2153410696 hasBestOaLocation W21534106962 @default.
- W2153410696 hasConcept C104317684 @default.
- W2153410696 hasConcept C108583219 @default.
- W2153410696 hasConcept C13280743 @default.
- W2153410696 hasConcept C153180895 @default.
- W2153410696 hasConcept C154945302 @default.
- W2153410696 hasConcept C185592680 @default.
- W2153410696 hasConcept C185798385 @default.
- W2153410696 hasConcept C186644900 @default.
- W2153410696 hasConcept C205649164 @default.
- W2153410696 hasConcept C2776214188 @default.
- W2153410696 hasConcept C31972630 @default.
- W2153410696 hasConcept C41008148 @default.
- W2153410696 hasConcept C55493867 @default.
- W2153410696 hasConcept C63479239 @default.
- W2153410696 hasConcept C89600930 @default.
- W2153410696 hasConceptScore W2153410696C104317684 @default.
- W2153410696 hasConceptScore W2153410696C108583219 @default.
- W2153410696 hasConceptScore W2153410696C13280743 @default.
- W2153410696 hasConceptScore W2153410696C153180895 @default.
- W2153410696 hasConceptScore W2153410696C154945302 @default.
- W2153410696 hasConceptScore W2153410696C185592680 @default.
- W2153410696 hasConceptScore W2153410696C185798385 @default.
- W2153410696 hasConceptScore W2153410696C186644900 @default.
- W2153410696 hasConceptScore W2153410696C205649164 @default.
- W2153410696 hasConceptScore W2153410696C2776214188 @default.
- W2153410696 hasConceptScore W2153410696C31972630 @default.
- W2153410696 hasConceptScore W2153410696C41008148 @default.
- W2153410696 hasConceptScore W2153410696C55493867 @default.
- W2153410696 hasConceptScore W2153410696C63479239 @default.
- W2153410696 hasConceptScore W2153410696C89600930 @default.
- W2153410696 hasLocation W21534106961 @default.
- W2153410696 hasLocation W21534106962 @default.
- W2153410696 hasOpenAccess W2153410696 @default.
- W2153410696 hasPrimaryLocation W21534106961 @default.
- W2153410696 hasRelatedWork W1669643531 @default.
- W2153410696 hasRelatedWork W2005437358 @default.
- W2153410696 hasRelatedWork W2008656436 @default.
- W2153410696 hasRelatedWork W2023558673 @default.
- W2153410696 hasRelatedWork W2035976912 @default.
- W2153410696 hasRelatedWork W2110230079 @default.
- W2153410696 hasRelatedWork W2134924024 @default.
- W2153410696 hasRelatedWork W2517104666 @default.
- W2153410696 hasRelatedWork W2541791370 @default.
- W2153410696 hasRelatedWork W2790662084 @default.
- W2153410696 isParatext "false" @default.
- W2153410696 isRetracted "false" @default.
- W2153410696 magId "2153410696" @default.
- W2153410696 workType "article" @default.