Matches in SemOpenAlex for { <https://semopenalex.org/work/W4310633299> ?p ?o ?g. }
Showing items 1 to 59 of
59
with 100 items per page.
- W4310633299 abstract "Because of their close relationship with humans, non-human apes (chimpanzees, bonobos, gorillas, orangutans, and gibbons, including siamangs) are of great scientific interest. The goal of understanding their complex behavior would be greatly advanced by the ability to perform video-based pose tracking. Tracking, however, requires high-quality annotated datasets of ape photographs. Here we present OpenApePose, a new public dataset of 71,868 photographs, annotated with 16 body landmarks, of six ape species in naturalistic contexts. We show that a standard deep net (HRNet-W48) trained on ape photos can reliably track out-of-sample ape photos better than networks trained on monkeys (specifically, the OpenMonkeyPose dataset) and on humans (COCO) can. This trained network can track apes almost as well as the other networks can track their respective taxa, and models trained without one of the six ape species can track the held out species better than the monkey and human models can. Ultimately, the results of our analyses highlight the importance of large specialized databases for animal tracking systems and confirm the utility of our new ape database." @default.
- W4310633299 created "2022-12-13" @default.
- W4310633299 creator A5000441574 @default.
- W4310633299 creator A5008650872 @default.
- W4310633299 creator A5064503245 @default.
- W4310633299 creator A5067373541 @default.
- W4310633299 creator A5072933482 @default.
- W4310633299 creator A5085253386 @default.
- W4310633299 date "2022-11-30" @default.
- W4310633299 modified "2023-09-27" @default.
- W4310633299 title "OpenApePose: a database of annotated ape photographs for pose estimation" @default.
- W4310633299 doi "https://doi.org/10.48550/arxiv.2212.00741" @default.
- W4310633299 hasPublicationYear "2022" @default.
- W4310633299 type Work @default.
- W4310633299 citedByCount "0" @default.
- W4310633299 crossrefType "posted-content" @default.
- W4310633299 hasAuthorship W4310633299A5000441574 @default.
- W4310633299 hasAuthorship W4310633299A5008650872 @default.
- W4310633299 hasAuthorship W4310633299A5064503245 @default.
- W4310633299 hasAuthorship W4310633299A5067373541 @default.
- W4310633299 hasAuthorship W4310633299A5072933482 @default.
- W4310633299 hasAuthorship W4310633299A5085253386 @default.
- W4310633299 hasBestOaLocation W43106332991 @default.
- W4310633299 hasConcept C111919701 @default.
- W4310633299 hasConcept C154945302 @default.
- W4310633299 hasConcept C15744967 @default.
- W4310633299 hasConcept C185592680 @default.
- W4310633299 hasConcept C19417346 @default.
- W4310633299 hasConcept C198531522 @default.
- W4310633299 hasConcept C2775936607 @default.
- W4310633299 hasConcept C41008148 @default.
- W4310633299 hasConcept C43617362 @default.
- W4310633299 hasConcept C89992363 @default.
- W4310633299 hasConceptScore W4310633299C111919701 @default.
- W4310633299 hasConceptScore W4310633299C154945302 @default.
- W4310633299 hasConceptScore W4310633299C15744967 @default.
- W4310633299 hasConceptScore W4310633299C185592680 @default.
- W4310633299 hasConceptScore W4310633299C19417346 @default.
- W4310633299 hasConceptScore W4310633299C198531522 @default.
- W4310633299 hasConceptScore W4310633299C2775936607 @default.
- W4310633299 hasConceptScore W4310633299C41008148 @default.
- W4310633299 hasConceptScore W4310633299C43617362 @default.
- W4310633299 hasConceptScore W4310633299C89992363 @default.
- W4310633299 hasLocation W43106332991 @default.
- W4310633299 hasOpenAccess W4310633299 @default.
- W4310633299 hasPrimaryLocation W43106332991 @default.
- W4310633299 hasRelatedWork W1578117154 @default.
- W4310633299 hasRelatedWork W1618296840 @default.
- W4310633299 hasRelatedWork W1972424065 @default.
- W4310633299 hasRelatedWork W2395628156 @default.
- W4310633299 hasRelatedWork W2542256560 @default.
- W4310633299 hasRelatedWork W2799142520 @default.
- W4310633299 hasRelatedWork W3104109796 @default.
- W4310633299 hasRelatedWork W3136955865 @default.
- W4310633299 hasRelatedWork W4248030928 @default.
- W4310633299 hasRelatedWork W4252360370 @default.
- W4310633299 isParatext "false" @default.
- W4310633299 isRetracted "false" @default.
- W4310633299 workType "article" @default.