Matches in SemOpenAlex for { <https://semopenalex.org/work/W3036058978> ?p ?o ?g. }
Showing items 1 to 77 of
77
with 100 items per page.
- W3036058978 abstract "Recent advancements in Binary Neural Networks (BNNs) have yielded promising results, bringing them a step closer to their full-precision counterparts in terms of prediction accuracy. These advancements were brought about by additional arithmetic and binary operations, in the form of scale and shift operations (fixed-point) and convolutions with multiple weight and activation bases (binary). In this paper, we propose OrthrusPE, a runtime reconfigurable processing element (PE) which is capable of executing all the operations required by modern BNNs while improving resource utilization and power efficiency. More precisely, we exploit DSP48 blocks on off-the-shelf FPGAs to compute binary Hadamard products (for binary convolutions) and fixed-point arithmetic (for scaling, shifting, batch norm, and non-binary layers), thereby utilizing the same hardware resource for two distinct, critical modes of operation. Our experiments show that common PE implementations increase dynamic power consumption by 67%, while requiring 39% more lookup tables, when compared to an OrthrusPE implementation." @default.
- W3036058978 created "2020-06-25" @default.
- W3036058978 creator A5005732789 @default.
- W3036058978 creator A5047063939 @default.
- W3036058978 creator A5057027966 @default.
- W3036058978 creator A5085220085 @default.
- W3036058978 date "2020-03-01" @default.
- W3036058978 modified "2023-10-16" @default.
- W3036058978 title "OrthrusPE: Runtime Reconfigurable Processing Elements for Binary Neural Networks" @default.
- W3036058978 cites W1903029394 @default.
- W3036058978 cites W2117539524 @default.
- W3036058978 cites W2194775991 @default.
- W3036058978 cites W2585560244 @default.
- W3036058978 cites W2591922920 @default.
- W3036058978 cites W2604319603 @default.
- W3036058978 cites W2604700561 @default.
- W3036058978 cites W2613938013 @default.
- W3036058978 cites W2719597717 @default.
- W3036058978 cites W2765235648 @default.
- W3036058978 cites W2777372517 @default.
- W3036058978 cites W2889111331 @default.
- W3036058978 cites W2921445017 @default.
- W3036058978 cites W2952110101 @default.
- W3036058978 cites W2963145956 @default.
- W3036058978 cites W2963367920 @default.
- W3036058978 cites W2965851570 @default.
- W3036058978 cites W2970059371 @default.
- W3036058978 cites W3102169921 @default.
- W3036058978 cites W4247198796 @default.
- W3036058978 doi "https://doi.org/10.23919/date48585.2020.9116308" @default.
- W3036058978 hasPublicationYear "2020" @default.
- W3036058978 type Work @default.
- W3036058978 sameAs 3036058978 @default.
- W3036058978 citedByCount "11" @default.
- W3036058978 countsByYear W30360589782020 @default.
- W3036058978 countsByYear W30360589782021 @default.
- W3036058978 countsByYear W30360589782022 @default.
- W3036058978 crossrefType "proceedings-article" @default.
- W3036058978 hasAuthorship W3036058978A5005732789 @default.
- W3036058978 hasAuthorship W3036058978A5047063939 @default.
- W3036058978 hasAuthorship W3036058978A5057027966 @default.
- W3036058978 hasAuthorship W3036058978A5085220085 @default.
- W3036058978 hasConcept C118524514 @default.
- W3036058978 hasConcept C149635348 @default.
- W3036058978 hasConcept C154945302 @default.
- W3036058978 hasConcept C173608175 @default.
- W3036058978 hasConcept C33923547 @default.
- W3036058978 hasConcept C41008148 @default.
- W3036058978 hasConcept C48372109 @default.
- W3036058978 hasConcept C50644808 @default.
- W3036058978 hasConcept C94375191 @default.
- W3036058978 hasConceptScore W3036058978C118524514 @default.
- W3036058978 hasConceptScore W3036058978C149635348 @default.
- W3036058978 hasConceptScore W3036058978C154945302 @default.
- W3036058978 hasConceptScore W3036058978C173608175 @default.
- W3036058978 hasConceptScore W3036058978C33923547 @default.
- W3036058978 hasConceptScore W3036058978C41008148 @default.
- W3036058978 hasConceptScore W3036058978C48372109 @default.
- W3036058978 hasConceptScore W3036058978C50644808 @default.
- W3036058978 hasConceptScore W3036058978C94375191 @default.
- W3036058978 hasLocation W30360589781 @default.
- W3036058978 hasOpenAccess W3036058978 @default.
- W3036058978 hasPrimaryLocation W30360589781 @default.
- W3036058978 hasRelatedWork W1491899005 @default.
- W3036058978 hasRelatedWork W1604898313 @default.
- W3036058978 hasRelatedWork W2034384303 @default.
- W3036058978 hasRelatedWork W2034393996 @default.
- W3036058978 hasRelatedWork W2117014006 @default.
- W3036058978 hasRelatedWork W2140418760 @default.
- W3036058978 hasRelatedWork W2164287667 @default.
- W3036058978 hasRelatedWork W2372170743 @default.
- W3036058978 hasRelatedWork W2581223690 @default.
- W3036058978 hasRelatedWork W4233815414 @default.
- W3036058978 isParatext "false" @default.
- W3036058978 isRetracted "false" @default.
- W3036058978 magId "3036058978" @default.
- W3036058978 workType "article" @default.