Matches in SemOpenAlex for { <https://semopenalex.org/work/W3120651777> ?p ?o ?g. }
Showing items 1 to 100 of
100
with 100 items per page.
- W3120651777 abstract "DensePose estimation task is a significant step forward for enhancing user experience computer vision applications ranging from augmented reality to cloth fitting. Existing neural network models capable of solving this task are heavily parameterized and a long way from being transferred to an embedded or mobile device. To enable Dense Pose inference on the end device with current models, one needs to support an expensive server-side infrastructure and have a stable internet connection. To make things worse, mobile and embedded devices do not always have a powerful GPU inside. In this work, we target the problem of redesigning the DensePose R-CNN model's architecture so that the final network retains most of its accuracy but becomes more light-weight and fast. To achieve that, we tested and incorporated many deep learning innovations from recent years, specifically performing an ablation study on 23 efficient backbone architectures, multiple two-stage detection pipeline modifications, and custom model quantization methods. As a result, we achieved 17× model size reduction and 2× latency improvement compared to the baseline model. <sup xmlns:mml=http://www.w3.org/1998/Math/MathML xmlns:xlink=http://www.w3.org/1999/xlink>1</sup>" @default.
- W3120651777 created "2021-01-18" @default.
- W3120651777 creator A5003541662 @default.
- W3120651777 creator A5039460497 @default.
- W3120651777 creator A5050898339 @default.
- W3120651777 creator A5061986862 @default.
- W3120651777 creator A5088504414 @default.
- W3120651777 creator A5088950452 @default.
- W3120651777 creator A5089511229 @default.
- W3120651777 date "2021-01-01" @default.
- W3120651777 modified "2023-10-16" @default.
- W3120651777 title "Making DensePose fast and light" @default.
- W3120651777 cites W1967554269 @default.
- W3120651777 cites W2194775991 @default.
- W3120651777 cites W2412782625 @default.
- W3120651777 cites W2565639579 @default.
- W3120651777 cites W2948744462 @default.
- W3120651777 cites W2963016543 @default.
- W3120651777 cites W2963091558 @default.
- W3120651777 cites W2963150697 @default.
- W3120651777 cites W2963163009 @default.
- W3120651777 cites W2963578952 @default.
- W3120651777 cites W2963918968 @default.
- W3120651777 cites W2964444661 @default.
- W3120651777 cites W2967733054 @default.
- W3120651777 cites W2982083293 @default.
- W3120651777 cites W3034403061 @default.
- W3120651777 doi "https://doi.org/10.1109/wacv48630.2021.00191" @default.
- W3120651777 hasPublicationYear "2021" @default.
- W3120651777 type Work @default.
- W3120651777 sameAs 3120651777 @default.
- W3120651777 citedByCount "2" @default.
- W3120651777 countsByYear W31206517772022 @default.
- W3120651777 countsByYear W31206517772023 @default.
- W3120651777 crossrefType "proceedings-article" @default.
- W3120651777 hasAuthorship W3120651777A5003541662 @default.
- W3120651777 hasAuthorship W3120651777A5039460497 @default.
- W3120651777 hasAuthorship W3120651777A5050898339 @default.
- W3120651777 hasAuthorship W3120651777A5061986862 @default.
- W3120651777 hasAuthorship W3120651777A5088504414 @default.
- W3120651777 hasAuthorship W3120651777A5088950452 @default.
- W3120651777 hasAuthorship W3120651777A5089511229 @default.
- W3120651777 hasBestOaLocation W31206517772 @default.
- W3120651777 hasConcept C108583219 @default.
- W3120651777 hasConcept C111919701 @default.
- W3120651777 hasConcept C113775141 @default.
- W3120651777 hasConcept C11413529 @default.
- W3120651777 hasConcept C115051666 @default.
- W3120651777 hasConcept C119857082 @default.
- W3120651777 hasConcept C153715457 @default.
- W3120651777 hasConcept C154945302 @default.
- W3120651777 hasConcept C162324750 @default.
- W3120651777 hasConcept C165464430 @default.
- W3120651777 hasConcept C186967261 @default.
- W3120651777 hasConcept C187736073 @default.
- W3120651777 hasConcept C199360897 @default.
- W3120651777 hasConcept C2776214188 @default.
- W3120651777 hasConcept C2780451532 @default.
- W3120651777 hasConcept C41008148 @default.
- W3120651777 hasConcept C43521106 @default.
- W3120651777 hasConcept C76155785 @default.
- W3120651777 hasConcept C82876162 @default.
- W3120651777 hasConceptScore W3120651777C108583219 @default.
- W3120651777 hasConceptScore W3120651777C111919701 @default.
- W3120651777 hasConceptScore W3120651777C113775141 @default.
- W3120651777 hasConceptScore W3120651777C11413529 @default.
- W3120651777 hasConceptScore W3120651777C115051666 @default.
- W3120651777 hasConceptScore W3120651777C119857082 @default.
- W3120651777 hasConceptScore W3120651777C153715457 @default.
- W3120651777 hasConceptScore W3120651777C154945302 @default.
- W3120651777 hasConceptScore W3120651777C162324750 @default.
- W3120651777 hasConceptScore W3120651777C165464430 @default.
- W3120651777 hasConceptScore W3120651777C186967261 @default.
- W3120651777 hasConceptScore W3120651777C187736073 @default.
- W3120651777 hasConceptScore W3120651777C199360897 @default.
- W3120651777 hasConceptScore W3120651777C2776214188 @default.
- W3120651777 hasConceptScore W3120651777C2780451532 @default.
- W3120651777 hasConceptScore W3120651777C41008148 @default.
- W3120651777 hasConceptScore W3120651777C43521106 @default.
- W3120651777 hasConceptScore W3120651777C76155785 @default.
- W3120651777 hasConceptScore W3120651777C82876162 @default.
- W3120651777 hasFunder F4320310936 @default.
- W3120651777 hasLocation W31206517771 @default.
- W3120651777 hasLocation W31206517772 @default.
- W3120651777 hasOpenAccess W3120651777 @default.
- W3120651777 hasPrimaryLocation W31206517771 @default.
- W3120651777 hasRelatedWork W2511279186 @default.
- W3120651777 hasRelatedWork W2963058055 @default.
- W3120651777 hasRelatedWork W3006515133 @default.
- W3120651777 hasRelatedWork W3195610113 @default.
- W3120651777 hasRelatedWork W4223943233 @default.
- W3120651777 hasRelatedWork W4225161397 @default.
- W3120651777 hasRelatedWork W4309045103 @default.
- W3120651777 hasRelatedWork W4312200629 @default.
- W3120651777 hasRelatedWork W4360585206 @default.
- W3120651777 hasRelatedWork W4364306694 @default.
- W3120651777 isParatext "false" @default.
- W3120651777 isRetracted "false" @default.
- W3120651777 magId "3120651777" @default.
- W3120651777 workType "article" @default.