Matches in SemOpenAlex for { <https://semopenalex.org/work/W2945558825> ?p ?o ?g. }
Showing items 1 to 86 of
86
with 100 items per page.
- W2945558825 abstract "Although the Deep Neural Network (DNN) technique has been widely applied in various applications, the DNN-based applications are still too computationally intensive for the resource-constrained mobile devices. Many works have been proposed to optimize the DNN computation performance, but most of them are limited in an algorithmic perspective, ignoring certain computing issues in practical deployment. To achieve the comprehensive DNN performance enhancement in practice, the expected DNN optimization works should closely cooperate with specific hardware and system constraints (i.e. computation capacity, energy cost, memory occupancy, and inference latency). Therefore, in this work, we propose ReForm -- a resource-aware DNN optimization framework. Through thorough mobile DNN computing analysis and innovative model reconfiguration schemes (i.e. ADMM based static model fine-tuning, dynamically selective computing), ReForm can efficiently and effectively reconfigure a pre-trained DNN model for practical mobile deployment with regards to various static and dynamic computation resource constraints. Experiments show that ReForm has ~3.5× faster optimization speed than state-of-the-art resource-aware optimization method. Also, ReForm can effective reconfigure a DNN model to different mobile devices with distinct resource constraints. Moreover, ReForm achieves satisfying computation cost reduction with ignorable accuracy drop in both static and dynamic computing scenarios (at most 18% workload, 16.23% latency, 48.63% memory, and 21.5% energy enhancement)." @default.
- W2945558825 created "2019-05-29" @default.
- W2945558825 creator A5024770444 @default.
- W2945558825 creator A5030027584 @default.
- W2945558825 creator A5076768386 @default.
- W2945558825 creator A5082386342 @default.
- W2945558825 date "2019-06-02" @default.
- W2945558825 modified "2023-10-06" @default.
- W2945558825 title "ReForm" @default.
- W2945558825 cites W1996901117 @default.
- W2945558825 cites W2123469553 @default.
- W2945558825 cites W2164278908 @default.
- W2945558825 cites W2889185260 @default.
- W2945558825 cites W3103203826 @default.
- W2945558825 doi "https://doi.org/10.1145/3316781.3324696" @default.
- W2945558825 hasPublicationYear "2019" @default.
- W2945558825 type Work @default.
- W2945558825 sameAs 2945558825 @default.
- W2945558825 citedByCount "22" @default.
- W2945558825 countsByYear W29455588252019 @default.
- W2945558825 countsByYear W29455588252020 @default.
- W2945558825 countsByYear W29455588252021 @default.
- W2945558825 countsByYear W29455588252022 @default.
- W2945558825 countsByYear W29455588252023 @default.
- W2945558825 crossrefType "proceedings-article" @default.
- W2945558825 hasAuthorship W2945558825A5024770444 @default.
- W2945558825 hasAuthorship W2945558825A5030027584 @default.
- W2945558825 hasAuthorship W2945558825A5076768386 @default.
- W2945558825 hasAuthorship W2945558825A5082386342 @default.
- W2945558825 hasConcept C105339364 @default.
- W2945558825 hasConcept C111919701 @default.
- W2945558825 hasConcept C113775141 @default.
- W2945558825 hasConcept C11413529 @default.
- W2945558825 hasConcept C119701452 @default.
- W2945558825 hasConcept C120314980 @default.
- W2945558825 hasConcept C149635348 @default.
- W2945558825 hasConcept C154945302 @default.
- W2945558825 hasConcept C186967261 @default.
- W2945558825 hasConcept C206345919 @default.
- W2945558825 hasConcept C2776214188 @default.
- W2945558825 hasConcept C2778456923 @default.
- W2945558825 hasConcept C2778476105 @default.
- W2945558825 hasConcept C2781041963 @default.
- W2945558825 hasConcept C31258907 @default.
- W2945558825 hasConcept C41008148 @default.
- W2945558825 hasConcept C45374587 @default.
- W2945558825 hasConcept C76155785 @default.
- W2945558825 hasConcept C81860439 @default.
- W2945558825 hasConcept C82876162 @default.
- W2945558825 hasConceptScore W2945558825C105339364 @default.
- W2945558825 hasConceptScore W2945558825C111919701 @default.
- W2945558825 hasConceptScore W2945558825C113775141 @default.
- W2945558825 hasConceptScore W2945558825C11413529 @default.
- W2945558825 hasConceptScore W2945558825C119701452 @default.
- W2945558825 hasConceptScore W2945558825C120314980 @default.
- W2945558825 hasConceptScore W2945558825C149635348 @default.
- W2945558825 hasConceptScore W2945558825C154945302 @default.
- W2945558825 hasConceptScore W2945558825C186967261 @default.
- W2945558825 hasConceptScore W2945558825C206345919 @default.
- W2945558825 hasConceptScore W2945558825C2776214188 @default.
- W2945558825 hasConceptScore W2945558825C2778456923 @default.
- W2945558825 hasConceptScore W2945558825C2778476105 @default.
- W2945558825 hasConceptScore W2945558825C2781041963 @default.
- W2945558825 hasConceptScore W2945558825C31258907 @default.
- W2945558825 hasConceptScore W2945558825C41008148 @default.
- W2945558825 hasConceptScore W2945558825C45374587 @default.
- W2945558825 hasConceptScore W2945558825C76155785 @default.
- W2945558825 hasConceptScore W2945558825C81860439 @default.
- W2945558825 hasConceptScore W2945558825C82876162 @default.
- W2945558825 hasLocation W29455588251 @default.
- W2945558825 hasOpenAccess W2945558825 @default.
- W2945558825 hasPrimaryLocation W29455588251 @default.
- W2945558825 hasRelatedWork W1215251505 @default.
- W2945558825 hasRelatedWork W2014759467 @default.
- W2945558825 hasRelatedWork W2274371917 @default.
- W2945558825 hasRelatedWork W2298102683 @default.
- W2945558825 hasRelatedWork W2768034376 @default.
- W2945558825 hasRelatedWork W2783174608 @default.
- W2945558825 hasRelatedWork W2937900813 @default.
- W2945558825 hasRelatedWork W3042877534 @default.
- W2945558825 hasRelatedWork W4313330951 @default.
- W2945558825 hasRelatedWork W4319166456 @default.
- W2945558825 isParatext "false" @default.
- W2945558825 isRetracted "false" @default.
- W2945558825 magId "2945558825" @default.
- W2945558825 workType "article" @default.