Matches in SemOpenAlex for { <https://semopenalex.org/work/W4297798330> ?p ?o ?g. }
Showing items 1 to 69 of
69
with 100 items per page.
- W4297798330 abstract "The recent success of Deep Neural Networks (DNNs) has drastically improved the state of the art for many application domains. While achieving high accuracy performance, deploying state-of-the-art DNNs is a challenge since they typically require billions of expensive arithmetic computations. In addition, DNNs are typically deployed in ensemble to boost accuracy performance, which further exacerbates the system requirements. This computational overhead is an issue for many platforms, e.g. data centers and embedded systems, with tight latency and energy budgets. In this article, we introduce flexible DNNs ensemble processing technique, which achieves large reduction in average inference latency while incurring small to negligible accuracy drop. Our technique is flexible in that it allows for dynamic adaptation between quality of results (QoR) and execution runtime. We demonstrate the effectiveness of the technique on AlexNet and ResNet-50 using the ImageNet dataset. This technique can also easily handle other types of networks." @default.
- W4297798330 created "2022-10-01" @default.
- W4297798330 creator A5015719218 @default.
- W4297798330 creator A5016723016 @default.
- W4297798330 creator A5065405527 @default.
- W4297798330 date "2018-01-22" @default.
- W4297798330 modified "2023-10-17" @default.
- W4297798330 title "Flexible Deep Neural Network Processing" @default.
- W4297798330 doi "https://doi.org/10.48550/arxiv.1801.07353" @default.
- W4297798330 hasPublicationYear "2018" @default.
- W4297798330 type Work @default.
- W4297798330 citedByCount "0" @default.
- W4297798330 crossrefType "posted-content" @default.
- W4297798330 hasAuthorship W4297798330A5015719218 @default.
- W4297798330 hasAuthorship W4297798330A5016723016 @default.
- W4297798330 hasAuthorship W4297798330A5065405527 @default.
- W4297798330 hasBestOaLocation W42977983301 @default.
- W4297798330 hasConcept C111919701 @default.
- W4297798330 hasConcept C113775141 @default.
- W4297798330 hasConcept C11413529 @default.
- W4297798330 hasConcept C118524514 @default.
- W4297798330 hasConcept C120314980 @default.
- W4297798330 hasConcept C120665830 @default.
- W4297798330 hasConcept C121332964 @default.
- W4297798330 hasConcept C139807058 @default.
- W4297798330 hasConcept C154945302 @default.
- W4297798330 hasConcept C2776214188 @default.
- W4297798330 hasConcept C2779960059 @default.
- W4297798330 hasConcept C2984842247 @default.
- W4297798330 hasConcept C41008148 @default.
- W4297798330 hasConcept C45374587 @default.
- W4297798330 hasConcept C48103436 @default.
- W4297798330 hasConcept C50644808 @default.
- W4297798330 hasConcept C76155785 @default.
- W4297798330 hasConcept C82876162 @default.
- W4297798330 hasConceptScore W4297798330C111919701 @default.
- W4297798330 hasConceptScore W4297798330C113775141 @default.
- W4297798330 hasConceptScore W4297798330C11413529 @default.
- W4297798330 hasConceptScore W4297798330C118524514 @default.
- W4297798330 hasConceptScore W4297798330C120314980 @default.
- W4297798330 hasConceptScore W4297798330C120665830 @default.
- W4297798330 hasConceptScore W4297798330C121332964 @default.
- W4297798330 hasConceptScore W4297798330C139807058 @default.
- W4297798330 hasConceptScore W4297798330C154945302 @default.
- W4297798330 hasConceptScore W4297798330C2776214188 @default.
- W4297798330 hasConceptScore W4297798330C2779960059 @default.
- W4297798330 hasConceptScore W4297798330C2984842247 @default.
- W4297798330 hasConceptScore W4297798330C41008148 @default.
- W4297798330 hasConceptScore W4297798330C45374587 @default.
- W4297798330 hasConceptScore W4297798330C48103436 @default.
- W4297798330 hasConceptScore W4297798330C50644808 @default.
- W4297798330 hasConceptScore W4297798330C76155785 @default.
- W4297798330 hasConceptScore W4297798330C82876162 @default.
- W4297798330 hasLocation W42977983301 @default.
- W4297798330 hasOpenAccess W4297798330 @default.
- W4297798330 hasPrimaryLocation W42977983301 @default.
- W4297798330 hasRelatedWork W2784537340 @default.
- W4297798330 hasRelatedWork W3103213585 @default.
- W4297798330 hasRelatedWork W3170672068 @default.
- W4297798330 hasRelatedWork W4213041209 @default.
- W4297798330 hasRelatedWork W4286981775 @default.
- W4297798330 hasRelatedWork W4287122064 @default.
- W4297798330 hasRelatedWork W4297798330 @default.
- W4297798330 hasRelatedWork W4310419184 @default.
- W4297798330 hasRelatedWork W4312312641 @default.
- W4297798330 hasRelatedWork W4318348488 @default.
- W4297798330 isParatext "false" @default.
- W4297798330 isRetracted "false" @default.
- W4297798330 workType "article" @default.